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Sustainable Developmentsby ArtificialIntelligence andMachineLearning forRenewableEnergies

UJVNLtd.,India

RamShringarRao

NSUIT(EastCampus),NewDelhi,India

OmprakashKaiwartya

NottinghamTrentUniversity,UnitedKingdom

M.ShamimKaiser

IITJahangirnagarUniversity,Bangladesh

SanjeevikumarPadmanaban

AarhusUniversity,Herning,Denmar

Elsevier

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Dedication

Dedicatedtothememoryof ThelateShriBajilalPrasad(Grandfather)andthe lateSmt.GuleshwariDevi(Grandmother), whoweretheepitomeofdedicationand humanity.

KrishnaKumar

1.Applicationofalternativecleanenergy

AdarshGaurav,SujeetKesharvani,SakshiSarathe, GauravDwivedi,GauravSaini,AnujKumar,and KamarajNithyanandhan

1.1Introduction 1 1.2Solarenergy 2

1.2.1Photovoltaicsystems2

1.2.2Solarthermalenergysystems2

1.2.3Solarwaterheating(SWH)systems2

1.2.4Solarcooker3

1.2.5Solarwaterpumps4

1.2.6Solarspaceheating4

1.3Geothermalenergy 6

1.3.1Geothermalpowergeneration6

1.3.2Directusesofgeothermalenergy7 1.4Windenergy 8

1.4.1HorizontalAxiswindturbine8

1.4.2Verticalaxiswindturbine8

1.4.3Windturbineapplications9 1.5Biomassenergy 10

1.5.1Methodofbiomassenergyextraction10

1.5.2Gasification11

1.5.3Anaerobicdigestion11

1.5.4Biofuels12

1.5.5Bioethanolproduction12

1.5.6Biodiesel13

1.6Oceanandtidalenergy 14

1.6.1Waveenergy14 1.6.2OTEC15 1.6.3TIC15

1.7Small,micro,andminihydroplants

2.Optimizationofhybridenergygeneration

PoonamB.DhabaiandNeerajTiwari

2.1Introduction 21

2.2RESdataanduncertaintystatisticalanalysis 23

2.2.1Windsourceanalysis24

2.2.2Solarsourceanalysis25

2.3Testcasemodificationsandsolutionmethodology 27

2.3.1Testcasemodifications27

2.3.2Configurationofcases28

2.3.3Solutionmethodology32

2.3.4Sensitivityfactors33

2.3.5Locationalmarginalpricing(LMP)34

2.4.1Impactofprobabilisticnatureandlocation ofRESonsensitivityfactors35

2.4.2Impactofprobabilisticnatureandlocation ofRESonLMP38

2.4.3Impactoftheprobabilisticnatureandlocation ofRESonTTCandTRM39

2.5Discussionandconclusion,futurescope

3.IoET-SG:Integratinginternetofenergythings withsmartgrid

M.ShahidulIslam,Md.MehediIslam,SabbirAhmed, Md.SazzadurRahman,KrishnaKumar,andM.ShamimKaiser 3.1Introduction

4.Evolutionofhighefficiencypassivatedemitter andrearcontact(PERC)solarcells

SouravSadhukhan,ShiladityaAcharya,TamalikaPanda,NabinChandra Mandal,SukantaBose,AnupamNandi,GourabDas,SantanuMaity, SusantaChakraborty,ParthaChaudhuri,andHiranmaySaha

4.1Introduction

4.3LossmechanismsinPERCsolarcells 69

4.3.1Opticallosses70

4.3.2Electricallosses70

4.4Carriertransportequations 79

4.4.1Solarcellparameters80

4.5PERCtechnology 83

4.5.1PERCprocessflow85

4.5.2Surfacepassivation85

4.5.3LBSFandrearlocalcontact92

4.5.4Rearpolishing93

4.5.5PERCperformance93

4.5.6ImprovementsofPERCsolarcells95

4.5.7Furtherimprovements96

4.5.8BifacialPERC97

4.6FabricationofPERCsolarcells 98

4.6.1Sawdamageremoval,texturization,andcleaning99

4.6.2Diffusionandoxidation101

4.6.3Reactiveionetching103

4.6.4Plasma-enhancedchemicalvapordeposition (PECVD)104

4.6.5Atomiclayerdeposition(ALD)106

4.6.6Laserablation107

4.6.7Metallization109

4.7Characterizationequipment 111

4.7.1Scanningelectronmicroscopy(SEM)111

4.7.2Fourpointprobemeasurement111

4.7.3Thicknessprofilometer111

4.7.4 I-V and C-V measurement114

4.7.5X-rayphotoelectronspectroscopy(XPS)114

4.7.6LifetimeandSuns-Voc measurement115

4.7.7Reflectanceandexternalquantumefficiency(EQE) measurement116

4.7.8Current-voltage(I-V)measurement118

4.8Conclusion 121 References 121

5.Online-basedapproachforfrequencycontrol ofmicrogridusingbiologicallyinspired intelligentcontroller

BholaJha,ManojKumarPanda,andYatindraKumar

5.1Introduction 131

5.2Testsystemdescription 133

5.2.1Photovoltaicmodel133

5.2.2Windenergy135

5.2.3Dieselenginegenerator(DEG)model136

5.2.4Fuelcell,BESS,andFESS136

5.3Fuzzylogiccontroller 137

5.4Particleswarmoptimization(PSO) 140

5.5Graywolfoptimization(GWO) 142

6.Optimalallocationofrenewableenergysources inelectricaldistributionsystemsbased ontechnicalandeconomicindices

MohamedZellagui,SamirSettoul,and HebaAhmedHassan

6.1Introduction 149

6.1.1Motivation149

6.1.2Literaturereview150

6.1.3Contributionandchapterorganization151

6.2Problemformulation 152

6.2.1Multiobjectivefunction152

6.2.2Equalityconstraints153

6.2.3Inequalityconstraintsofdistributionline153

6.2.4InequalityconstraintsofDGunits154

6.3Cosineadaptedwhaleoptimizationalgorithm(CAWOA) 154

6.4Resultsanddiscussion 155

6.4.1Testsystems155

6.4.2Analysisofoptimalresults158

6.4.3Comparisonresults166

6.4.4ImpactofDGonbranchcurrents171

6.4.5ImpactofloadabilityvariationonEDS172 6.5Conclusions

7.Optimizationofrenewableenergysourcesusing emergingcomputationaltechniques

AmanKumar,KrishnaKumar,andNishantRajKapoor

7.1Introduction 188

7.2Sourcesofrenewableenergy 190

7.2.1Bioenergy(BE)193

7.2.2Geothermalenergy(GE)193

7.2.3Hydropowerenergy(HPE)197

7.2.4Hydrogenenergy(HE)200

7.2.5Solarenergy(SE)203

7.2.6Windenergy(WE)206

7.2.7Oceanenergy(OE)206

7.3Artificialintelligence(AI) 206

7.3.1Artificialintelligenceinbioenergy213

7.3.2Artificialintelligenceingeothermalenergy214

7.3.3Artificialintelligenceinhydroenergy215

7.3.4Artificialintelligenceinhydrogenenergy221

7.3.5Artificialintelligenceinsolarenergy221

7.3.6Artificialintelligenceinwindenergy221

7.3.7Artificialintelligenceinoceanenergy221

7.4Conclusion 221 References 229

8.Advancedrenewabledispatchwith machinelearning-basedhybriddemand-side controller:Thestateoftheartandanovel approach

YuekuanZhou

8.1Introduction 237

8.2Buildingenergydemandforecastingwith machinelearning 238

8.2.1Predictionsoncooling/heating/electricalloads239

8.2.2Machinelearningmodelingtechniques239

8.3Flexibledemand-sidemanagementstrategies 242

8.3.1Smartappliances247

8.3.2HVACsystems247

8.3.3Plug-inloadsandstorages248

8.4Machinelearning-basedadvancedcontrollers 250

9.Amachinelearning-baseddesignapproach onPCMs-PVsystemswithmultilevelscenario uncertainty

YuekuanZhou

9.1Introduction 257

9.2OverviewonPCMs-PVsystemsandoperations 259

9.2.1PassivePCMs-PVsystems259

9.2.2ActivePCMs-PVsystems261

9.2.3Combinedpassive/activePCMs-PVsystems262

9.3Mechanismformachinelearningonperformance predictionofnonlinearsystems 263

9.4ApplicationofmachinelearninginPCMs-PVsystems 264

9.4.1Surrogatemodelforperformanceprediction264

9.4.2Systemoptimization265

9.4.3Robustoptimizationwithmultilevelscenario uncertainty267

9.5Challengesandoutlooks 268

9.5.1Uncertaintyquantificationandprobabilitydensity function268

9.5.2Stochasticsamplingsizeanduncertainty-based optimizationfunction268

9.5.3Hybridlearningandadvancedoptimization algorithms270

9.5.4Multicriteriadecision-markingfortrade-off solutions270

270

10.Agent-basedpeer-to-peerenergytradingbetween prosumersandconsumerswithcost-benefit businessmodels

YuekuanZhouandJiaLiu

10.1Introduction 273

10.2Agent-basedpeer-to-peerenergytradingwithdynamic internalpricing 274

10.2.1P2Penergytradingmodeswithdifferent energyforms274

10.2.2Mechanismsandmathematicalmodelsfordynamic internalpricing276

10.3BlockchainandmachinelearningtechnologiesinP2P energytrading 282

10.3.1BlockchaininP2Penergytrading282

10.3.2MachinelearningtechnologiesinP2Penergy trading283

10.4Electricitymarketandtechno-economicincentives forP2Penergymarket 284

10.4.1Decentralizedelectricitymarketdesign285

10.4.2Techno-economicincentives285

10.5Challengesandoutlook

11.Machinelearning-basedhybriddemand-side controllerforrenewableenergymanagement

PadmanabhanSanjeevikumar,TinaSamavat, MortezaAzimiNasab,MohammadZand,and MohammadKhoobani

11.1Introduction 291

11.1.1Renewableandhybridenergysystem293

11.1.2Demand-sidemanagement294

11.2Machinelearningataglance 295

11.2.1Machinelearningmeetsmodel-basedcontrol296

11.2.2Theapplicationofmachinelearninginhybrid demand-sidecontrollers297

11.2.3Supportvectormachine299

11.2.4K-meansclustering302

11.2.5Extremelearningmachine303

11.2.6Linearregression303

11.2.7Partialleastsquares304 11.2.8Challengesandfutureresearchdirection304

12.Predictionofenergygenerationtargetof hydropowerplantsusingartificialneural networks

KrishnaKumar,GauravSaini,NarendraKumar, M.ShamimKaiser,RamaniKannan,andRachnaShah 12.1Introduction

13.Responsesurfacemethodology-based optimizationofparametersforbiodieselproduction

PijushDutta,BittabBiswas,BiplabPal, MadhurimaMajumder,andAmitKumarDas

13.1Introduction

13.3Mathematicalmodelofbiodieselproduction

14.Reservoirsimulationmodelforthedesign ofirrigationprojects

SivaRamakrishnaMadeti,GauravSaini, andKrishnaKumar

15.Effectofhydrofoilsonthestartingtorque characteristicsoftheDarrieushydrokineticturbine GauravSaini,AnujKumar,andR.P.Saini

Contributors

Numbersinparenthesesindicatethepagesonwhichtheauthors’contributionsbegin.

ShiladityaAcharya (63),SchoolofAdvancedMaterials,GreenEnergyandSensor Systems(SAMGESS),Howrah,India

SabbirAhmed (49),InstituteofInformationTechnology,JahangirnagarUniversity, Dhaka,Bangladesh

BittabBiswas (321),DepartmentofElectronicsandCommunicationEngineering, GlobalInstituteofManagementandTechnology,Krishnagar,WestBengal,India

SukantaBose (63),SchoolofAdvancedMaterials,GreenEnergyandSensorSystems (SAMGESS),Howrah,India

SusantaChakraborty (63),DepartmentofComputerScienceandTechnology(CST), IndianInstituteofEngineeringScienceandTechnology(IIEST)Shibpur,Howrah, India

ParthaChaudhuri (63),SchoolofAdvancedMaterials,GreenEnergyandSensor Systems(SAMGESS),Howrah,India

AmitKumarDas (321),DepartmentofPhysics,GlobalInstituteofManagementand Technology,Krishnagar,WestBengal,India

GourabDas (63),SchoolofAdvancedMaterials,GreenEnergyandSensorSystems (SAMGESS),Howrah,India

PoonamB.Dhabai (21),PoornimaUniversity,Jaipur,India

PijushDutta (321),DepartmentofElectronicsandCommunicationEngineering,Global InstituteofManagementandTechnology,Krishnagar,WestBengal,India

GauravDwivedi (1),EnergyCentre,MaulanaAzadNationalInstituteofTechnology, Bhopal,India

AdarshGaurav (1),EnergyCentre,MaulanaAzadNationalInstituteofTechnology, Bhopal,India

HebaAhmedHassan (149),ElectricalPowerEngineeringDepartment,Cairo University,Giza,Egypt

M.ShahidulIslam (49),InstituteofInformationTechnology,JahangirnagarUniversity, Dhaka,Bangladesh

Md.MehediIslam (49),DepartmentofElectronics&CommunicationEngineering, HajeeMohammadDaneshScience&TechnologyUniversity,Dinajpur,Bangladesh

BholaJha (131),G.B.PantInstituteofEngineeringandTechnology,Pauri, Uttarakhand,India

M.ShamimKaiser (49,309),InstituteofInformationTechnology,Jahangirnagar University,Dhaka,Bangladesh

RamaniKannan (309),ElectricalandElectronicsEngineeringDepartment,University ofTechnologyPETRONAS(UTP),SeriIskandar,Malaysia

NishantRajKapoor (187),CSIR-CBRI,AcSIR—AcademyofScientificand InnovativeResearch,Roorkee,India

SujeetKesharvani (1),EnergyCentre,MaulanaAzadNationalInstituteofTechnology, Bhopal,India

MohammadKhoobani (291),DepartmentofMechanicalandMechatronics Engineering,ShahroodUniversityofTechnology,Shahroud,Iran

AmanKumar (187),CSIR-CBRI,AcSIR—AcademyofScientificandInnovative Research,Roorkee,India

AnujKumar (1,359),SchoolofMechanicalEngineering,VelloreInstituteof Technology,Vellore,India

KrishnaKumar (49,187,309,341),DepartmentofHydroandRenewableEnergy, IndianInstituteofTechnologyRoorkee,Roorkee;Research&DevelopmentUnit, UttarakhandJalVidyutNigam(UJVN)Ltd.,Dehradun,Uttarakhand,India

NarendraKumar (309),SchoolofComputing,DITUniversity,Dehradun, Uttarakhand,India

YatindraKumar (131),G.B.PantInstituteofEngineeringandTechnology,Pauri, Uttarakhand,India

JiaLiu (273),DepartmentofBuildingEnvironmentandEnergyEngineering,Faculty ofConstructionandEnvironment,HongKongPolytechnicUniversity,Kowloon, HongKong,China

SivaRamakrishnaMadeti (341),UniversityofSantiagoChile,Santiago,Chile

SantanuMaity (63),SchoolofAdvancedMaterials,GreenEnergyandSensorSystems (SAMGESS),Howrah,India

MadhurimaMajumder (321),DepartmentofElectrical&ElectronicsEngineering, MirmadanMohanlalGovernmentPolytechnic,Gobindapur,WestBengal,India

NabinChandraMandal (63),SchoolofAdvancedMaterials,GreenEnergyandSensor Systems(SAMGESS),Howrah,India

AnupamNandi (63),SchoolofAdvancedMaterials,GreenEnergyandSensorSystems (SAMGESS),Howrah,India

MortezaAzimiNasab (291),DepartmentofBusinessDevelopmentandTechnology, CTIFGlobalCapsule,AarhusUniversity,Herning,Denmark

KamarajNithyanandhan (1),DepartmentofAutomobileEngineering,Kongu EngineeringCollege,Erode,India

BiplabPal (321),DepartmentofElectronicsandCommunicationEngineering,Global InstituteofManagementandTechnology,Krishnagar,WestBengal,India

ManojKumarPanda (131),G.B.PantInstituteofEngineeringandTechnology,Pauri, Uttarakhand,India

TamalikaPanda (63),SchoolofAdvancedMaterials,GreenEnergyandSensor Systems(SAMGESS),Howrah,India

Md.SazzadurRahman (49),InstituteofInformationTechnology,Jahangirnagar University,Dhaka,Bangladesh

SouravSadhukhan (63),SchoolofAdvancedMaterials,GreenEnergyandSensor Systems(SAMGESS),Howrah,India

HiranmaySaha (63),SchoolofAdvancedMaterials,GreenEnergyandSensorSystems (SAMGESS),Howrah,India

GauravSaini (1,309,341,359),SchoolofAdvancedMaterials,GreenEnergyand SensorSystems,IndianInstituteofEngineeringScienceandTechnologyShibpur, Howrah,WestBengal,India

R.P.Saini (359),DepartmentofHydroandRenewableEnergy,IndianInstituteof TechnologyRoorkee,Roorkee,India

TinaSamavat (291),DepartmentofMechanicalandMechatronicsEngineering, ShahroodUniversityofTechnology,Shahroud,Iran

PadmanabhanSanjeevikumar (291),DepartmentofBusinessDevelopmentand Technology,CTIFGlobalCapsule,AarhusUniversity,Herning,Denmark

SakshiSarathe (1),EnergyCentre,MaulanaAzadNationalInstituteofTechnology, Bhopal,India

SamirSettoul (149),DepartmentofElectrotechnic,MentouriUniversityofConstantine 1,Constantine,Algeria

RachnaShah (309),IndianInstituteofInformationTechnology,Guwahati,Assam, India

NeerajTiwari (21),PoornimaUniversity,Jaipur,India

MohammadZand (291),DepartmentofBusinessDevelopmentandTechnology,CTIF GlobalCapsule,AarhusUniversity,Herning,Denmark

MohamedZellagui (149),DepartmentofElectricalEngineering,UniversityofQuebec, Montreal,QC,Canada;DepartmentofElectricalEngineering,UniversityofBatna2, Batna,Algeria

YuekuanZhou (237,257,273),SustainableEnergyandEnvironmentThrust,Function Hub,TheHongKongUniversityofScienceandTechnology,Guangzhou,China; DepartmentofMechanicalandAerospaceEngineering,TheHongKong UniversityofScienceandTechnology,ClearWaterBay,HongKongSAR,China

Abouttheeditors

Er.KrishnaKumar ispresentlyworkingasaresearchanddevelopmentengineeratUJVNLtd.BeforejoiningUJVNL,heworkedasAssistantProfessorat BTKIT,Dwarahat(Uttarakhand),India.HereceivedhisBE(Electronicsand CommunicationEngineering)fromGovindBallabhPantEngineeringCollege, PauriGarhwal,Uttarakhand,India,andMTech(DigitalSystems)fromMotilal NehruNationalInstituteofTechnology,Allahabad,India.Heisalsopursuing hisPhDfromtheIndianInstituteofTechnology,Roorkee,India.Hehasmore than12yearsofindustrialandteachingexperienceandhaspublishednumerous researchpapersininternationaljournalslikeIEEE,Elsevier,Taylor&Francis, Springer,andWiley.Hisresearchareaincludesrenewableenergy,artificial intelligence,cloudcomputing,andtheInternetofthings.

Dr.RamShringarRao receivedhisPhD(ComputerScienceandTechnology) fromtheJawaharlalNehruUniversity,NewDelhi,India.Heobtainedhis MTech(IT)andBE(CSE)in2005and2000,respectively.Heworkedasan AssociateProfessorintheDepartmentofComputerScience,IndiraGandhi NationalTribalUniversity(aCentralUniversityinMadhyaPradesh)fromApril 2016toMarch2018.HeiscurrentlyworkingintheDepartmentofComputer ScienceandEngineeringofNetajiSubhasUniversityofTechnology,EastCampus,Delhi,India.Hehasmorethan18yearsofteaching,administrative,and researchexperience.Hehaspublishedmorethan100researchpapers,including editedbookswithgoodimpactfactorsinreputedInternationaljournalsandconferences,includingIEEE,Elsevier,Springer,Wiley&Sons,Taylor&Francis, IERILetters,AmericanInstituteofPhysics,etc.Hiscurrentresearchinterests includemobileadhocnetworks,vehicularadhocnetworks,flyingadhoc networks,andcloudcomputing.

Dr.OmprakashKaiwartya iscurrentlyworkingattheSchoolofScience& Technology,NottinghamTrentUniversity(NTU),UnitedKingdom,asaSenior LecturerandCourseLeaderforMScEngineering(Electronics,Cybernetics, andCommunications).Previously,hewasaResearchAssociate(equivalent toSeniorLecturer)intheDepartmentofComputerandInformationScience atNorthumbriaUniversity,Newcastle,UnitedKingdom,where,hewas involvedinthegLINKEuropeanUnionproject.Priortothis,hewasaPostDoctoralFellow(equivalenttoLecturer)intheFacultyofComputing,

UniversityofTechnology(UTM),Malaysia.BeforemovingtoMalaysia,he completedhisBScinComputerSciencefromGuruGhansidasCentralUniversity,BilaspurChhattisgarh,India,andcombinedmaster’sdegreeandPhDfrom theSchoolofComputerandSystemsScience,JawaharlalNehruUniversity (JNU),NewDelhi,India.Overall,hehasauthored/co-authoredover100internationalpublicationsincludingjournalarticles,conferenceproceedings,book chapters,andbooks.Dr.Kaiwartya’sresearchinterestfocusesontheIoTcentricsmartenvironmentfordiversedomainareas,includingtransport,healthcare,andindustrialproduction.Hisrecentscientificcontributionsaretothe Internetofconnectedvehicles(IoV),E-mobility,electronicvehiclescharging management(EV),Internetofhealthcarethings(IoHT),smartusecaseimplementationofsensornetworks,andnextgenerationwirelesscommunication technologies(6Gandbeyond).

Furthermore,OmprakashisaFellowoftheHigherEducationAcademy (FHEA),IEEESeniormember,andBCSProfessionalmember.Hehasserved asaTPCmemberorreviewerinover100internationalconferencesandworkshopsincludingIEEEGlobecom,IEEEICC,IEEECCNC,IEEEICNC,IEEE VTC,IEEEINFOCOM,ACMCoNEXT,ACMMobiHoc,ACMSAC,and manymore.Furthermore,hehasreviewedpapersformorethan30international journalsincludingIEEEMagazinesonWirelessCommunications,Networks, Communications,IEEECommunicationsLetters,IEEESensorsLetters,IEEE TransactionsonIndustrialInformatics,VehicularTechnologies,Intelligent TransportationSystems,BigData,andMobileComputing.Moreover,Dr.Kaiwartyahasbeenaneditorialmemberofvariousspecialissuesofthetop-ranked IEEEOpenJournaloftheCommunicationSociety,andservedasanAssociate EditorofIETIntelligentTransportSystems,IEEEInternetofThingsJournal, Springer,EURASIPJournalonWirelessCommunicationandNetworking, MDPIElectronics,AdHocandSensorWirelessNetworks,andKSIITransactionsonInternetandInformationSystems.

Dr.M.ShamimKaiser iscurrentlyworkingasaProfessorattheInstituteof InformationTechnologyofJahangirnagarUniversity,Savar,Dhaka,Bangladesh.Hereceivedhisbachelor’sandmaster’sdegreesinAppliedPhysics,Electronics,andCommunicationEngineeringfromtheUniversityofDhaka, Bangladesh,in2002and2004,respectively,andPhDinTelecommunication EngineeringfromtheAsianInstituteofTechnology(AIT)Pathumthani,Thailand,in2010.Hiscurrentresearchinterestsincludedataanalytics,machine learning,wirelessnetworksandsignalprocessing,cognitiveradionetworks, bigdataandcybersecurity,andrenewableenergy.Hehasauthoredmorethan 100papersindifferentpeer-reviewedjournalsandconferencesandhisGoogle Scholarcitationcountismorethan1020.

HeisanAssociateEditoroftheIEEEAccessJournalandGuestEditorof BrainInformaticsJournalandCognitiveComputationJournal.Dr.Kaiserisa lifememberoftheBangladeshElectronicSocietyandBangladeshPhysical

Society.HeisalsoaseniormemberofIEEE,UnitedStates,andIEICE,Japan, andanactivevolunteeroftheIEEEBangladeshSection.Heisthefounding ChapterChairoftheIEEEBangladeshSectionComputerSocietyChapter.

Dr.SanjeevikumarPadmanaban (Member2012,SeniorMember2015, IEEE)receivedhisPhDinElectricalEngineeringfromtheUniversityofBologna,Bologna,Italy,in2012.HewasanAssociateProfessorwithVITUniversityfrom2012to2013.In2013,hejoinedtheNationalInstituteofTechnology, India,asaFacultyMember.In2014,hewasinvitedasaVisitingResearcherat theDepartmentofElectricalEngineering,QatarUniversity,Doha,Qatar, fundedbytheQatarNationalResearchFoundation(GovernmentofQatar). HecontinuedhisresearchactivitieswiththeDublinInstituteofTechnology, Dublin,Ireland,in2014,andservedasanAssociateProfessorwiththeDepartmentofElectricalandElectronicsEngineering,UniversityofJohannesburg, Johannesburg,SouthAfrica,from2016to2018.Since2018,hehasbeenaFacultyMemberwiththeDepartmentofEnergyTechnology,AalborgUniversity, Esbjerg,Denmark.Hehasauthoredover300scientificpapers.

Dr.PadmanabanwastherecipientoftheBestPapercumMostExcellence ResearchPaperAwardfromIET-SEISCON2013,IET-CEAT2016, IEEE-EECSI2019,andIEEE-CENCON2019,andfivebestpaperawardsfrom theETAEERE2016sponsoredLectureNotesinElectricalEngineering, Springer,book.HeisaFellowoftheInstitutionofEngineers,India,theInstitutionofElectronicsandTelecommunicationEngineers,India,andtheInstitutionofEngineeringandTechnology,UnitedKingdom.HeisanEditor/ AssociateEditor/EditorialBoardforrefereedjournals,inparticulartheIEEE SystemsJournal,IEEETransactiononIndustryApplications,IEEEAccess, IETPowerElectronics,IETElectronicsLetters,andWileyInternationalTransactionsonElectricalEnergySystems,SubjectEditorialBoardMember— EnergySources—EnergiesJournal,MDPI,andthesubjecteditorfortheIET RenewablePowerGeneration,IETGeneration,TransmissionandDistribution, andFACTSjournal(Canada).

Preface

Energyisabasicneedforthedevelopmentofhumanbeingsandwillalwaysbe partofthecontextofourdailylife.Anincreaseinenergydemandduetoan increaseinpopulationandutilizationhasputextrapressureontheexisting energygenerationinfrastructures.Thisburdencanonlyberesolvedbyinstallingnewpowerplantsbasedonrenewableenergyresources.Energygeneration throughrenewableenergysourcesissustainableinnature,whichminimizesthe environmentaleffect.However,anincreaseintherenewableenergygeneration sharedestabilizesthegrid.Amongalltheavailablerenewableenergysources, solarandwindenergysourcesarethedominantemergingforms,andthese powerplantshaveshortgestationperiods.Hydroandwindenergygeneration systemsconvertmechanicalpowertoelectricalpower,whereassolarenergy generationsystemsconvertsolarradiationintoelectricity.Theselectionofa particularenergysourceisgenerallymadebasedontheavailableenergydensity alongwiththetechno-economicfeasibilityoftheconversion.

Thedevelopmentincapacitybuildingforrenewableenergygenerationhas sparkedaparadigmchangeintheenergysector.Duetochangesasthesources ofenergygenerationshift,issuesofgridstabilityhavebeenaffected.The energydemandmarketacceleratestofocusoninnovativetechnologiesintegratedwithrenewableenergysystems.Variouscomplexnonlinearinteractions amongdifferentparametersdrivetheintegrationofrenewableenergywiththe grid.Artificialintelligence(AI),theInternetofthings(IoT),andcloudcomputingtechniquesarebeingutilizedtoproducemorereliableenergygenerationand tooptimizesystemperformance.

Themajortopicsinthisbookarecoveredindepth. Chapter1 isaboutthe applicationofalternativecleanenergyinthetransportationsector,energyproduction,andcooking. Chapter2 presentsadetailedanalysisofastandardIEEE 30bussystemconsideringwindandsolarasenergysources.Traditional methodslikeMonteCarlo,two-pointestimation,andTaylorseriesarealsodiscussed. Chapter3 focusesmainlyonIoET-SG,advantages,andfuturechallenges,alongwitheffectivesolutions. Chapter4 discussestheevaluationof PERC/PERT/PERLsolarcells. Chapter5 addressestheissuesofinstallinga feasibleandreliablemicro-hybridgridsysteminremoteregions. Chapter6 presentsanewoptimizationalgorithmtosolvethetechno-economicproblemof optimallocationandsizingofRES-baseddistributedgenerators(DG)inthe EDSs. Chapter7 isanoverviewofavailablerenewableenergygeneration technologies.

Chapter8 presentsanoverviewofmachinelearning(ML)applicationsin buildingenergydemandpredictionforcooling,heating,andelectricalenergy systems. Chapter9 discussesanoverviewofsolarcellcoolingtechniques, includingpassive,active,andcombinedpassive/activestrategies.Themechanismofmachinelearningfortheperformancepredictionofnonlinearsystemsis studiedintermsoftraining,validation,andtestingprocesses. Chapter10 presentsagent-based,peer-to-peer(P2P)energytrading,withdynamicinternal pricingintermsofvariousenergytradingforms,underlyingmechanisms, andmathematicalmodels.Theapplicationsandprospectsofblockchainand machinelearningtechnologiesinP2Penergytradinghavebeenreviewedto showrecentprogressandadvances. Chapter11 discussesmachinelearningbasedhybriddemand-sidecontrollers. Chapter12 discussestheclassifications ofdailypowergenerationdataofahydropowerplantusingtheunsupervised self-organizingmaps(SOM)clusteringtechniquetodecidetheenergygenerationtargetforindividualpowerplants.

Chapter13 coversbiodieselenergygenerationoptimizationtechniques. Equationresponsesurfacemethodologyisutilizedtobuildthenumericalmodel whiletheadvancedelephantswarmwatersearchalgorithm(ESWSA)isusedto testthenonlinearmodel. Chapter14 presentsasimulationmodelforoptimizing areservoirtodeterminethebest,andcorrectquantityof,futureirrigationfacilitiesthatcanbeprovidedintheproposedscheme.Itgoesontolookattheapplicabilityofsimulationinreservoirplanning. Chapter15 discussesthe performanceofhydrokineticturbinesundervariousanglesofattack(AoA) ofbladeprofile.

Thetargetaudienceofthisbookareresearchers,academicians,technical institutes,R&Dlaboratories,datascientistsworkinginthefieldsofrenewable energy,AI,cloudcomputing,IoT,microgrid,smartgrid,andwaterresources, andinvestorswhowanttoanalyzeandunderstandthechallenges,benefits,and possibilitiesavailablefortheimprovementinsystemperformance.

Chapter1

Applicationofalternativeclean energy

AdarshGaurava,SujeetKesharvania,SakshiSarathea,GauravDwivedia, GauravSainib,AnujKumarc,andKamarajNithyanandhand

aEnergyCentre, MaulanaAzadNationalInstituteofTechnology,Bhopal,India, bSchoolof AdvancedMaterials,GreenEnergyandSensorSystems, IndianInstituteofEngineeringScience andTechnologyShibpur,Howrah,WestBengal,India, cSchoolofMechanicalEngineering,Vellore InstituteofTechnology,Vellore,India, dDepartmentofAutomobileEngineering, Kongu EngineeringCollege, Erode, India

1.1Introduction

Fossilfuelsarenonrenewableenergythatemitsquantitiesofgreenhousegases andotherpollutants,whichcauseclimatechangeandglobalwarming.AccordingtoWHO-2018,8millionpeopledie(4.2millionduetoambientair+3.8 millionduetohouseholdair)everyyearduetoairpollution(Ierodiakonou etal.,2016).The IPCC(2018),sr15_chapter1,saysthatin2017globalwarming hadreachedapproximately1°C(0.8–1.2°C)abovepreindustrial(1750–1900) levels,increasingatarateof0.2°Cperdecade(2018).Thisiscausingthemeltingofglaciers,extinctionofseveralspecies,increasedthreatofwildfire, storms,anddrought,andeffectsonagricultureandcultivation,whicharevery susceptibletoclimatechangeandtemperature.Povertymayincreasedrastically becausemanypeopledependonagriculture.Furthermore,fossilfuelsare depletingrapidly.Manyresearcherspredictthat,withthepresentconsumption rate,coalwilllikelybeexhaustedbytheyear2090,oilwillhaverunoutby 2052,andgasby2060.AccordingtotheWHO-2018report,theamountsof CO2,N2O,andCH4 in2018were407.8 0.1ppm,N2Oat331.1 0.1ppb, and1869 2ppb,respectively;thesevalueshavingincreasedby147%, 123%,and259%,respectively,frompreindustrial(before1750)levels (WorldMeteorologicalOrganizationandGlobalAtmosphereWatch,2019). Thehumanpopulationhasincreasedtomorethan7.5billion,sotheenergy demandhasalsoincreased.Inordertomitigatepollutionandreleasegreenhousegasestomeetourenergydemand,theneedforcleansourcesofenergy isrequired.

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