CARNEGIE MELLON ENGINEERING
FALL 2020 MAGAZINE
CELEBRATING 100 YEARS OF POLYMERS
FALL 2018 // CARNEGIE MELLON ENGINEERING //
CONTENTS FEATURE ADVANCING POLYMER SCIENCE
4
RESEARCH SMILE, YOU’RE ON CAMAROPTERA
8
ELECTRICITY FOR ALL
10
MILL 19 GETS A DIGITAL TWIN
12
AN ALTERNATIVE TO THE SYRINGE
14
ANALYZING CELLS FOR FUTURE BIOMEDICAL DEVICES
15
A BIG COMEBACK FOR A LITTLE SWITCH
16
HYDROGEN PEROXIDE ON DEMAND
18
THINKING ABOUT BIAS IN AI
20
ADVANCING EEG FOR BRAIN IMAGING
22
A REMOTE CONTROL FOR NEURONS
24
REVOLUTIONING AGRICULTURE
26
AIR POLLUTION, SIMPLIFIED
28
BUILDING SMART CITIES WITH TAXIS
30
IS IT TOO HOT IN HERE?
31
DEPARTMENT NEWS
32
INSIDE THE COLLEGE EARLY CAREER FACULTY SHINE
34
INDUSTRY PIPELINE: ENGINEERING THE FACE OF COSMETICS
36
ADAMS NAMED HEAD OF EPP
38
CMU PORTUGAL ANNOUNCES $23M FUNDING
40
SECOND ROUND OF CYLAB FUNDING
42
STUDENT NEWS
42
SUCCESS ON AND OFF THE COURT
44
MANIPULATIONS IN THE DESERT
46
ALUMNI GERALD MEYER SHARES 100 YEARS OF STORIES
48
EDUCATION CHANGES LIVES AND COUNTRIES
50
ALUMNUS MEETS CHALLENGE OF PANDEMIC
52
FROM THE DEAN
Follow Dean Sanders on Twitter at @SandersCMU
Greetings, Another school year is underway, and it is indisputably
killing of George Floyd has forced our nation to confront
unlike any other. The predictable rhythm of research and
the legacy of racial injustice. Carnegie Mellon is committed
classes in the College of Engineering has been dismantled
to ensuring that the university stands on the right side of
to address the coronavirus pandemic. We worked incredibly
history through bold and concrete actions moving forward.
hard during the summer preparing for the fall term, and
This summer, the College of Engineering’s Dean’s Office
we are able to fulfill the promises we made to students and
and the Diversity, Equity and Inclusion (DEI) Committee
those who support our research.
sought to generate constructive action in response to
This fall, we welcomed 446 first-year students, which is
racism. We have recently announced a global search
almost 10% more than our typical number. This provides
for the College’s first full-time Associate Dean for DEI.
counterbalance to the decrease, roughly 8% to 9%, in
As Engineering’s senior diversity officer, this position is
graduate students, as travel restrictions have affected
profoundly critical and necessary as it signals a change in
enrollment. To ensure everyone’s safety, we’ve enacted a
how we address racism, classism, and sexism that persists
hybrid plan for delivering education. Faculty rolled up their
in this country and across our campus community.
sleeves, revising 380 courses so that we can offer students variations of in-person and mostly remote classes. We asked the faculty tough questions. How, for example,
In spite of the uncertainty and outside disruptions that the College faces, we are adapting and thriving, and I am deeply grateful for the many ways that our community has
can you provide hands-on experiences when labs are
come together to support the College. As always, I welcome
closed or capacity is limited? They came back with practical
your comments.
solutions. Undergraduates in Mechanical Engineering and Electrical and Computer Engineering were shipped lab
Sincerely,
kits. Seniors in Chemical Engineering are learning how to
Bill
run lab experiments from their laptops, mirroring work they’d perform on a job. In other departments, faculty and staff have teamed to prep labs so students can take turns working in them, while classmates watch remotely. The pandemic is not the only issue that compelled us to examine how we engage in today’s world. The racial
William H. Sanders Dr. William D. and Nancy W. Strecker Dean, College of Engineering
THEN
NOW
SPA N I SH FL U P A N D E M IC , 1918
CO RO NA VI RU S P A NDEMI C, 2020
In the Time of Pandemic And the people stayed home. And they read books, and listened, and rested, and exercised, and made art, and played games, and learned new ways of being, and were still. And they listened more deeply. Some meditated, some prayed, some danced. Some met their shadows. And the people began to think differently. And the people healed. And, in the absence of people living in ignorant, dangerous, mindless, and heartless ways, the earth began to heal. And when the danger passed, and the people joined together again, they grieved their losses, and made new choices, and dreamed new images, and created new ways to live and heal the earth fully, as they had been healed.
Reprinted with permission,
PA GE 03
Catherine M. O’Meara, 2020
ADVANCING POLYMER SCIENCE IN THE COLLEGE OF ENGINEERING As t h e d omai n of p o l ym e r sc i e nc e m a r k s its h u n d r ed t h b i r t h da y, C a r ne gi e M e l l o n i s loo k i n g at h ow en g i n e e r s f r o m a c r o ss t he
PA GE 0 5
col l eg e ar e ad van c i ng t he f i e l d i n 2 0 2 0 .
thinness with applications in robotics, insulators, and energy storage and transfer materials. Her research employs Carnegie Mellon’s Nanofabrication Facility, the only facility outside of MIT equipped for using CVD to manufacture polymer coatings. Jayan believes that “the ability to insert a polymer layer with surgical precision will create a new paradigm for interfacing diverse materials.” Assistant Professor Rebecca Taylor is a mechanical engineer with a background in engineering biomedical devices, and her work in polymers melds these disciplines, integrating systems at the nano-, micro-, and macroscale. Her research has explored augmenting DNA (a natural polymer) to create DNA nanomachines that could act as nanoscale sensors or motors. Most recently, Taylor has been working with peptide nucleic acids (PNAs)—artificially REEJA JAYAN
synthesized polymers similar in structure to DNA, but with unique properties. Hybrid molecules combining the strengths of these artificial and natural polymers could one day be used in drug delivery, the sensing and
E x pe rt a p p roa c h es
instrumenting of microscopic systems, the manufacture of microfluidic chips, and to
t o po l y mer scien c e
protect and alter living cells. Biomedical Engineering and Materials
Materials Science Professor Michael Bockstaller is doing fundamental work that explores the relationship between a
Industry Relevant Education CHEMICAL EN G I N EERI N G T EA C H I N G PRO F ES S O R ANNET T E J A C OB S ON DI REC T S A N D A DV I S ES STUDENTS TH RO U G H T H E C O L L O I DS , PO L YM ERS ,
Science Professor Adam Feinberg is printing a new generation of materials for a range of applications. Feinberg has created a gel-like support material within which polymers like
AND SURFAC ES MA S T ER’ S PRO G RA M— T O PI C S O N L Y
liquid epoxy can be printed for the first time.
of his work is with hybrid nanocomposites—
BRIEFLY COV ERED I N M O S T EN G I N EERI N G A N D
He’s also printing carbon fiber reinforced
polymers interspersed with nanoparticles—
SCIENCE CUR RI C U L A . T H E PRO G RA M I N C L U DES
epoxy composites, which can be notoriously
material’s structure and its properties. Much
and controlling the relationship between
COURSEWORK REL EV A N T T O MA N Y I N DU S T RI ES , A S CHEMICAL PRO DU C T MA N U F A C T U RE A N D PRO C ES S
difficult to shape. His startup, FluidForm,
DEVELOPMEN T O F T EN REQ U I RE A PPL I C A T I O N S
is looking to industry for inspiration, and
and study of the mechanical properties of
INVOLVING C O MPL EX F L U I DS T H A T I N C L U DE
Feinberg see’s future applications for 3-D
these materials allows for the creation of
NANOPARTIC L ES , MA C RO MO L EC U L ES , A N D
printed epoxy in everything from medical
the two components. Material modeling
strong, lightweight polymers, like those that
INTERFACES. T H ES E EN C O M PA S S I N DU S T RI ES WORKING WI T H N A N O T EC H N O L O G Y, C O A T I N G S A N D
devices to consumer goods like headphones.
PIGMENTS, PH A RMA C EU T I C A L S , S U RF A C T A N T -B A S ED
More broadly, the additive manufacturing
also helped design polymer components for
PRODUCTS, C O S MET I C S , PU L P A N D PA PER, I N K, F O O D
techniques he’s developing will enable new
devices like FLIR C&B protective suits, as well
SCIENCE, EN V I RO N M EN T A L S C I EN C E, A G RI C U L T U RA L
possibilities in application and design for
have replaced metals in car panels. He’s
as LED and QLED displays. In mechanical engineering, Associate Professor Reeja Jayan’s lab is using a
PRODUCTS, PO L YM ERS / A DV A N C ED MA T ERI A L S , A N D BIOMATERIA L S .
silicones, urethanes, hydrogens and a host of other polymeric materials. Materials Science Professor Mohammad
materials manufacturing method called
Islam is taking common, inexpensive
chemical vapor deposition (CVD) to create
polymers and turning them into high
nanometer thin coatings of materials like
performance polymer composites. Some are
plastics, but with altered conductivity.
lighter and stronger than aluminum, while
Adapted from microchip fabrication
others are self-healing composites, forming
processes, the CVD manufacturing process
the backbone for a new type of self-healing
creates a uniform coating at an unparalleled
electronic user interface (UI). Employing a
Newell Washburn, associate professor
easily be deformed, cut, and reconfigured
of chemistry and biomedical engineering, is
in various orientations. Reconfiguration or
using machine learning algorithms to design
repair takes just hours to solidify, and once
complex material systems. He’s creating
in place, damaged pieces will heal fully and
superplasticizer polymers for manufacturing
retain their ability to conduct electricity,
more sustainable cements, which currently
sense information, or actuate motion.
contribute over five percent of global CO2
Materials like this could eventually constitute
emissions. He’s also attempting to mimic
High Points C A RN EG I E MEL L O N U N I V E R S I T Y H A S I T S O W N H I S T O RY O F C O N T RI B U T I O N S T O PO L Y M E R S C I EN C E. T H E MEL L O N I N S T I T UT E C O U N T ED REN O W N ED P O L Y M E R S C I EN T I S T P A U L F L OR Y AMONGST ITS FACULTY FROM 1957 T O 1961; F L O RY WO UL D G O O N T O W I N T H E 197 4 N O BE L
major components in everything from self-
the thermal, structural, and mechanical
assembling structures to robotics.
properties of polyurethanes, found in
F U N DA M EN T A L A C H I EV E M E N T S ,
insulation and cushions. A fully recyclable
B O T H T H EO RET I C A L A N D
Bridging biomedical engineering and
PRI Z E I N C H EM I S T RY F O R “ H I S
EX PERI M EN T A L , I N T H E
materials science, Professor Christopher
version could save millions of pounds of
Bettinger’s lab works to design, synthesize,
polyurethane from entering landfills every
and process polymers into flexible
year. Washburn hopes to significantly
A N D C H EM I C A L EN G I N EE R I N G’ S
electronics for use in medical devices.
improve the sustainability of materials for a
K R I S MA T Y J A S Z EWS K I, TH E J . C .
Working with Materials Science Professor
more environmentally friendly future.
Jay Whitacre and Mechanical Engineering
Chemical Engineering’s Alan Russell,
PH YS I C A L C H EM I S T RY O F M A C RO MO L EC U L ES . ” C HE M I S T R Y
W A RN ER PRO F ES S O R O F N A T UR A L S C I EN C ES , H A S A C H I EV E D M O R E REC EN T REN O W N F O R H I S
Associate Professor Venkat Viswanathan,
the Highmark Distinguished Career
G RO U N DB REA KI N G DEV E L O P M E N T
he and his team used natural polymers
Professor, is creating “molecular chimeras,”
O F T H E A T O M T RA N S F ER R A D I C A L
to create ingestible batteries that are safe
combining the benefits of both natural
to swallow, biodegradable, and can safely
and synthetic polymers. He’s working with
power ingestible electronic devices within
Kris Matyjaszewski, using the latter’s ATRP
the GI tract for up to 18 hours. Bettinger
polymerization process to create a synthetic
is currently leveraging biocompatible
polymer “nanoarmor” around protein, an
elastomers and flexible electronic
organic polymer. Chimeric polymers like
components for use in ingestible medical
these could allow for advances in applications
devices such as sensors. Broadly speaking,
like drug delivery, shielding vulnerable
innovations in polymeric materials and
biological molecules in a protective coat of
devices could fundamentally improve
synthetic polymer. Russell’s future work will
our ability to sense and modulate organ
explore the characterization and simulation
systems, diagnose disease, or administer
of molecular chimeras, which may one day
new therapies.
play a major role in a protein industry worth
PO L YM ERI Z A T I O N (A T RP ) M ET H O D O F PO L YM ER S Y N T H E S I S I N 1995. “C A RN EG I E M EL L O N A N D PI T T S B U RG H ’ S H I S T O R Y I N PO L YMER RES EA RC H WA S A M A J O R F A C T O R I N M Y C HO I C E T O C O ME H ERE,” S A I D MA T E R I A L S S C I EN C E PRO F ES S O R MIC H A E L B OC K S T A L L ER.
CHRISTOPHER BETTINGER (CENTER)
$150 billion annually.
PA GE 0 7
modular design, these self-healing UIs can
RESEARCH
SMILE, YOU’RE ON CAMAROPTERA
BRANDON LUCIA CREATED A BATTERYLESS REMOTE IMAGE SENSOR—AND TAUGHT IT TIME MANAGEMENT.
the interesting images over
device that could look at
a radio while disregarding
a parking lot to see which
uninteresting data, saving
spaces are filled and which
the energy that would have
are not. Or one that could
been used to send it.
find traffic jams and reroute
“The magic of
others away from it. Maybe
Camaroptera is that it can
such a device could keep
operate independently
an eye out for dangerous
and over large geographic
situations in public places.
areas. The device can
Brandon Lucia, associate
collect images in remote
professor of electrical and
areas, and then process
computer engineering, along
the images locally,” Lucia
with his Ph.D. student Harsh
said. “One of the benefits
Desai and collaborators
of doing computation
from the University of
locally is that it avoids
Trento in Italy, imagined a
using the radio. From an
device like this, and they
energy perspective, it’s very
named it Camaroptera, after
expensive to use the radio.”
a tiny, industrious bird. Camaroptera is a battery-
So, how should the device manage its energy? Some
less remote image sensor
must be spent collecting
powered completely by
data, some computing, and
solar panels and capable
some sending data over the
of wirelessly transmitting
radio. Plus, it needs to find
images over kilometers,
time to sit idle and harvest
even in a crowded city
energy. When should it do
environment. Camaroptera
each of these tasks? Faced
collects images and
with this question, Lucia and
processes them through
Ph.D. student Kiwan Maeng
what is known as edge
created a new algorithm and
computing. Edge computing
system for scheduling how
is when a sensor device
an energy-harvesting device
performs data analysis by
uses its time and energy.
itself, instead of spending
The device must ensure
large amounts of time and
that every application has
energy to send the data
its needs met in a timely
to a far-away cloud server
manner, and the device
for processing. Using edge
must never run out of
computing, Camaroptera
energy. If, for example, it
applies machine learning to
was a cloudy day, it would
the images it collects. Based
be difficult for the device
on the machine learning
to harvest solar energy. As
results, the device can send
a result, it wouldn’t have
CAMAROPTERA AT ACTUAL SCALE
enough energy to complete
of the device maintenance
the tasks it usually does. The
cost. We can’t have someone
scheduling algorithm can
driving around replacing
correct for that. Instead of
100,000 batteries in cameras
having the device perform
all over town once a year.”
a complex energy-intensive
This project is a part of
task, it can perform a
the Computing on Network
simpler one.
Infrastructure for Pervasive
“If you can’t meet the
Perception, Cognition, and
original specification for
Action (CONIX) Research
what the system is supposed
Center. Lead by Carnegie
to do, you can do something
Mellon University, CONIX is
that remains useful under
a multidisciplinary effort to
the limited amount of
create the architecture for
resources that are available,”
networked computing that
Lucia said. “The device gets
lies between edge devices
worse in a predictable and
and the cloud, allowing
controlled way.”
future IoT applications to
One of the other benefits
be hosted with guaranteed
of devices like Camaroptera
performance, security,
is that they are less
robustness, and privacy. It
expensive than a traditional
includes researchers from
device that performs the
six U.S. universities and is
same function. Lucia’s
funded by the SRC’s Joint
devices are cheap to build,
University Microelectronics
deploy, and maintain.
Program (JUMP),
“If you were going to
representing a consortium
use this to monitor civil
of industrial participants
infrastructure, it’d be really
and the Defense Advanced
cheap because you could
Research Projects Agency
manufacture them in large
(DARPA).
quantities,” Lucia said. “An important benefit of energyharvesting is the elimination PA GE 0 9
Imagine a small, inexpensive
ELECTRICITY FOR ALL Organizations like the World Bank imply that equality is an
remaining after the conflict’s end are centered around the
important aspect of their goals for expanding electricity
urban capital of Monrovia.
access in developing countries. Yet few studies have actually
number of individuals access to electricity under different
sub-Saharan Africa, and many have even used methods that
budget constraints, rather than simply meeting an assumed
further inequality. Destenie Nock, assistant professor of
demand at the least cost. While the latter might lead to
engineering and public policy in Carnegie Mellon’s College of
higher overall consumption, they found that countries that
Engineering has led the first study to “explicitly integrate a
place a higher emphasis on equality can see a 72-87 percent
stakeholder’s preference towards equality into an electricity
increase in energy accessibility, depending on their budget.
planning problem.”
Greater investment in transmission infrastructure leads to
Most research to date has taken a least-cost perspective when considering economic criteria, meaning they estimate
higher electrification rates overall. The researchers also found that while decentralized
future electricity demand and attempt to minimize the
systems may be more economically viable in unsupplied
cost necessary to meet it. Since it is difficult to project the
regions, they can actually discourage equality, especially
future electricity demands of those who currently have little
at low budgets due to scalability issues. They showed
or none, this estimation disproportionately favors urban
that investing in low-cost decentralized systems like solar
areas—which creates the appearance of higher demand,
discourages investment in transmission infrastructure,
which further perpetuates a cycle of unequal investment.
decreasing electricity access overall.
Nock chose instead to use an opportunity-focused model
Through their methodology, Nock and her team
that recognizes that people’s demand for electricity often
demonstrate that investment in an interconnected power
rises as supply grows and new opportunities emerge. This
system is key for equitable electrification planning in
model also accounts for load shedding, often in the form of
developing countries. Their opportunity-focused approach
planned blackouts, that often occurs in developing countries.
eliminates the urban bias of prior least-cost approaches and
“I am interested in incorporating more voices and
is widely applicable in countries with little to no electricity
objectives into electricity planning,” said
access like Malawi, Sierra Leone, Burundi and Burkina Faso,
Nock. “Traditional models are focused
or in disaster-affected areas like Puerto Rico.
on developing low cost systems, which is
Nock’s broader research interests revolve around
very important, but there are many more
systems modeling, the food-energy nexus and energy
objectives—like equity, climate mitigation
justice. She plans to continue adding new measures
and justice—that should be incorporated
to improve the model and include a larger scope of
into energy systems planning.”
stakeholder preferences.
Nock and her co-authors noted that the
DESTENIE NOCK
Their calculations emphasized providing the greatest
addressed how to ensure equality in developing areas like
“I am hoping to continue this research to incorporate
most effective technology for supplying
other preferences and electricity planning goals, including
a region differs, depending on its current
CO2 emissions, and climate mitigation planning,” said
energy infrastructure. Though connection to
Nock. “There are many different preferences stakeholders
a centralized electrical grid is often preferred, research shows
have regarding electricity, equity, and sustainability goals,
that decentralized systems are more economically viable in
which I feel are not currently incorporated in energy
regions without existing power system infrastructure.
optimization models.”
Nock’s team created a methodology for finding the optimal expansion of a power system that maximizes social benefit within a constrained budget. They chose the West African country of Liberia as an example study. Years of civil war have caused extensive damage to the country’s energy infrastructure, and the only major power generation facilities
MILL 19 GETS A DIGITAL TWIN
Digital twins are the future. Whether they
Ideally, a digital twin can be an accurate
first used laser scanning that casts numerous
know it or not, most Americans have already
representation of the object as it exists in
laser beams in every direction. As each
seen digital twins in science fiction and
real time, or a “living” digital twin.
beam meets a surface it reflects back to the
superhero movies. Through the magic of CGI,
This is incredibly difficult to create during
scanner, creating an array of dots called a
digital twins are often projected into the air
the construction of an object as complex
point cloud outlining the structure in space.
as floating maps and diagrams that can be
and dynamic as a large structure, yet that’s
Researchers took 120 scans between the
manipulated like a real object, effortlessly
exactly what Burcu Akinci and her Ph.D.
beginning of construction and completion,
combining and displaying real-time
student Yujie Wei have done. They’ve
capturing important features that would
information from an array of hidden sensors.
worked with construction and maintenance
eventually be concealed within the finished
personnel at Carnegie Mellon’s Mill 19 to
walls like mechanical, electrical, and
an object that exists in the physical world.
create a living digital twin of the university’s
plumbing infrastructure.
They can come in sizes as varied as the
state-of-the-art facility.
A digital twin is a digital representation of
objects they represent, from spark plugs, to sky scrapers, to human beings themselves.
Akinci, a professor of civil and environmental engineering, and her team
Though accurate to a few millimeters, these scans must be performed often to include features like pipes and vents that
may later be hidden. This may not always be
An up-to-date model combining the
practical in the dynamic environment of an
precise location of every asset and object
active construction site. The team’s solution
integral to the building may save decision
was to fuse this method of digital twin
makers time, labor, guesswork, and money.
creation with another, using images collected
From a general standpoint, the ubiquity of
for various purposes during construction.
digital twin technology across numerous
Images from multiple angles can be
industries will only continue to increase. In
layered over the structure outlined by the
computing and electronics, a fully realized,
point-cloud data, acting like a scaffold.
living digital twin of a device might be able to
Advances in computer vision and image
sense and locate internal problems almost
analysis help the researchers match objects
instantly. In medicine, a patient’s digital
within the image to their corresponding data
twin could hold the secret to diagnosing
point coordinates within the point cloud.
the disease or injury ailing them. And Akinci
This means that this living digital twin can
and her team will continue to redefine
be updated in a streamlined manner as the
the accuracy and value that a living digital
building it represents changes throughout its
twin can provide for construction and
life cycle.
infrastructure managers.
A living digital twin with the flexibility and ease of use to grow with the building it mirrors is a valuable asset for infrastructure managers. Wei provides an example of a common scenario, in which a maintenance manager might have to identify the source of a water leak. Without the peek behind the drywall provided by a living digital twin, the manager might need to spend extra time to identify whether the leak source was from ducting, plumbing, an external source, or something else.
D igita l twin n i n g i s b l os s omi ng i nt o t he f ul l l i f e - c yc l e o f p r o d uc t s. It s use in op er at i on s , as wi t h t he ne w M i l l 1 9 d i gi t a l t w i n, p r o v i des a customiz ed d at a fr am ewor k t ha t e na b l e s p r e d i c t i v e m a i nt e na nc e, lo gg ing of i n fr as t r u c t u r e r evi si o ns, a nd i m p r o v e m e nt f e e d b a c k fo r fu ture d esi g n c on c ep t s . Ir on i c a l l y, M i l l 1 9 w i l l b e a ho m e f o r d i gi ta l twinning re s ear c h wi t h i n ma nuf a c t ur i ng e nv i r o nm e nt s, a nd so th e build ing ha vi n g i t s own d i g i t a l t w i n i s q ui t e a p p r o p r i a t e ! GARY FEDDER Howard M. Wilkoff Professor, Electrical & Computer Engineering, Biomedical Engineering, and Robotics
PA GE 1 3
Faculty Director, Manufacturing Futures Initiative (MFI)
AN ALTERNATIVE TO THE SYRINGE: MICRONEEDLE PATCHES CARNEGIE MELLON UNIVERSITY WILL PROVIDE MICRONEEDLE DRUG DELIVERY PATCHES TO SUPPORT COVID-19 VACCINATION AND TREATMENT RESEARCH.
As health care professionals battle the COVID-19 pandemic
support throughout this epidemic.”
on the front lines, engineers are working behind the scenes
Ozdoganlar has been developing and innovating
with innovative technologies to tip the scales in this global
microneedle array drug delivery devices since 2006.
fight. Carnegie Mellon University’s Burak Ozdoganlar, who
Microneedle arrays contain hundreds of tiny needles
developed the manufacturing technique for dissolvable
clustered on a miniature patch about the size of a contact
microneedle arrays, is offering to fabricate these patches for
lens. The microneedles are made from biodissolvable
researchers working on potential vaccines and treatments.
sugar-like natural materials, and the vaccine or drug to
These are the same microneedle patches co-developed
be delivered is mixed with this water-soluble material
by Carnegie Mellon University and the University of
when fabricating the microneedles. When applied onto
Pittsburgh Medical Center and announced for use with the
the skin, the microneedles quickly dissolve and deliver
PittCoVacc vaccine.
the medication. Due to the small size of the needles, the
“I’m seeking researchers who are working on a vaccine against, or treatment for, SARS-CoV-2 to collaborate with
microneedle patch causes no pain or bleeding. While the arrays are being tested on humans to deliver
me,” said Ozdoganlar, a professor of mechanical engineering
chemotherapy as a treatment for skin cancer, they also hold
at Carnegie Mellon. “My lab can fabricate hundreds of
strong potential for use in vaccination and other treatments.
microneedle arrays with your viable vaccine or antiviral
The technology is particularly promising for delivering
drug very quickly for testing in your vaccine and drug
vaccines or antibodies to fight pathogens since abrasions to
development, and we can ramp up to thousands if needed.”
the skin—even very tiny ones—produce an immediate and
“Furthermore, once a viable vaccine is identified, we
powerful response from the immune system. Traditional
can provide the necessary expertise, experience, and
syringe vaccines that enter muscle tissue do not elicit quite
connections to scale-up the manufacturing of the vaccine
as effective a response; they require a much larger dose
patches using Good Manufacturing Practice (GMP) guidelines
of vaccine than microneedles do to achieve the desired
to the levels that will effectively address the COVID-19
immunity or treatment. Therefore, vaccination and treatment
vaccination needs. We are here to do our part in providing
through microneedle array patches can be significantly more effective and faster than using hypodermic needles.
ANALYZING CELLS FOR FUTURE BIOMEDICAL DEVICES
Yu-li Wang and his team are researching cell migration and using the technologies developed for potential applications in artificial organs and other devices. The team was awarded a five-year research grant from the National Institute of General Medical Sciences (NIGMS), one of the National Institutes of Health to support this work. “We are one of the world leaders in the field of mechanobiology, and we show that if you want to design an artificial material or organ that works properly, you need to pay attention to how living cells interact with materials,” said Wang, a professor of biomedical engineering. “You have to look not only at chemical interactions but also the mechanical properties.” Cell migration is the directed movement of a cell or group of cells in response to chemical or mechanical signals. It is a fundamental cellular process throughout life, from embryonic development to death. Given the complexity of even the simplest tissue, it is almost impossible to put correct types of cells directly in the involving some forms of migration. This research toes the fuzzy line between foundational and translational research. Wang and his team have developed both tools and fundamental knowledge that are critical for the successful design of biomedical devices and interventions. At the center of the research is how cells communicate with each other mechanically. Cells have been observed to generate forces and apply them both to the environment and the neighboring cells—they tug on their neighbors to communicate with them. “We need to know how they conduct that kind of communication and then how we can design artificial materials that facilitate communication in order to direct cells to their destination,” said Wang. Experiments have been conducted in biomedicine to inject stem cells in part of a diseased heart where cells have died. If the stem cells are injected without paying attention to the surrounding environment (i.e. changes in the diseased tissue), they will never turn themselves into normally functioning heart cells. Researchers need to observe the environment and figure out how to modify it so the injected stem cells can successfully transform into part of a healthy heart. The same idea applies for artificial organs
and engineered tissue, meaning Wang’s work is capable of affecting many kinds of translational research. One of the technologies Wang and his team are developing is 3D printing for polymeric hydrogel, a material that could potentially be a base for artificial organs. This particular hydrogel is permeable and non-sticky and has been used in contact lenses. However, wider applications have not been possible, in part because there was no technology for forming complex shapes. The team has successfully developed 3D printing technology to solve this problem. The team has also developed a machine learning approach that tracks migrating cells over time and distance. With part of their research focused on detecting the mechanical forces generated by cells in the environment, machine learning allows the team to streamline the calculations and bypass common limitations and caveats of conventional methods. The broad impact of Wang’s research is why it is supported by the NIGMS. The grant he received is specifically designed to support senior researchers with strong track records in funded research. It gives them significant freedom to develop the direction of their work within a general frame of purpose. PA GE 1 5
correct location to form a native or artificial organ without
A BIG COMEBACK FOR A LITTLE SWITCH Researchers Maarten de Boer and Gianluca Piazza in Carnegie Mellon University’s
known as “1” or “0.” Digital switch technology has had a
Carpick who has expertise in examining nanometer-scale point contact behavior
College of Engineering are investigating how
transformational impact on society that
and the City University of Hong Kong’s David
to develop reliable, nanoscale mechanical
its benefits transcend economists’ ability
Srolovitz, an expert in materials theory.
switches, also called nanorelays. Their work
to quantify its value. Without transistor
has been funded by a $2 million grant from
technology, we wouldn’t have computers,
physics in a mechanical switch interface is
the National Science Foundation’s Leading
the internet, digital cameras, smart phones,
complex, and interdisciplinary challenges
Engineering for America’s Prosperity, Health,
or monitoring devices for vital signs or
must be addressed,” de Boer said. “Due to
and Infrastructure (LEAP-HI) program.
poisonous gases.
a small degree of surface roughness, the
Because the problem is so complex,
Wall light switches are the same size
“Although simple in concept, the
mechanical stress levels at the contacting
the researchers are breaking down the
and have been manufactured in the same
surfaces are near the limit of what materials
project into separate components. Piazza,
way as they were 50 years ago. But, solid
can tolerate.”
a professor of electrical and computer
state switches have shrunk by a factor of
engineering, is working on developing
one million over the same time period,
can accumulate at the interface and
mechanical switches as small as modern
allowing billions of them to be used on
increase electrical resistance,” he added.
solid-state switches.
computer chips.
“The surfaces can become sticky and the
“Our goal is to build mechanical switches
Although solid state switches are
“Hydrocarbons from the atmosphere
switch may no longer open. Solid state
that are the size of a DNA molecule,” Piazza
extremely reliable, they can’t get much
switches circumvent these problems but
said. “To do so, we are using a solid-state
smaller. And, they tend to leak current,
now are reaching their own limits, so the
material that, when heated, undergoes a
even when they are supposed to be “off.”
mechanical switch is now back in play. We
phase transformation and expands by 10%.
Consequently, energy efficiency has
will investigate conducting oxide materials
That is approximately the same volume
decreased as solid state switches have
as a way to address the issues.”
change that occurs when water freezes. This
gotten smaller. Because digital logic is so
transformation results in enormous forces
ubiquitous, a huge amount of energy is
architecture to the nanoscale and to increase
and sufficiently large displacements to
being wasted.
the cycle counts. If successful, the team
bridge nanometer-scale gaps and form good electrical contacts as in wall light switches.”
A possible solution to this problem is to
The next steps are to extend this
expects the results to impact a range of
go back to a mechanical switch, in which
electronic devices used for data storage, computing and the Internet of Things.
Electrical switches—mechanical devices
a gap physically opens so that there is no
that make and break the connection in an
leakage of current. However, mechanical
electric circuit—are used everywhere. They
switches are still about 10,000 times
complement and enhance solid-state
turn on and off our lights, dishwashers and
bigger than transistors, even when similar
switches, which are now manufactured by
dryers. In circuit breakers, they interrupt
manufacturing processes as those of solid
some of the most advanced techniques
dangerous levels of current. A different type
state batteries are used. Also problematic is
known to society,” de Boer said. “We look
of switch, in solid state form, is at the core
their tendency to be much less reliable than
forward to facing the challenges with a
of the digital logic that underlies computer
solid state switches .
great team.”
technology. While these devices are in fact
De Boer, a professor of mechanical
transistors that can operate as amplifiers
engineering, will focus on improving the
like in a radio, in digital logic they act as
switches’ reliability. He is collaborating with
switches to hold an “on” or “off” state, also
the University of Pennsylvania’s Robert
“Our hope is that nanorelays can
Ou r go a l i s t o b ui l d m e c ha ni c a l sw i t c h es t h a t a r e t he si z e o f a D NA m o l e c ul e . GIANLUCA PIAZZA Professor, Electrical & Computer Engineering
The team has also earned funding from Carnegie Mellon’s Kavčić-Moura
PA GE 1 7
Endowment Fund.
HYDROGEN PEROXIDE ON DEMAND The big brown bottle of hydrogen peroxide (H2O2) is a staple
Graphene has an impressive ability to transport electric
of the modern medicine cabinet, always on hand for first
charge. Building on Cohen-Karni’s fuzzy graphene research,
aid needs. Lesser known uses of hydrogen peroxide include
the team found that graphene-based materials with lots of
disinfecting hospital equipment and fueling spacecraft. Yet
edges, like the ones found at the tips of each fuzzy graphene
as common and beneficial of a substance as it is, hydrogen
flake, are highly reactive for synthesizing hydrogen peroxide.
peroxide is surprisingly hard to produce and transport.
So fuzzy graphene, an electrically conductive material with
Currently, hydrogen peroxide is made through what’s known as the “anthraquinone process.” This method is
many edges, is the perfect candidate for this new and improved method of hydrogen peroxide generation.
energy-intense, requires large-scale production, and produces
Viswanathan’s research over the last several years
large quantities of carbon dioxide (CO2) as a byproduct. While
has explored the exact properties needed of a catalyst to
directly reacting hydrogen and oxygen to make hydrogen
selectively create hydrogen peroxide from hydrogen and
peroxide would be ideal, thermodynamics prefers to form the
oxygen. Using the Titan, one of the world’s best transmission
more stable water (H2O) over hydrogen peroxide.
electron microscopes, the researchers showed that catalytic
be used to selectively, reliably, and efficiently form hydrogen
the flat surfaces. The team demonstrated that they can
peroxide whenever and wherever it’s needed, so that
control the kind of catalysis that occurs on fuzzy graphene,
transporting it isn’t necessary?
selectively creating either hydrogen peroxide or water as
So the challenge becomes: does a material exist that can
A team of researchers from Carnegie Mellon University has set out to meet that difficult challenge. Associate
reactions happen right at the edge of each flake, not on
they choose by activating the sites at the tips of each flake. “We can now really controllably make hydrogen peroxide
Professors Venkat Viswanathan (mechanical engineering)
with high selectivity,” says Cohen-Karni. “We are now able
and Tzahi Cohen-Karni (biomedical engineering/materials
to make mostly hydrogen peroxide, and not that much
science and engineering) are leading an effort to develop
water. Thermodynamics really wants hydrogen and oxygen
a cheap, renewable, and sustainable method of creating
to form water when catalyzed, so being able to catalyze
hydrogen peroxide. The team has published a paper in ACS
so selectively, with 94% of the outcome being hydrogen
Catalysis on the work.
peroxide, means our process is highly novel.”
“The most difficult thing about hydrogen peroxide is
Other researchers on the paper include Materials Science
transporting it,” explains Viswanathan. “Hospitals and
and Engineering Ph.D students Daniel San Roman (first
space missions have particular uses for hydrogen peroxide,
author) and Raghav Garg; Mechanical Engineering Ph.D.
including rapid sterilization and as an oxidant. Transport
student Dilip Krishnamurthy (co-first author); Director of
of hydrogen peroxide to hospitals can be dangerous and
CMU’s Electron Microscopy & Materials Characterization
complicated, and you can’t take gallons of oxidants into
Facility Noel Nuhfer; Los Alamos National Laboratory’s
space due to weight restrictions, so with our method we
Hasnain Hafiz; and Rensselaer Polytechnic Institute’s Michael
hope to provide the capability of making hydrogen peroxide
Lamparski and Vincent Meunier.
when you need it, wherever you are.” For several years, Cohen-Karni and his lab have been developing a technique of growing graphene in a 3D topology, leveraging defects in the material to grow what he calls “fuzzy graphene.” Graphene, which is a form of carbon, is also highly abundant, cheap, and renewable. Cohen-Karni’s method allows graphene to grow away from a surface, rather than along it, creating long, thin, flaky graphene structures that look somewhat like nanoscale
PA GE 1 9
pine trees.
THINKING ABOUT BIAS IN AI
A company receives 1,000 applications for a new position, but which applicant should it hire? How likely is a criminal to become a repeat offender if they are released from prison early? As artificial intelligence (AI) increasingly enters our
“AI decisions are tailored to the data that is
lives, it can help answer
been biases in data, with regards to race,
politically incorrect, to say that some biases
those questions. But
gender, nationality, and other protected
are okay, but there are situations where
how can we manage the
attributes. When AI makes decisions, it
common sense dictates that allowing some
inherently acquires or reinforces those
bias might be acceptable. For instance,
biases,” says Sanghamitra Dutta, a
firefighters need to lift victims and carry
doctoral candidate in electrical and
them out of burning buildings. The ability
computer engineering (ECE) at Carnegie
to lift weight is a critical job requirement,”
Mellon University.
says Grover.
biases that are in the data sets that AI uses?
available around us, and there have always
“For instance, zip codes have been
job applicants, among other applications. “At first, it may seem strange, even
In this example, the capacity to lift heavy
found to propagate racial bias. Similarly,
weight may be biased toward men. “This is
an automated hiring tool might learn
an example where you may have bias, but
to downgrade women’s resumes if they
it is explainable by a safety-critical, business
contain phrases like “women’s rugby team,”
necessity,” says Grover.
say Dutta. To address this, a large body of
“The question then becomes how
research has developed in the past decade
do you check if an AI tool is giving a
that focuses on fairness in machine learning
recommendation that is biased purely
and removing bias from AI models.
due to business necessities and not other
“However, some biases in AI might need
reasons.” Alternatively, how do you generate
to be exempted to satisfy critical business
new AI algorithms whose recommendations
requirements,” says Pulkit Grover, associate
are biased only due to business necessity?
professor of ECE, who is working with Dutta
These are important questions relevant to
to understand how to apply AI to fairly screen
U.S. laws on employment discrimination. If
an employer can show that a feature, such
features for a particular application is not a
as the need to lift bodies, is a bona fide
mere math problem, which is why computer
occupational qualification, then that bias is
scientists and social scientists need to
exempted by law. (This is known as “Title VII’s
collaborate to expand the role of AI in ethical
business necessity defense.”)
employment practices,” Dutta explained.
AI algorithms have become amazingly
In addition to Dutta and Grover, the
good at identifying patterns in the data.
research team consists of Anupam Datta,
This ability, if left unchecked, can lead to
professor of ECE; Piotr Mardziel, systems
unfairness due to stereotyping. AI tools,
scientist in ECE; and Ph.D. candidate Praveen
therefore, must be able to explain and
Venkatesh.
defend the recommendations they are
Dutta presented their research in a
making. The team used their novel measure
paper called, “An Information-Theoretic
to train AI models to weed through biased
Quantification of Discrimination with Exempt
data and remove biases that are not critical
Features,” at the 2020 AAAI Conference on
to perform a job while leaving those biases
Artificial Intelligence in New York City.
considered business necessary. According to Dutta, there are some technical challenges in using their measure and models, but those can be overcome, as the team has demonstrated. However, there are important social questions to address. One key point is that their model can’t automatically determine which features
PA GE 2 1
are business critical. “Defining the critical
ADVANCING EEG FOR BRAIN IMAGING
Marking a major milestone on the path to meeting the
ideal technique for functional human brain imaging—one of
objectives of the National Institutes of Health BRAIN
the initiative’s top priorities—would depict brain activity with
initiative, research by Bin He advances high-density
high temporal resolution, high spatial resolution, and wide
electroencephalography (EEG) as the future paradigm for
spatial coverage.
dynamic functional neuroimaging. “This work demonstrates that EEG source imaging
He, head of Carnegie Mellon University’s Department of Biomedical Engineering, has made a major leap forward for
may become the non-invasive high-spatial, high-temporal
the field of functional neuroimaging. An NIH-funded study
resolution paradigm for human brain imaging technology, an
lasting several years and examining dozens of patients with
important goal of the BRAIN Initiative,” said He, who served
epilepsy has produced a novel source imaging technology
as a member of the NIH BRAIN Multi-Council Working Group
that uses high-density EEG recordings to map underlying
from 2015-2019.
brain networks. Published in Nature Communications, this
He’s research may be life-changing for those suffering
research is a big step toward establishing the ability to
from epilepsy and could benefit researchers and physicians
dynamically image human brain function and dysfunction.
across the field of neurology, neurosurgery, and human
This could provide important insight into both where and
neuroscience. This work brings the NIH and the scientific
how underlying information-processing occurs.
community one step closer to achieving a revolutionary new dynamic picture of the brain. The work is a multi-year collaboration with Gregory
EEG has long been one of the most effective functional methods available for human brain mapping. It takes readings in a matter of milliseconds; however, the technology
Worrell’s team at Mayo Clinic, Rochester. Other collaborators
still struggles with determining the spatial extent of activity
on the paper included first author Abbas Sohrabpour, a
within the brain. The approach proposed by He and his team
Carnegie Mellon biomedical engineering (BME) postdoctoral
can accurately estimate for the first time the size and scope
associate; co-authors Zhengxiang Cai and Shuai Ye, BME
of active areas within the brain using high-density EEG, as
Ph.D. students in He’s lab; and clinical co-authors Worrell
well as interactions between regions that are functionally
and Benjamin Brinkmann of the Mayo Clinic.
related. Their findings were validated using clinical recordings
This work was supported in part by the National Institute of Neurological Disorders and Stroke, National Institute of
made at the Mayo Clinic, analyzing a total of 1,027 EEG spikes and 86 seizures recorded from 36 patients.
Biomedical Imaging and Bioengineering, National Institute of
The team’s method, termed the fast spatio-temporal
Mental Health, and National Center for Complementary and
iteratively reweighted edge sparsity (FAST-IRES) technique,
Integrative Health.
uses machine learning to objectively estimate signal
The NIH Brain Research through Advancing Innovative
sources and activity as they vary over time. Unlike prior
Neurotechnologies (BRAIN) Initiative motivates researchers
imaging techniques, it needs no ad hoc algorithm or human
to “produce a revolutionary new dynamic picture of the
intervention for determining source extent and requires
brain that, for the first time, shows how individual cells and
only minimal, intuitive input from physicians.
complex neural circuits interact in both time and space.” An
FAST-IRES could have a major impact on the research
and treatment of various neurological and mental disorders
determined objectively and noninvasively with high precision
like Alzheimer’s, Parkinson’s, stroke, chronic pain, and even
from scalp high density EEG recordings,” wrote He and his
depression. However, this method is uniquely and most
co-authors.
resistant epilepsy. Around one percent of the global population suffers from epilepsy, and roughly one-third of cases are drug-resistant, requiring surgical intervention. Yet until now, no current
Their findings were validated against readings from conventional invasive intracranial recordings and surgical outcomes from each patient, proving FAST-IRES’ effectiveness. The study also marks one of the first times high-density EEG
non-invasive imaging modality has the spatial specificity
has been used to study epileptic seizures. The more powerful
to accurately determine the epileptogenic zone (EZ), which
imaging technology, packing more than double the electrodes
represents the minimum amount of tissue that must be
generally used in a clinical setting, is now available to patients
removed to halt seizures.
treated at the Mayo Clinic. He believes that within the next five
“By analyzing epilepsy networks with our proposed FASTIRES framework, we have demonstrated that the EZ can be
years, the FAST-IRES methodology will begin to impact the way we understand a number of neurological disorders. PA GE 2 3
immediately impactful for those suffering from drug-
A REMOTE CONTROL FOR NEURONS
A team led by researchers at Carnegie
understanding how cells signal and interact
Mellon University has created a new
with each other, but also hold great potential
technology that enhances scientists’
for the development of new, therapeutic
ability to communicate with neural cells
interventions. Exploration into these
using light. Tzahi Cohen-Karni, associate
opportunities, however, has been limited by
professor of biomedical engineering and
the risk of cellular stress that existing optical
materials science and engineering, led a
remote-control technologies present. The
team that synthesized three-dimensional
use of NT-3DFG eliminates this risk by using
fuzzy graphene on a nanowire (NW)
significantly less energy, on a scale of 1-2
template to create a superior material for
orders of magnitude less. Its biocompatible
photothermally stimulating cells. NW-
surface is easy to modify chemically,
templated three-dimensional (3D) fuzzy
making it versatile for use with different cell
graphene (NT-3DFG) enables remote
types and environments. Using NT-3DFG,
optical stimulation without need for genetic
photothermal stimulation treatments could
modification and uses orders of magnitude
be developed for motor recruitment to
less energy than available materials,
induce muscle activation or could direct
preventing cellular stress.
tissue development in an organoid system.
Graphene is abundant, cheap, and
“This is an outstanding collaborative work
biocompatible. Cohen-Karni’s lab has been
of experts from multiple fields, including
working with graphene for several years,
neuroscience through the University of
developing a technique of synthesizing
Pittsburgh and University of Chicago, and
the material in 3D topologies that he’s
photonics and materials science through the
labeled “fuzzy” graphene. By growing
University of North Carolina and Carnegie
two-dimensional (2D) graphene flakes out-
Mellon,” said Cohen-Karni. “The developed
of-plane on a silicon nanowire structure,
technology will allow us to interact with
they’re able to create a 3D structure
either engineered tissues or with nerve or
with broadband optical absorption and
muscle tissue in vivo. This will allow us to
unparalleled photothermal efficiency.
control and affect tissue functionality using
These properties make it ideal for cellular electrophysiology modulation using light through the optocapacitive
light remotely with high precision and low needed energies.” Additional contributions to the project
effect. The optocapacitive effect alters the
were made by Maysam Chamanzar,
cell membrane capacitance due to rapidly
assistant professor of electrical and
applied light pulses. NT-3DFG can be
computer engineering at Carnegie Mellon.
readily made in suspension, allowing the
His team’s core expertise in photonics and
study of cell signaling within and between
neurotechnologies assisted in developing
both 2D cell systems and 3D, like human
the much-needed tools to allow both the
cell-based organoids.
characterization of the unique hybrid-
Systems like these are not only crucial to
nanomaterials, and in stimulating the cells
NOVEL MATERIAL FOR CONTROLLING NEURON CELLS COULD ENABLE NEW THERAPIES IN MEDICINE.
while optically recording their activity. “The broadband absorption of these 3D nanomaterials enabled us to use light at wavelengths that can penetrate deep into the tissue to remotely excite nerve cells. This method can be used in a whole gamut of applications, from designing non-invasive therapeutics to basic scientific studies,” said Chamanzar. The team’s findings are significant both for our understanding of cell interactions and the development of therapies that harness the potential of the human body’s own cells. Nanostructures created using NT-3DFG may have a major impact on the future of human biology and medicine. Other team members involved in the research included Biomedical Engineering Ph.D. student Sahil Rastogi; Materials Science and Engineering Ph.D. students Raghav Garg and Daniel San Roman and master’s student Nicholas Johnson; Electrical and Computer Engineering Ph.D. student Matteo Giuseppe Scopelliti; the University of Chicago’s Francisco Bezanilla and Bernardo Pinto; the University of Pittsburgh’s Jane Hartung and Michael Gold; and the University of North Carolina’s Seokhyoung Kim, Corban
PA GE 2 5
Murphey, and James Cahoon.
REVOLUTIONIZING AGRICULTURE NANOPARTICLE COATINGS WILL BE ESSENTIAL FOR MEETING FUTURE AGRICULTURAL DEMANDS
The United Nations’ Food and Agriculture Organization
lead to a major reduction in the roughly four million tons of
predicts that by 2050 the world population will have reached
pesticides applied yearly.
almost 10 billion people, increasing global food demand
In their research, Lowry’s team coated gold nanoparticles
by 70 percent. With little prospect for new agricultural land
(AuNP) with different types of coatings: non-targeting citrate
and increasing pressure to decrease environmental impact,
or LM6-M, an antibody with an affinity for functional groups
current agricultural techniques will not be able to support
unique to stomata on leaf surfaces. They then immersed
human demands.
leaves of the Vicia faba (fava bean) plant in one of the AuNP
Carnegie Mellon University’s Greg Lowry is creating
solutions, allowing it to soak for two minutes before rinsing
nanoparticle (NP) coatings that will revolutionize the
in cold water. Finally, images were taken at Brookhaven
agricultural industry. His research has demonstrated that
National Laboratory using dark field microscopy and
molecules, such as vital nutrients, coated with his team’s NPs
synchrotron x-ray fluorescence mapping, revealing where
can be applied to plants with 99 percent uptake efficiency.
the AuNPs had been transported.
This is in stark contrast to current methods of delivery, in
As hypothesized, the LM6-M coated AuNPs were found to
which as little as one percent of the desired molecules will
have collected on and around the stomatal guard cells, a pair
actually enter the plant—the other 99 percent will drain into
of large cells that control entry into the plant through the
the surrounding environment.
stomata. Alternatively, the non-targeting citrate AuNPs were
Now Lowry, a professor of civil and environmental
dispersed randomly across the leaf surface. In this way, the
engineering, and his team have demonstrated for the
researchers were able to show for the first time that live leaf
first time the ability of engineered NPs to target specific
structures had been actively targeted using NPs coated with
structures on plant leaves. Their research, published in
biomolecular recognition molecules.
Nanoscale Communications, showed that molecules could be
The greatest potential for nanoparticle targeting may
delivered to stomata (pores) on the leaf’s surface by coating
be in pesticide application. Once a pathogen penetrates
them with NPs with an affinity to those structures. This
a plant’s defenses, often through the stomata, there is
research mirrors similar efforts to treat specific areas within
little that can be done to save it. The current solution is to
the human body using targeted medication.
douse the entire plant in pesticides in an attempt to kill any
The ability to target stomata on a plant leaf is an
dangerous microbe in its immediate environment before
incredible breakthrough for the agricultural industry.
it may enter the plant; yet 20 to 40 percent of potential
Not only could this allow farmers to deliver nutrients or
agricultural productivity is still lost to pathogens.
pesticides directly to where they’re needed, but it could also
By reducing this number, Lowry’s NPs could help
the agricultural industry save billions. Antimicrobial
applications similar to inoculation. These could then lie
nanoparticles targeted toward stomata and other common
dormant until triggered by environmental stress to release
pathogen entry points could intercept these invaders before
their lifesaving contents.
they have a chance to enter the plant. This increases the
The potential for future applications only adds to the
likelihood of pesticide contacting pathogen, and could
impressive abilities Lowry’s NPs have demonstrated.
greatly decrease the overall amount of pesticides necessary.
The incredible efficiency and pinpoint targeting of these
Lowry and his fellow researchers are continuing to
nanoparticle coatings will be essential for meeting the
explore other opportunities presented by their novel
environmental challenges and agricultural demands of
method of targeted NP delivery. NPs made from important
the future.
micronutrients or polymeric nano-carriers could guide nutrients and pesticides to other plant structures desirable for crop nourishment or protection. In another medical parallel, they’re also interested in exploring whether NPs
PA GE 2 7 9
could be delivered into a plant through the leaves in
COLLEGE OF ENGINEERING RESEARCHERS ARE PART OF A COLLABORATION THAT HAS CREATED EASY-TO-USE TOOLS TO ESTIMATE THE SOCIETAL COSTS OF AIR POLLUTION.
AIR POLLUTION, SIMPLIFIED
You might hear an old-timer say “things were
of Engineering and Public Policy and lead
equations in a computer program to describe
simpler then” when reminiscing about the
author of the study, that he says “RCMs are
the complex processing of pollutants released
past. That sentiment applies to the vexing
ready for primetime.”
to the atmosphere. Building such models took
choice of what show to stream next, but for
“For the purpose of recommending
months or years just to design, and weeks
estimating the economic and health impacts
policy decisions, the differences between
for a supercomputer to crunch through the
of air pollution, it does not. “Back in the day”
RCMs were small enough that they would
numbers. “You had to hope you didn’t have
was so complicated that most researchers
recommend the same course of action,” said
some bug in your code, because you wouldn’t
were unable to do such estimations. Those
Adams.
find out for two weeks,” said Adams.
who could mostly didn’t. Researchers from Carnegie Mellon
Consider a societal change likely to affect
The information contained in CTMs is of
air pollution, like the energy transition
interest to many groups, but few have the
College of Engineering, however, are part
underway in the U.S. power sector. What
expertise and time required to use them.
of a collaboration that has begun to change
will happen to air pollution exposures in the
“RCMs are not meant to replace CTMs.
that, by creating easy-to-use tools to
eastern U.S. as falling energy prices cause
They’re for all the people that will never
estimate the societal costs of air pollution.
high-emitting coal plants to be retired early?
run a CTM,” Adams said. Even for air quality
Published in the journal Environmental
Who will breathe the resulting cleaner air,
researchers that do use CTMs, RCMs can be
Research Letters, a new study compares these
how much cleaner will it be, how many lives
preferable when they want to quickly explore
tools, called “reduced complexity models”
may be saved, and what economic impact
a broad range of emissions scenarios.
(RCMs), and verifies that they can be used to
will that have? This example is far from
give accurate estimates. And, importantly,
abstract; it is playing out currently in this
research teams have worked to make
the tools are simple enough to use that
country and other parts of the world.
such tools available. Adams, an air quality
a much broader community—from city
A decade ago, Adams and his graduate
Over the past decade, a few separate
engineer, developed the “EASIUR” model
planners to citizens’ groups, state regulators
students were some of a select few
(pronounced “easier”). Nick Muller, a
to affected industries—will have access to
researchers who could readily address
professor of engineering and public policy
estimating the social costs of air pollution.
such questions. An expert in building and
and the Tepper School, developed his own
The team, which also includes
running chemical transport models (CTMs),
RCM (“APEEP”) at a previous institution.
collaborators from Clark University,
the gold-standard method for estimating air
Scientists from the University of Washington
University of Washington, and University of
pollution concentrations, Adams was able
developed “InMAP,” another RCM.
Minnesota, compared three different RCMs
to predict ambient pollution levels and how
to one another and to a more complex
those levels might change under different
different, but fundamentally they all do the
modeling technique serving as the “ground
emissions scenarios, like burning less coal.
same important thing: connect changes
These gold-standard CTMs, however,
in emissions to changes in atmospheric
truth.” The results were so encouraging to Peter Adams, head of the Department
required implementing thousands of
The inner workings of each model are
concentrations without having to use a CTM.
Now, these different research teams have
research, almost 10,000 premature deaths
come together under the collaborative CACES
can be attributed to the increase. In another
group (Center for Air, Climate, and Energy
study, he quantified the damages from
Solutions) to test their models against one
different air pollutants across each sector of
another, and make their models accessible
the U.S. economy. University of Washington
to anyone wanting to use them.
researchers, using InMAP, recently showed
In short, said Adams of the team’s
how exposure to air pollution from power
comparisons, the models work. Each RCM
generation is distributed differently across
compared well to the ground-truth CTM.
racial groups and income levels across
As stated in the paper, “that different
the U.S. CTMs will still be used for the
independent methods converged on
most accurate predictions of air pollution
similar results bolsters confidence.” While
concentrations, but RCMs can shine in
RCMs do introduce some uncertainty in air
considering many different scenarios due to
pollution estimates compared to a CTM,
their comparative simplicity and speed.
the uncertainty is not large in the context
Unaffiliated research groups have begun
of other uncertainties associated with
using these RCMs too, and Adams hopes
estimating social costs.
more will follow. The CACES open-source
“We’re at the point where you can now go
data website makes evaluating air quality
to our website, download RCM results, and
impacts quick and easy at spatial scales even
in an afternoon of spreadsheet work start to
finer than city neighborhoods.
estimate social costs,” said Adams. “Nobody
Using RCMs, as the insights above show,
should do an energy-systems analysis
meaningfully furthers our understanding of
anymore where they stop their analysis
the impact of air pollution on society, and
at changes in emissions. It’s now easy to
this latest study should bolster confidence in
estimate the health costs or benefits.”
their accuracy. The proof of the pudding is in
The utility of these RCMs has been demonstrated many times just this year.
the modeling; something that anyone with Excel and an afternoon can now do.
Using APEEP, Muller recently estimated the negative economic impact (“damages”) the U.S. from 2016 to 2018, a reversal of the previous decade’s decline. According to that
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from rising levels of particulate matter in
EMPHASIS IN INFRASTRUCTURE
BUILDING SMART CITIES WITH TAXIS In a smart city, Internet of Things (IoT) sensors collect data
areas—the plan actuates drivers to collect data via monetary
to better manage infrastructure and services, such as traffic
incentives. The researchers emphasized two goals for data
congestion, noise, and pollution control, etc. This leads to
collection: a larger percentage of city area covered and a
a major problem with smart city development: cities are
more evenly distributed coverage.
large. Accurate learning requires good data. To collect data,
“Basically, the algorithm would tell the driver: ‘follow my
sensors need to be throughout a city, but it is impossible
route, you may find more customers, but if you don’t, we’ll
to deploy sensors everywhere due to costs and limited
pay you the difference,’” said Zhang.
accessibility to certain areas. Pei Zhang, associate research professor of electrical and
The actuation system for city-wide crowdsourcing of data has reaped positive results. The researchers saw a 40
computer engineering, turned to taxis as a mobile sensing
percent improvement in sensing coverage quality. They have
platform. A fleet of taxis has a long operational time, large
collaborated with Chinese company Environmental Thinking
spatial coverage, and great potential for data collection.
and currently have 146 deployments in Shenzhen and 19 in
However, taxis present challenges. Data can be incomplete
Tianjin. “As cities becomes smarter, our system will provide
because taxis naturally do not travel to every part of a city.
high resolution and accuracy sensing information to city
Zhang and his colleagues developed an algorithm for a plan that motivates taxi drivers to drive to less popular
managers or occupants,” said Zhang.
When surveyed, about half of Americans feel their office is either too hot or cold. A number of factors affect thermal comfort, but the hardest factor to control for is humans ourselves. Clothing and body shape are intrinsically tied to what temperature an individual finds most comfortable. Mario Bergés, professor of civil and environmental engineering, believes that environments should be more adaptive and consider our physical characteristics, clothing, and thermal comfort preferences when deciding how to condition spaces. Bergés and collaborators have created the first model that combines environmental information with data on an individual’s body shape to determine what temperatures that a person will feel comfortable. That information is aggregated to find the temperature that most occupants will find comfortable, in a system his team calls OccuTherm. The system, the authors note, “works without the need for frequent user comfort feedback reports and leverages data from depth-imaging sensors, which are quickly becoming commonplace in indoor environments.” Systems like OccuTherm could reduce energy costs and, by extension, carbon emissions. About 50 percent of energy used in human-occupied spaces is expended on heating, cooling, and ventilation. Thermostats are usually set for an entire building, even if most of it is unoccupied. Eliminating energy waste and putting the individual needs of occupants first could lead to a more productive and content workplace and major savings for both managers and the environment.
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IS IT TOO HOT IN HERE?
DEPARTMENT NEWS
BIOMEDICAL ENGINEERING
The 3rd Carnegie Mellon Forum on Biomedical Engineering was held on September 18-19, 2020. The Forum was organized by the Biomedical Engineering Department and endorsed by the International Academy of Medical and Biological Engineering (IAMBE). During a special event, new IAMBE Fellows were inducted, and the IAMBE Symposium on Grand Challenges in Biomedical Engineering was held.
CYLAB
ELECTRICAL & COMPUTER ENGINEERING
Hidden cameras have been found
Osman Yağan and Princeton’s
in hotels worldwide. In a study
Vincent Poor received a National
titled, “I’m All Eyes and Ears:
Science Foundation Rapid Response
Exploring Effective Locators for
Research grant for applying their
Privacy Awareness in IoT Scenarios,”
work on modeling disease spread
Jason Hong and others explore
to COVID-19. In a paper, “The effects
solutions to the hidden IoT device
of evolutionary adaptations on
conundrum. “Our hope is that
spreading processes in complex
the findings in this paper can
networks,” the pair modeled how
help industry and policymakers in
mutations play into the spread
adopting the idea of locators for IoT
of a virus. Now, they intend to
devices,” says Hong.
model how social distancing and travel bans will affect the spread of COVID-19.
INTEGRATED INNOVATION INSTITUTE
MATERIALS SCIENCE & ENGINEERING
In the Integrated Product
Elizabeth Dickey, a leading
Development capstone course, a
researcher in the field
student team collaborated with
of materials science and
Volvo Group to outline a plan for
engineering, has been named
recruiting and retaining technicians
head of the Department
to support the machines of
of Materials Science and
the future in the construction
Engineering at Carnegie Mellon
industry. The plan addressed a
University effective January 2021.
short-term problem—technician shortages—and the long-term challenge of landscape changes in the construction industry and fast-paced adoption of new technologies.
CHEMICAL ENGINEERING
CIVIL & ENVIRONMENTAL ENGINEERING
Elizabeth Wayne received funding
Mario Bergés is the principal
from the National Science
investigator for the Autonomous
Foundation through their Rapid
Technologies for Livability and
Response Research program to
Sustainability initiative, which
study an often-ignored cellular
won funding from the College
factor in the mortality rate of SARS-
of Engineering’s Moonshot
CoV-2 induced disease, COVID-19.
2020 competition. United by a
According to Wayne, monocytes
bold vision, people from across
that play a role in the body’s innate
the university, industry, and
immune system could be key in
local government will explore
understanding why COVID-19 is
methodologies and technologies
deadly to some, but not others.
to solve ethical and sustainability concerns around autonomous systems.
ENGINEERING & PUBLIC POLICY
INFORMATION NETWORKING INSTITUTE
A first-of-its-kind study by CMU
Waiting in line is a universal part
students led by Engineering’s Ed Rubin
of the shopping experience. Yet
and John Miller (Economics) estimates
machine learning and AI are poised
the carbon footprint of the entire
to transform the retail industry
food system of Allegheny County,
through autonomous checkout. A
Pennsylvania. The study tabulates
team of Information Networking
the emissions of greenhouse gases
Institute students placed first
associated with the sum of activities
in the inaugural AutoCheckout
required to get food from farm to
Competition, organized by AiFi
table. They found the emissions from
Research and CMU. The competition
the food system are more than the
brought together researchers to
yearly emissions from the generation
develop better, faster and more
of electricity required to power all
accurate autonomous checkout
households in the county.
software solutions.
MECHANICAL ENGINEERING
After a baby’s birth, doctors sometimes examine the placenta for features indicating health risks in future pregnancies. This is time-consuming, so most placentas go unexamined. Researchers from Carnegie Mellon Mechanical Engineering and the University of Pittsburgh Medical Center developed a machine learning approach to women can be informed of their health risks.
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examine placenta slides so more
INSIDE THE COLLEGE
W e a r e d e l i ght e d t ha t t he se e a r ly c a r e e r f a c ul t y a r e b e i ng r e c o gni z ed w i t h NS F C A R E E R a w a r d s, ” sa i d B i l l
EARLY CAREER FACULTY SHINE Five College of Engineering faculty have
S a nd e r s, d e a n o f t he C o l l e ge o f E ngi ne e r i ng. “ Thi s sup p o r t hi ghl i gh ts t he c r e a t i v e c o nt r i b ut i o ns o ur f a c u l ty a r e m a k i ng t o t he i r r e sp e c t i v e f iel ds.
received CAREER awards from the National Science Foundation (NSF). The awards, which are part of the Faculty Early Career Development Program, are given to people early in their careers who are believed to play a part in furthering their area of science. The awards support their research and educational goals.
AARON JOHNSON Aaron Johnson, assistant professor of mechanical engineering, was awarded a CAREER award for his work
VANESSA CHEN
on robot mobility. Johnson’s research seeks to improve a robot’s ability to walk, jump, and grasp. Currently, robots aren’t bad at moving—if they’re in a carefully controlled
Vanessa Chen, assistant professor of
environment with known terrain. Johnson wants robots
electrical and computer engineering, was
to be successful without this prior knowledge so they
awarded a CAREER award for her work on
can adapt to changing conditions. He plans to create a
machine-learning and encryption. Chen
new control generation that is better equipped to handle
hopes to make the internet more secure
these challenges. The changing conditions will be a closer
using the chaos of true randomness.
match to the real world, increasing robotic applications,
Without a patterned code to break, it
which Johnson says could be found in the healthcare,
should be nearly impossible for hackers
environment, and manufacturing industries. The award
to access secure information such as
also details a plan for K-12, undergraduate, and graduate
credit card and social security numbers.
outreach through robotic activities.
In addition, Chen’s award describes an outreach plan, bringing her complex research into the reach of our next generation. She hopes this will encourage women and other underrepresented minorities to pursue jobs in STEM.
SWARUN KUMAR
KATE WHITEFOOT
Swarun Kumar, assistant professor of
Kate Whitefoot, assistant professor of
electrical and computer engineering,
mechanical engineering and engineering
received a CAREER award for his work
and public policy, also received a CAREER
on low-power wide-area networks (LP-
award. Whitefoot’s research bridges
WANs). LP-WANs are designed to provide
engineering design and economics
a wireless network over a large area. Since
to understand product design in the
many of these currently use maintenance-
context of markets and regulations.
requiring batteries,
The award will support her research on
Kumar wants to find a
product differentiation. This work will
better power source. This
better understand the optimal variety of
new power source could
product designs under different market
provide wireless network
and policy conditions. It will also develop
to a larger area including,
computational models to inform product
he hopes, an entire city.
design strategies.
The award also proposes a K-12 outreach program.
REBECCA TAYLOR Rebecca Taylor, assistant professor of mechanical engineering, received her CAREER award to support her research on nanostructures made using an artificially synthesized DNA-mimicking polymer. She will study the structure and formation of these novel nanostructures made using programmable gamma peptide nucleic acid (gammaPNA)-based materials. In particular, she will be studying the effects of different “weaving” patterns, chemical modifications and organic solvent mixtures as she seeks to learn more about peptide nucleic acid self-assembly. Taylor suggests this could one day be used to enable sequence-specific nanostructures can be built with a synthetic DNA-mimic and how the solvent and chemical modifications relate to the resulting form of the structures.
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polymer synthesis. The goal of the project is to understand how complex
INDUSTRY PIPELINE: ENGINEERING THE FACE OF COSMETICS Every day, millions of people around the world look in the
cosmetics companies are looking for world-class chemists
mirror, open their eyes wide, and brush mascara onto
and chemical engineers for formulating cosmetics, they
their lashes. For many of these people, picking up the tube
turn to Carnegie Mellon’s Colloids, Polymers and Surfaces
and painting their lashes is an unconscious part of their
(CPS) program.
daily routine. But to a chemical engineer, mascara is anything but
“Cosmetics are composed of many ingredients,” says Annette Jacobson, teaching professor of chemical
commonplace—it’s carbon black and iron oxide, with a
engineering and Director of the CPS program. “These
polymer to form a film that coats the lashes, combined with
ingredients include colloids, which are very fine particles
preservatives and thickening waxes such as lanolin, mineral
such as pigments; polymers, which are large molecules
oil, paraffin, petrolatum, castor oil, carnauba or candelilla
that help disperse the pigment or provide important
wax. That’s because, without chemical engineers, mascara
properties to the product; and surfaces, created at the
wouldn’t be the incredible product that it is today.
interfaces between these fine particles and the liquids they
Chemical engineers and chemists are responsible for
are dispersed into. Colloids and polymers are combined in
the vast majority of products we use every day, from the
unique ways to create cosmetics, but if they don’t spread
paint on our walls, to the gas in our cars—to makeup and
and adhere properly to the intended surface—in this case,
personal care products. Chemists and chemical engineers
your face or skin—then they aren’t worth very much at all.”
are important in the cosmetics and personal care industry,
This emphasis on understanding the surface or
innovating the chemical formulations that make lipsticks
interfacial side of things is unique to Carnegie Mellon’s
last, mascaras waterproof, and lotions hydrating. And when
CPS program, and the reason that many graduates find
themselves with job opportunities at companies in the
the practical applications of the concepts she was learning
cosmetics and personal care industry. Prashansa Desai,
in the classroom.
who graduated from the program in 2014, now works
“For anyone hoping to build a future in the cosmetics
on the Hair Care and Styling Team at L’Oréal, where she
industry,” Prashansa says, “Though you can learn
creates new and exciting products, investigates novel
to formulate on the job, you must be sure to have
ingredients, and experiments in the lab to come up with
your chemistry base clear and strong. Be passionate
innovative hair care and styling formulas, which she then
about creating new products, and develop an acute
tests on actual hair to evaluate its performance.
inquisitiveness. Start questioning everything you see.
“I was always fascinated by the chemistry behind the products we use in our daily lives,” says Prashansa. “So I started looking into the ingredients of the products I use,
Take the research-oriented approach. And lastly, don’t be frustrated by trial and error.” Graduates from the CPS Program have had internships
and studying their interactions at molecular level. And soon,
and full-time employment at companies such as L’Oréal,
I wanted to create something that really made a difference in
Estee Lauder, Procter & Gamble, Reckitt Benckiser (Lysol),
the user’s quality of life.”
Johnson & Johnson, Merck and PPG.
According to Prashansa, her time in the CPS program was an integral stepping stone that helped her get into the industry. Because of the program’s balance of hands-on experimentation and theoretical study, she was able to spend a good fraction of her time in the lab, playing with
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When cosmetics companies are looking for chemists and chemical engineers to develop their next-generation products, they turn to Carnegie Mellon University s Colloids, Polymers, and Surfaces program. It takes a unique expertise in all three areas to create truly revolutionary formulas.
ADAMS NAMED HEAD OF EPP
Peter Adams, a Carnegie Mellon University
air pollution—premature mortality risk
professor and leading researcher in the field
per unit emissions—which help facilitate
of air quality and environmental policy, has
considerations of air quality and public
been named head of the Department of
health in policy analyses.
Engineering and Public Policy (EPP). Adams has been a jointly-appointed
Given his expertise in air quality and energy systems, Adams has played a
faculty member in EPP and the Department
significant leadership role in the Center for
of Civil and Environmental Engineering since
Air, Climate, and Energy Solutions, a $10M
2001. In 2013, Adams was named director of
Environmental Protection Agency (EPA)-
the Center for Atmospheric Particle Studies
funded research center housed at CMU,
(CAPS), a cross-campus collaboration and
which has fostered deep collaborations
one of the world’s leading research groups
between air quality researchers in the
focused on particulate matter and its effects
center and energy systems researchers in
on global climate and public health.
the EPP department.
“EPP is a jewel of CMU’s College of
Adams has served on the United
Engineering. Peter possesses the drive and
States EPA’s Clean Air Scientific Advisory
deep understanding of EPP’s strengths,
Committee Particulate Matter Review Panel,
which will enable the department to sustain
the Commonwealth of Pennsylvania’s
and build on its historical preeminence,”
Department of Environmental Protection Air
says Bill Sanders, dean of the College of
Quality Technical Advisory Committee, and
Engineering. “He has demonstrated his
the Allegheny County Health Department Air
strong ability to lead the department after
Toxics New Guidelines Proposal Committee.
he stepped up to serve as interim head
He is a member of the Air and Waste
last summer, and I look forward to working
Management Association, the American
closely with him in the coming years.”
Association for Aerosol Research, and the
Adams’ research interests lie at the intersection of air quality, climate, and
European Geosciences Union. Prior to his tenure at CMU, Adams
energy systems. Viewing these areas
received his M.S. and Ph.D. in chemical
through a policy-focused but technically
engineering from the California Institute
robust lens, Adams’ group has developed air
of Technology and his B.S. in chemical
quality models to help inform researchers
engineering from Cornell University.
and policymakers alike. For example, he led the development of a model that provides estimates of the social costs of
PETER ADAMS, A LEADING RESEARCHER IN THE FIELD OF AIR QUALITY AND ENVIRONMENTAL POLICY, HAS BEEN NAMED HEAD OF THE DEPARTMENT OF ENGINEERING
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AND PUBLIC POLICY.
VIZZY IS A ROBOT FROM THE COMPUTER AND ROBOT VISION LABORATORY (VISLAB) THAT FOCUSES ON RESEARCH BASED ON COMPUTERVISION AND ITS APPLICATION IN THE CONTEXT OF ROBOTICS.
CMU PORTUGAL PROGRAM ANNOUNCES $23M FUNDING FOR R&D PROJECTS
are through the CMU Portugal Program at CMU; and $3.85
A new round of research and development funding has
Projects launched in May 2019 by Portugal’s Agência Nacional
been announced by Carnegie Mellon Portugal. More than
de Inovação with an initial plan to fund three to four projects.
$23 million will go to projects that partner Portuguese
Recognizing the high quality of the 17 proposals submitted,
companies with research institutions including Carnegie
the evaluation panel recommended 10 projects for funding
Mellon University.
during the next three years.
Top information and communication technology (ICT) companies in Portugal will lead all projects in partnership with 13 research groups from Portuguese universities and eight CMU departments. The companies include the CMU Portugal Program startup Feedzai, Compta, Farfetch, First Solutions, Glintt, GLSMED Learning Health, Ingeniarius, Outsystems, Unbabel and Mobileum. The call for these Large-Scale Collaborative Research
“It was an excellent surprise to see the number of
Mellon and the Government of Portugal and encourages
applications, but above all the high quality and number of
collaboration between academia and industry in Portugal’s
approved projects,” said Nuno Nunes and Rodrigo Rodrigues,
innovation economy.
national co-directors of the CMU Portugal Program. “We have
The funded projects cover the areas of data science and
some of the best national companies involved in the program
engineering; artificial intelligence and machine learning;
over the next three years, which makes us extremely excited
design and engineering applied to social problems;
about the results we can achieve through these partnerships.”
addressing problems in the health sectors; forest fire-
José M. F. Moura, the director of the CMU Portugal
prevention; data management; mobility; and language
Program at CMU, said, “These new projects reflect CMU
technologies.
Portugal’s commitment to foster the cooperation between
These projects represent a total investment of $23
Portuguese university researchers and Portuguese
million by Portugal, of which $12.54 million come from the
companies, promoting innovation and technology
European COMPETE 2020 Program and from the Portugal
development with direct impact in the competitiveness of
Foundation for Science and Technology (FCT); $6.6 million
Portuguese companies in the global market.”
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CMU Portugal is a partnership between Carnegie
million from participating Portuguese ICT companies.
SECOND ROUND OF SECURE AND PRIVATE IOT INITIATIVE FUNDED PROJECTS ANNOUNCED Carnegie Mellon CyLab’s Secure and Private IoT Initiative
Listed below are the funded projects with each project’s
(IoT@CyLab) announced its second round of funding,
principal investigator(s) (PI).
which will support ten IoT-related projects for one year. While all Internet of Things security and privacy topics are
TRUSTWORTHY PLATFORMS
within scope, IoT@CyLab is especially targeting the practical systems solutions for security of industrial control systems
• Hardware Redaction via Designer-Directed FineGrained eFPGA Insertion
and Industrial IoT.
Funding for these projects was made possible by sponsorships from Amazon Web Services, AT&T Business, Infineon Technologies, and Nokia Bell Labs. These sponsors were active in working with IoT@CyLab co-directors Anthony Rowe and Vyas Sekar on the request for proposals and proposal review.
PI: Ken Mai, Principal Systems Scientist, Electrical and Computer Engineering (ECE)
• Lightweight Security Architectures for IoT Fog Networks
Co-PI: Osman Yagan, Associate Research Professor, ECE
Co-PI: Soummya Kar, Associate Professor, ECE
trends toward ‘Industry 4.0’ it is critical that we develop a
• Quantized Deep Neural Networks for Fingerprint Recognition
suite of solutions to secure these infrastructures and inform
“With the increasing interest in industrial automation and
PI: Shawn Blanton, Trustee Professor, ECE
this critical transition,” Rowe and Sekar shared in a joint statement. “We have an exciting array of research projects for year two spanning both novel hardware solutions, new ways of reasoning about cyber and cyber physical threats, as well as new applications of machine learning techniques in this setting.” The projects are grouped into three broad research
ACCOUNTABILITY • Third-party Network Traffic Attribution for IoT, TV, Web, and Mobile
• IoTSniffer: Detecting Unauthorized Traffic in Industrial IoT
themes: (1) Trustworthy platforms (2) Autonomous Healing Networks and (3) Accountability. In addition to these three research themes, we are also excited to add a new educational component, building on the success of CyLab’s picoCTF platform to create custom modules for Industrial IoT Security. During the execution of these projects, CyLab faculty and students will collaborate with industry sponsors towards the mission of creating the knowledge and capabilities to build
summit later this year. For information on how your company
contact Michael Lisanti, CyLab’s director of Partnerships, at mlisanti@andrew.cmu.edu.
PI: Carlee Joe-Wong, Assistant Professor, ECE
AUTONOMOUS HEALING NETWORKS • Systematic Attack Generation for Industrial Control Systems
PI: Eunsuk Kang, Assistant Professor, Institute for Software Research (ISR)
• Robust Machine Learning-based anomaly detection for Industrial IoT
can get involved in IoT@CyLab or other security and privacy research at CMU,
PI: Swarun Kumar, Assistant Professor, ECE
• Privacy Tradeoffs in Distributed Learning
secure and privacy-respecting IoT systems. The outcomes from this funding will be presented at the IoT@CyLab annual
PI: Tim Libert, Special Faculty Instructor, ISR
PI: Lujo Bauer, Professor, ECE and ISR
• Zero-Knowledge Network Security Analysis using Generative Adversarial Networks
PI: Giulia Fanti, Assistant Professor, ECE
EDUCATION • Expanding picoCTF into Industrial IoT
Co-PI: Hanan Hibshi, Research and Teaching Scientist, Information Networking Institute (INI)
Co-PI: Maverick Woo, Systems Scientist, CyLab
EDITOR SHERRY STOKES (DC’07) COPY EDITOR EMILY FORNEY (DC’12) DESIGNER TIM KELLY (A’05, HNZ’14) WRITERS •MADISON BREWER •KRISTA BURNS •DANIEL CARROLL •HANNAH DIORIO-TOTH (DC’17) •ADAM DOVE •EMILY DURHAM •LISA KULICK •ELLIS ROBINSON •DANIEL TKACIK (E’13)
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•MARIKA YANG
STUDENT NEWS
SUCCESS ON AND OFF THE COURT
Like many young engineers, electrical and computer engineering (ECE) student Vivian
include teamwork and adaptability. “Being able to learn very quickly
Beaudoin is drawn to the versatility of
from mistakes is something that’s really
technology, especially computers. She loves
important,” Beaudoin said. “Also...volleyball
problem-solving and played with Legos and
is a big team sport...but if they’re not
puzzles growing up. However, Beaudoin
working together, you’re not going to be as
isn’t just an engineer — she’s also a member
successful.”
of Carnegie Mellon’s volleyball team. Beaudoin fell in love with computer
In addition to being on the volleyball team, Beaudoin is involved in the Society of
science in high school after taking a class at
Women Engineers and Women in ECE. She is
the suggestion of her older brother. She went
also a teaching assistant for an introductory
on to take every class offered and looked
programming class. In this fast-paced
for a college to continue her technological
course, students learn to code, some with no
education. Around the same time, at the
prior experience.
suggestion of a coach, she tried her hand at volleyball, finding an instant match. “It was immediately the best sport ever, in my opinion,” Beaudoin said. “I very quickly kind of focused on it.”
“[The class] can be really overwhelming and really stressful,” Beaudoin said. “I want... to help people in that introductory class.” As for the future, Beaudoin has a difficult choice ahead. She must choose between a
As a student, CMU was attractive
concentration in hardware systems — the
to Beaudoin because of its renowned
physical makeup of the computer — and
engineering program. As a volleyball
software systems — the code used to make
player, Beaudoin was impressed by CMU’s
it run. Regardless of her concentration,
tournament wins. So she reached out to
Beaudoin has one thing in mind: helping
CMU’s team and the coaches came to see
people.
her play. “It just fell into place from there,” Beaudoin said. Since coming to CMU, Beaudoin has
“I always find really interesting technologies...that can help people who have disabilities,” Beaudoin said. “I think that would be something cool to work with.”
succeeded on and off the court. Beaudoin earned the top grade in Structure and Design of Digital Systems, a course required
W e ’ r e so p r o ud t o h a ve
of all ECE majors. In the same semester,
Vivian as a member of
she was an honorable mention regional All-American and received 2nd team All-UAA honors for her prowess on the court. Beaudoin said being on the volleyball team is a lot of work, but since she enjoys playing so much, it’s worth it. She’s already learned a lot from her time on the team, but she said the best lesson she’s learned has been about time management. “[Volleyball] forces you to time manage... because you have a commitment of practice one to two hours every single day, and you’re traveling on the weekends,”
o ur E C E c o m m uni t y, she i nsp i r e s a l l o f us w i t h he r p a ssi o n f o r v o l l e yb a l l a nd a c a d e m i c s, ” sa ys L a r r y Pi l e ggi , he a d o f e l e c t r i c a l a nd c o m p u ter e ngi ne e r i ng.
Beaudoin said. “You need to plan and you need to prioritize.”
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Other important skills she’s learned
CATHERINE PAVLOV TRAVELED TO THE ATACAMA DESERT IN CHILE AS A NASA SPACE TECHNOLOGY RESEARCH FELLOW
TO CONDUCT EXPERIMENTS TO GAIN NON-GRASPING FUNCTIONALITY FROM SPACE ROVERS.
MANIPULATIONS IN THE DESERT The ground was dry, dusty, and rocky, with small rolling
the ground as a target for modification. In her research,
hills, peppered with the track marks of a rover. The place
she investigates how the rover’s wheel-terrain interaction
could have been the surface of Mars except that the sky
can be used to move along slopes by leveling paths, making
was a bright, cloudless blue, and the temperature had
terrain compact, and removing material. Pavlov developed a new model for this research. While
Desert in Chile, the driest non-polar desert on Earth and
models already exist for wheel-terrain situations, they
one of the best analogs for Mars on the planet.
focus on the mobility and driving ability of the vehicles, not
Pavlov, the winner of a competitive NASA Space
the movement of the soil. Pavlov uses terramechanics to
Technology Research Fellowship, was in the dry heat of the
predict how deep a wheel sinks, so that her new model can
Atacama conducting experiments that aim to add additional
predict where the soil goes after the wheel passes over it
functionality to space rovers. Pavlov’s research centers
and the shape of the remaining trench.
around non-prehensile terrain manipulation, or put more
In the summer of 2019, Pavlov spent time at NASA Ames,
simply, using non-grasping methods to interact with terrain.
a major NASA research center in Silicon Valley, as part
Basic examples of general non-prehensile manipulation
of the fellowship program. There, she worked in model
include moving a ping pong ball with paddles and a robot
development and interfaced with rover software to set up
using its arm to clear a table.
sensors to track the rover in real time. In September, she
“I look at how we can use the wheels of planetary
joined NASA researchers in the Atacama Desert to test her
exploration rovers to modify the environment around
model on the experimental KREX-2 rover in an environment
them,” said Pavlov, a Ph.D. candidate in mechanical
similar to Mars. With little wild- or plant-life and a rocky
engineering advised by Assistant Professor Aaron Johnson
terrain of shallow slopes, the environment was a great
of mechanical engineering. “We are trying to expand
substitute for Mars.
what rovers can do both in a manipulation context and a mobility context.” Robotics systems used in space missions are extremely
“The trenching experiments went well. This was the first time we tested it on a substrate that actually looks something like what we might expect to see on Mars. It was
costly and made to optimize functionality and reliability
awesome to see it work.” Pavlov presented her research in
while being lightweight and fuel-efficient. Adding a
a poster session at NASA’s research grant day on Capitol
manipulator, with multiple motors and sensors, adds mass
Hill in December 2019.
and complexity, two big things to avoid for space missions.
Currently in her fourth year of the Ph.D. program, Pavlov
Mass directly increases launch cost and requires more fuel.
sees several different avenues for the future of the project,
Via non-prehensile terrain manipulation, Pavlov is
including variations in wheel and rover design, expanding to
exploring how to utilize existing interactions with the world
other terrain types, and adding other terrain manipulators.
that were previously considered disturbances or accidents
Conducting experiments at NASA Ames and the Atacama
and use them intentionally. Rather than see wheel tracks
Desert gave her the opportunity to get out into the field, and
on the ground as a consequence of driving, Pavlov treats
Pavlov is looking forward to continuing her research.
PA GE 4 7
reached 90 degrees. Catherine Pavlov was in the Atacama
ALUMNI NEWS
Chemical Engineering alumnus E. Gerald Meyer proves that age is just a number. Meyer, who turned 100 last November, is not slowing down. Meyer’s hobbies include traveling, art collecting, competitive running, and up until about ten years ago—motorcycling. He has competed in the National Senior Games several times and notably took the gold in four running events at the 2019 National Senior Games. Semi-retired, he is emeritus professor of chemistry and former dean of the College of Arts and Sciences at the University of Wyoming. Still involved in his field, he is collaborating on chemical engineering research, and in particular, a refining project whose purpose is to “crack” the ring structure of hydrocarbons in coal to produce products used in the chemical industry with no CO2 emission. Meyer has many stories to tell about his life, his career, and his time at what was then called Carnegie Institute of Technology, or Carnegie Tech. Meyer was encouraged to pursue a college education by his mother—a 1915 Wellesley College graduate. He chose the College of Engineering for its reputation, and Pittsburgh seemed far away from his New Mexico home. He wanted to explore a new part of the country. “I think the thing that struck me about Carnegie Tech was the atmosphere. The commitment of the people, the students, and the faculty,” says Meyer, “people understood the importance of an education, and the opportunities that come from education, and the ability of Carnegie [Tech] to furnish students with the right tools needed for success.” While earning his bachelor’s degree in chemical engineering (’40), Meyer worked part-time at the United States Bureau of Mines research station. After graduating, he worked at the Harbison Walker Refractories Company while taking a night class at Carnegie Tech. The course—chemical thermodynamics with Professor of Chemistry Harry Seltz—was a turning point
GERALD MEYER SHARES 100 YEARS OF STORIES
for Meyer. He did his master’s research with Seltz. The grim realities of World War II had intensified, and after graduating in 1942, Meyer was drafted into the Navy where ALUMNUS E.
he served until the end of the war. With
GERALD MEYER
his engineering and science background,
(’40 ’42), WHO TURNED 100 LAST NOVEMBER, IS IMPRESSIVELY BUSY AND NOT SLOWING DOWN.
Meyer was assigned to the Naval Research Laboratory to work on insulation for shipboard cabling. After the war, Meyer became involved in research at the University of New Mexico, developing timed fuses for explosives. He earned this Ph.D. in physical chemistry in 1950. He did his dissertation at the Los Alamos National Laboratory and remained
MEYER AT CARNEGIE TECH IN 1940.
a consultant for many years. With his Ph.D. in hand, he began his long career in academia. Meyer served in faculty and leadership positions at New NATIONAL SENIOR GAMES. SOURCE: BRIT HUCKABAY/NSGA
Mexico Highlands University for ten years
Committed to supporting students,
and the University of Wyoming for over 50
Meyer has given back to Carnegie Mellon
years. During his career, Meyer mentored
University generously. He created the
many students. So, when students ask for
Meyer Scholarship in the College of
career advice, he looks at his own path to
Engineering in 2004. This scholarship
offer guidance.
will support undergraduate engineering
“You need to look in the mirror and say, ‘What am I interested in?’ And keep in mind that what I might be interested in today
students in need, specifically students from rural western areas in the United States. As a final bit of advice, Meyer says, “be
could change, so I’ve got to keep flexible.
honest with yourself and with the people
And you need to say to yourself, ‘Whatever I
you work with. And keep your eyes open
do, I’m going to give it my best shot, I really
for what opportunities can come up.”
am. I’m going to remain true to myself,” says Meyer.
MEYER TURNED 100 LAST NOVEMBER. SOURCE: E. GERALD MEYER
PA GE 4 9
MEYER RUNNING IN THE 2019
EDUCATION CHANGES LIVES AND COUNTRIES Kandathil Chacko (K.C.) Thomas was born
and headed for Pittsburgh by way of New
in 1922 in the rural village of Vallamkulam
York City.
in British-occupied India. It was an
Thomas quickly made an impression at
impoverished area with few opportunities
Carnegie Mellon University. He earned his
for education, but aid from friends and
M.S. under the tutelage of mentors like Civil
relatives allowed Thomas to attend
Engineering Professor Harold Thomas and
intermediate schooling in nearby Trivandrum,
was asked to remain at Carnegie Mellon
and then to continue on to attend the newly
to earn his Doctorate of Science (D.Sc.).
opened engineering college there. Civil
This level of accreditation was rare for an
engineering was one of the few disciplines
engineer of the time, and Thomas turned
offered and he took to it naturally, obtaining
down a job offer at Alcoa to pursue it. As a
his degree and remaining to lecture at the
foreign student in 1940’s America, Thomas
college for a time.
dealt with occasional racial prejudice,
Thomas soon applied for the Sargent
though at Carnegie Mellon he had a safe
Scheme scholarship, a government program
and supportive environment to pursue
that sent Indian students to international
his studies. He successfully defended his
institutions to further their higher education.
doctoral thesis on hydraulic engineering
In late 1945 he boarded a U.S. troop ship in
in 1948, and in a letter Civil Engineering
Calcutta returning from the end of WWII,
Department Head F.T. Mavis writes, “[Mr.
K.C. Thomas] is one of the ablest students
had been named chairman of the CWC and
I have known. His scholastic record is
Secretary to the Government of India, the
superior and he has demonstrated unusual
top official in his field.
capacity in analysis and in the preparation of discerning reports.” That year Thomas returned to a newly
He recalled a moment of particular pride during a dispute between India and Pakistan over water tributaries. Pakistani
independent India. As stipulated by his
officials were so impressed by Thomas’
scholarship, Thomas took a position with
knowledge and persuasive arguments that
the Indian government as an assistant
they allowed him to tour several of their
engineer in the Central Water and Power
facilities, despite contentious relations
Commission, later reorganized as the
between the two countries.
Central Water Commission (CWC). The next year he and his wife Susy were married.
At 58 he reached the government age of retirement. Thomas’ desire to share the
Thomas spent the next decades rising
knowledge built over a long, successful
through the ranks at the CWC. His relaxed,
career led him to serve as an advisor on
western style of relating with superiors
U.N. dam projects around the world. On
drew the ire of some colleagues, but a
March 20th, 2020 Dr. K.C. Thomas passed
keen mind and no-nonsense attitude kept
away at the age of 97 at his residence in
Thomas advancing. Over the years he built
Trivandrum, survived by his wife, Susy
his expertise in the office and the field,
Thomas, their four children, and many
participating in and managing a number
grandchildren and great-grandchildren.
of dam projects, as well as heading a graduate training program for engineers from developing economies. By 1978, he THOMAS (RIGHT) MET WITH HER ROYAL HIGHNESS AT CHUKHA
PA GE 5 1
HYDRO-ELECTRIC PROJECT IN BHUTAN.
KAPOOR, WHO IS CHIEF STRATEGY
WORLD WITHOUT COVID IS A FREE GLOBAL PUBLIC
OFFICER AT LYFT, HAS HAD A CAREER
HEALTH INITIATIVE THAT MATCHES VOLUNTEERS WITH
OF INNOVATION AND NOTABLE
OPPORTUNITIES TO PARTICIPATE IN COVID-19 CLINICAL
PARTNERSHIPS.
TRIALS SUCH AS VACCINES, TREATMENTS, ANTIBODY TESTING, AND BLOOD PLASMA TRANSFUSIONS. SOURCE: WORLD WITHOUT COVID
ALUMNUS MEETS CHALLENGE OF PANDEMIC When he and his wife contracted COVID-19, alumnus Raj
require a volunteer to report in person need over 1 million
Kapoor (MechE ’92) learned of a huge barrier in the battle
volunteers and trials that don’t require in-person volunteers
against the disease they were fighting: a lack of volunteers for
need about 20 million volunteers. The database of clinical
clinical research. As the couple recovered from the disease,
trials is automatically updated daily based on data from the
Kapoor was inspired to bridge this gap by creating a way
National Institutes of Health.
to connect people from all over the world to time-sensitive
“There is something for everyone. There are COVID-
clinical trials in their local communities. In just two weeks,
positive studies like antibody testing for people like me, or
Kapoor teamed up with health-tech startup Clara Health to
plasma donations. If you’re COVID-negative, they need you
create and launch World Without COVID: a free, global, public
in a vaccine development trial. And if you’re untested, they
health initiative that matches volunteers with opportunities
want to observe you in an observational trial,” says Kapoor.
to participate in COVID-19 clinical trials such as vaccines, treatments, antibody testing, and blood plasma transfusions.
The platform is the first of its kind. It draws on the expertise of Clara Health, using humans to walk volunteers
Kapoor, who is chief strategy officer at Lyft, has had
through the pre-qualification process—a process that,
a career of innovation and notable partnerships. He has
without the proper support, can cause many people to
cofounded and run several successful companies including
abandon becoming volunteers. Kapoor explains that before
Snapfish and Fitmob (now ClassPass). Having also spent
World Without COVID, 65 percent of people who wanted to
seven years working at a venture capital firm, Mayfield
participate in research ended up abandoning the process
Fund, Kapoor has experience creating and scaling products
because it was too complicated. Experts are also available to
across different sectors. His entrepreneurial background
answer questions about the clinical trials, taking the burden
helped him to come up with the idea for the COVID-19
off of principle researchers who may normally be tasked with
clinical trial platform.
communicating with volunteers.
“I realized this is a marketplace problem, similar to what I
As the relentless coronavirus constrains the globe, World
did when I was at Mayfield,” says Kapoor. “There are a bunch
Without COVID’s goal is to encourage people to act during
of people like me, volunteers—they don’t have to just be
this unprecedented crisis. Kapoor says that signing up takes
COVID positive, they could be COVID negative, they could be
about two minutes and can make an impact right away.
untested—that really want to help and make a difference but they don’t know how.” With more than 1400 different clinical trials in the site’s database, the need for volunteers is astronomical: trials that
“This is all about time. We don’t have time,” says Kapoor. “If we can compress the time of these [clinical] trials, and one of these trials is a winner—we’ve compressed the time of the pandemic. It’s a huge impact.”
AUD R EY ( HA M O R I ) FI TZG E R A L D MEC HE ’8 5
Audrey remembers her time as a student as an interesting era in computing. Personal computers were becoming more common, changing the way people learned and worked. She spent her engineering career at Draper Laboratory where she developed concept designs of autonomous undersea vehicles. At Draper, she was one of only a few female engineers. Supporting women in science, technology, engineering and mathematics (STEM) fields is a passion of hers. Audrey and her husband Bill have given a gift to the College of Engineering in their will to recruit more women to STEM fields, support them while they’re pursuing their education, and help them throughout their careers. Giving back is important to Audrey because she says she wouldn’t have been able to go to Carnegie Mellon if it wasn’t for scholarships.
G I VE S T RAT E G I CALL Y, S U PPORT G E NE ROUSLY. Learn how easy it is to achieve your philanthropic vision through a planned gift by visiting giftplanning.cmu.edu. Contact the Office of Gift Planning today
Audrey enjoys spending her time skiing, traveling, boating, running, and going to baseball games.
at 412.268.5346 or mickkoster@andrew.cmu.edu.
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In this life many demolitions are actually renovations. – Rumi Old Scaife Hall, the beloved but beleaguered home of Mechanical Engineering, was demolished. Construction on new Scaife will start soon, and in a few years, we will have the modern, state-of-theart facilities needed to educate world-class engineers.