2022 Swanson School Summary of Faculty Research

Page 95

ELECTRICAL & COMPUTER ENGINEERING

Nathan Youngblood, PhD

1103 Benedum Hall | 3700 O’Hara Street | Pittsburgh, PA 15261

Assistant Professsor

P: 412-383-7104 nathan.youngblood@pitt.edu www.pitt-photonics.github.io

Dr. Nathan Youngblood is an Assistant Professor in the Department of Electrical and Computer Engineering (ECE). His research explores new methods for high-speed and low-energy computation by combining new

discoveries in reconfigurable optical materials with innovative approaches to photonic integration. Before joining Pitt in 2019, Dr. Youngblood was postdoctoral fellow at the University of Oxford developing phase-change photonic devices.

Photonic Architectures for Ultrafast AI Optics has the unique ability to perform linear operations with (theoretically) no energy consumption. This allows for high-speed, lowenergy matrix-vector multiplications in the optical domain. Since matrix multiplications form the basis for nearly all machine learning algorithms, hybrid hardware accelerators based on integrated photonics and electronics could significantly increase data throughput by leveraging the wavelength multiplexing and high modulation speeds of silicon photonics. We have already made significant contributions toward this goal by establishing the field of “in-memory photonic computing.” Borrowing from concepts developed for analog electronic accelerators, we have proposed (Science Advances, 2018) and demonstrated (Nature, 2021) the ability to perform multiple linear operations simultaneously in a photonic memory array at the speed of light, leading to a >1,000× improvement in compute density over state-of-the-art GPUs. Additionally, latency in

our photonic accelerator is negligible, which would be transformative for applications requiring ultrafast AI such as high-speed qubit classification, plasma control in fusion reactors, real-time signal processing at radio frequencies, autonomous navigation, and ultrafast training of DNNs.

Waveguide-Integrated 2D Materials for High Performance Optoelectronics The desirable optoelectronic properties of 2D materials such as graphene and black phosphorous, combined with their ability to be easily transferred to arbitrary substrates, make them a perfect candidate for integration with photonics. Placing 2D materials on top of a waveguide has the added benefit of overcoming the low out-of-plane absorption of these materials. Dr. Youngblood demonstrated the first waveguide-integrated black phosphorus photodetector, enabling the detection of telecommunications wavelengths with much higher efficiency than prior work using graphene (Nature Photonics, 2015). Our group is continuing to explore photonic integration of other novel 2D materials for modulation, detection, and storage of optical information.

Relevant Publications • N. Youngblood, C. Talagrand, B. Porter, et al. “Broadly-tunable smart glazing using an ultra-thin phase-change material,” ACS Photonics 9(1), 90–100 (2022) • J. Feldmann*, N. Youngblood*, M. Karpov*, et al. “Parallel convolution processing using an integrated photonic tensor core,” Nature 589, 52–58 (2021)

• N. Farmakidis*, N. Youngblood*, X. Li, et al. “Plasmonic nanogap enhanced phase change devices with dual electrical-optical functionality,” Science Advances 5(11), eaaw2687 (2019)

• N. Youngblood, C. Chen, S. J. Koester, M. Li, “Waveguide-integrated black phosphorus photodetector with high responsivity and low dark current,” Nature Photonics, 9, 249–252 (2015)

• C. A. Rios*, N. Youngblood*, Z. Cheng, et al. “In-memory computing on a photonic platform,” Science Advances 5(2), eaau5759 (2018)

DEPARTMENT OF ELECTRICAL AND COMPUTER ENGINEERING

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Xiayun (Sharon) Zhao, PhD

37min
pages 133-154

Jörg M.K. Wiezorek, PhD

2min
page 131

Wei Xiong, PhD, D.Eng

1min
page 132

Guofeng Wang, PhD

2min
page 130

Jeffrey Vipperman, PhD

2min
page 129

Albert C. To, PhD

1min
page 128

Patrick Smolinski, PhD

1min
page 127

Inanc Senocak, PhD

1min
page 126

David Schmidt, PhD

2min
page 125

Ian Nettleship, PhD

2min
page 124

Scott X. Mao, PhD

2min
page 123

Jung-Kun Lee, PhD

3min
page 122

Tevis D. B. Jacobs, PhD

1min
page 121

William W. Clark, PhD

2min
page 118

Daniel G. Cole, PhD, PE

2min
page 119

Katherine Hornbostel, PhD

1min
page 120

Minking K. Chyu, PhD

2min
page 117

Heng Ban, PhD, PE

2min
page 115

Hessam Babaee, PhD

2min
page 114

Michael D. Sherwin, PhD, P.E

2min
pages 111-113

Markus Chmielus, PhD

1min
page 116

M. Ravi Shankar, PhD

2min
page 110

Amin Rahimian, PhD

1min
page 108

Jayant Rajgopal, PhD, P.E

2min
page 109

Lisa M. Maillart, PhD

2min
page 107

Paul W. Leu, PhD

1min
page 106

Daniel R. Jiang, PhD

1min
page 105

Oliver Hinder, PhD

2min
page 104

Joel M. Haight, PhD, P.E., CIH, CSP

2min
page 103

Renee M. Clark, PhD

2min
page 102

Karen M. Bursic, PhD

1min
page 100

Youngjae Chun, PhD

3min
page 101

Mary Besterfield-Sacre, PhD

2min
page 99

Minhee Yun, PhD

2min
pages 96-97

Mostafa Bedewy, PhD

1min
page 98

Nathan Youngblood, PhD

2min
page 95

Jun Yang, PhD

3min
page 94

Gregory F. Reed, PhD

3min
page 91

Feng Xiong, PhD

2min
page 93

Inhee Lee, PhD

2min
page 88

Guangyong Li, PhD

2min
page 89

Alexis Kwasinski, PhD

2min
page 87

Hong Koo Kim, PhD

2min
page 86

Alex K. Jones, PhD

3min
page 85

Brandon M. Grainger, PhD

2min
page 83

Alan D. George, PhD, FIEEE

2min
page 82

Masoud Barati, PhD

2min
page 81

Mai Abdelhakim, PhD

1min
page 80

Meng Wang, PhD

1min
pages 78-79

Radisav Vidic, PhD

2min
page 77

Julie M. Vandenbossche, PhD, PE

2min
page 76

Aleksandar Stevanovic, PhD, P.E., FASCE

2min
page 75

Piervincenzo Rizzo, PhD

2min
page 74

Xu Liang, PhD

2min
page 71

Jeen-Shang Lin, PhD, P.E

2min
page 72

Carla Ng, PhD

2min
page 73

Sarah Haig, PhD

2min
page 69

Lei Fang, PhD

3min
page 66

Andrew P. Bunger, PhD

2min
page 65

Alessandro Fascetti, PhD

2min
page 67

Melissa Bilec, PhD

2min
page 64

Judith C. Yang, PhD

2min
pages 61-63

Götz Veser, PhD

2min
page 59

Christopher E. Wilmer, PhD

1min
page 60

Sachin S. Velankar, PhD

2min
page 58

Tagbo Niepa, PhD

2min
page 55

Jason E. Shoemaker, PhD

1min
page 57

Giannis Mpourmpakis, PhD

2min
page 54

Badie Morsi, PhD

3min
page 53

James R. McKone, PhD

1min
page 52

Lei Li, PhD

1min
page 50

Steve R. Little, PhD

2min
page 51

John A. Keith, PhD

2min
page 49

J. Karl Johnson, PhD

2min
page 48

Susan Fullerton, PhD

2min
page 47

Robert M. Enick, PhD

2min
page 46

Eric J. Beckman, PhD

2min
page 45

Ipsita Banerjee, PhD

2min
page 44

Ioannis Zervantonakis, PhD

2min
pages 41-43

Savio L-Y. Woo, PhD, D.Sc., D.Eng

2min
page 40

Justin S. Weinbaum, PhD

1min
page 39

Jonathan Vande Geest, PhD

1min
page 37

David A. Vorp, PhD

2min
page 38

Sanjeev G. Shroff, PhD

2min
page 34

Gelsy Torres-Oviedo, PhD

3min
page 36

George Stetten, MD, PhD

2min
page 35

Joseph Thomas Samosky, PhD

2min
page 33

Warren C. Ruder, PhD

1min
page 32

Partha Roy, PhD

2min
page 31

Prashant N. Kumta, PhD

2min
page 27

Spandan Maiti, PhD

2min
page 29

Mark Redfern, PhD

2min
page 30

Patrick J. Loughlin, PhD

2min
page 28

Mangesh Kulkarni, PhD

1min
page 26

Takashi “TK” Kozai, PhD

2min
page 25

Katrina M. Knight, PhD

2min
page 24

Bistra Iordanova, PhD

1min
page 23

Alan D. Hirschman, PhD

1min
page 21

Mark Gartner, PhD

1min
page 20

William Federspiel, PhD

2min
page 18

Neeraj J. Gandhi, PhD

2min
page 19

Tamer S. Ibrahim, PhD

5min
page 22

Richard E. Debski, PhD

1min
page 17

Lance A. Davidson, PhD

2min
page 16

Rakié Cham, PhD

2min
page 13

Steven Abramowitch, PhD

2min
page 8

Moni Kanchan Datta, PhD

2min
page 15

Bryan N. Brown, PhD

1min
page 12

Kurt E. Beschorner, PhD

2min
page 10

Harvey Borovetz, PhD

1min
page 11

Aaron Batista, PhD

4min
page 9

Tracy Cui, PhD

2min
page 14
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