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Sensors, Cloud, and Fog: The Enabling Technologies for the Internet of Things PDF

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Sensors, Cloud, and Fog: The Enabling Technologies for the Internet of Things Sensors, Cloud, and Fog: The Enabling Technologies for the Internet of Things Sudip Misra Subhadeep Sarkar Subarna Chatterjee CRCPress Taylor&FrancisGroup 6000BrokenSoundParkwayNW,Suite300 BocaRaton,FL33487-2742 ©2019byTaylor&FrancisGroup,LLC CRCPressisanimprintofTaylor&FrancisGroup,anInformabusiness NoclaimtooriginalU.S.Governmentworks Printedonacid-freepaper InternationalStandardBookNumber-13:978-0-3671-9612-7(Hardback) This book contains information obtained from authentic and highly regarded sources. Reasonable efforts have been made to publish reliable data and information, but the author and publisher cannot assume responsibilityforthevalidityofallmaterialsortheconsequencesoftheiruse.Theauthorsandpublishers haveattemptedtotracethecopyrightholdersofallmaterialreproducedinthispublicationandapologize tocopyrightholdersifpermissiontopublishinthisformhasnotbeenobtained.Ifanycopyrightmaterial hasnotbeenacknowledgedpleasewriteandletusknowsowemayrectifyinanyfuturereprint. Except as permitted under U.S. Copyright Law, no part of this book may be reprinted, reproduced, transmitted,orutilizedinanyformbyanyelectronic,mechanical,orothermeans,nowknownorhereafter invented,includingphotocopying,microfilming,andrecording,orinanyinformationstorageorretrieval system,withoutwrittenpermissionfromthepublishers. Forpermissiontophotocopyorusematerialelectronicallyfromthiswork,pleaseaccesswww.copyright.com (www.copyright.com/) or contact the Copyright Clearance Center, Inc. (CCC), 222 Rosewood Drive, Danvers, MA 01923, 978-750-8400. CCC is a not-for-profit organization that provides licenses and registration for a variety of users. For organizations that have been granted a photocopy license by the CCC,aseparatesystemofpaymenthasbeenarranged. TrademarkNotice:Productorcorporatenamesmaybetrademarksorregisteredtrademarks,andareused onlyforidentificationandexplanationwithoutintenttoinfringe. LibraryofCongressCataloging-in-PublicationData Names:Misra,Sudip,author.|Sarkar,Subhadeep,author.|Chatterjee,Subarna,author. Title:Sensors,cloud,andfog:theenablingtechnologiesfortheinternetofthings/SudipMisra, SubhadeepSarkar,SubarnaChatterjee. Description:BocaRaton:Taylor&Francis,aCRCtitle,partoftheTaylor&Francisimprint, amemberoftheTaylor&FrancisGroup,theacademicdivisionofT&FInforma,plc,2019.| Includesbibliographicalreferences. Identifiers:LCCN2019020922(print)|ISBN9780367196127(pb:acid-freepaper) Subjects:LCSH:Internetofthings. Classification:LCCTK5105.8857.M572019(print)|LCCTK5105.8857 (ebook)| DDC004.67/8–dc23 LCrecordavailableathttps://lccn.loc.gov/2019020922 LCebookrecordavailableathttps://lccn.loc.gov/2019981504 VisittheTaylor&FrancisWebsiteat www.taylorandfrancis.com andtheCRCPressWebsiteat www.crcpress.com Dedicated to Our Families Contents Foreword.....................................................................................................xiii Preface ..........................................................................................................xv Acknowledgments ........................................................................................xix AbouttheAuthors........................................................................................xxi PARTI INTRODUCTION 1 HistoryandEvolutionofCloudComputing .....................................3 1.1 Introduction ..................................................................................3 1.1.1 ClassificationofCloudComputing ....................................4 1.1.2 CloudComputingDeploymentModels .............................4 1.1.3 CloudComputingServiceModels......................................6 1.2 ComputationinCloud ..................................................................7 1.2.1 ResourceManagement........................................................8 1.2.2 Virtualization....................................................................11 1.2.3 GreenComputing.............................................................16 1.3 CloudApplications......................................................................17 1.4 Summary .....................................................................................18 Reference .....................................................................................19 2 SensorNetworksandtheCloud ......................................................25 2.1 WirelessSensorNetworks............................................................26 2.1.1 BackgroundandEvolution ...............................................26 2.1.2 DesignofaSensorNode...................................................32 2.1.3 ApplicationsofSensorNetworks ......................................33 2.1.4 ChallengesandConstraints...............................................34 2.2 UnificationofWSNswithCloud:DawnofaNewEra ...............36 2.2.1 TheSignificanceofCloudComputing .............................36 2.2.2 HowDoesIntegrationWork?ExampleScenarios.............37 2.2.3 Challenges ........................................................................40 2.3 Summary .....................................................................................41 Reference .....................................................................................43 vii ■ viii Contents 3 IntroductiontotheInternetofThings ............................................47 3.1 InceptionandBackground...........................................................48 3.1.1 Definition.........................................................................48 3.1.2 Characteristics...................................................................50 3.2 IoTMiddleware...........................................................................52 3.3 IoTApplications..........................................................................54 3.3.1 Healthcare ........................................................................55 3.3.2 SmartCityApplications....................................................55 3.3.3 SmartHome.....................................................................55 3.3.4 Telecommunication..........................................................56 3.3.5 SupplyChainManagement ..............................................56 3.4 OpenResearchChallengesandFutureTrends.............................56 3.5 Summary .....................................................................................59 Reference .....................................................................................60 PART2 THESENSOR-CLOUDPARADIGM 4 TheSensor-Cloudvs.SensorsandtheCloud ..................................65 4.1 WhatIstheSensor-Cloud? ..........................................................66 4.2 BackgroundoftheSensor-Cloud.................................................67 4.2.1 MotivationoftheSensor-Cloud .......................................67 4.2.2 ActorsoftheSensor-Cloud...............................................68 4.2.3 ArchitectureoftheSensor-Cloud......................................69 4.2.4 ViewsoftheSensor-Cloud................................................70 4.3 SensorVirtualization....................................................................73 4.3.1 ConfigurationsofVirtualization .......................................73 4.3.2 CharacterizationofVirtualization.....................................74 4.4 Sensor-CloudApplications...........................................................76 4.4.1 CaseStudies......................................................................76 4.5 SomeInsights ..............................................................................79 4.5.1 PerformanceMetrics.........................................................79 4.5.2 PerformanceEvaluation....................................................81 4.6 Summary .....................................................................................84 Reference .....................................................................................86 5 DataFlowintheSensor-Cloud........................................................89 5.1 Introduction ................................................................................89 5.2 CompositionofaVirtualSensor..................................................89 5.2.1 AlgorithmsforOptimalComposition...............................91 5.2.2 CoV-I:CompositionofVSwithintheSameRegion ........91 5.2.3 CoV-II:CompositionofVSandVSGacross MultipleRegions ..............................................................92 ■ Contents ix 5.2.4 PerformanceEvaluationofCoVs......................................93 5.3 DataManagement .......................................................................94 5.3.1 DataCaching....................................................................94 5.3.2 DataTransmission..........................................................101 5.4 Summary ...................................................................................110 Reference ...................................................................................112 6 PricingandNetworkingintheSensor-Cloud................................115 6.1 ScenarioforPricing....................................................................116 6.2 TheModelforPricing ...............................................................116 6.2.1 AssumptionsoftheModel..............................................117 6.3 pH:PricingAttributedtoHardware..........................................119 6.3.1 SelectionoftheNextHopNode ....................................119 6.3.2 Context-AwarePricing....................................................120 6.4 pI:PricingAttributedtoInfrastructure......................................121 6.5 Real-LifeApplicability:ACaseStudy ........................................123 6.6 Networking................................................................................123 6.7 SystemDescription....................................................................126 6.8 FormalDefinitionoftheProblem..............................................126 6.9 ComplexityAnalysis ..................................................................129 6.10 Summary...................................................................................130 Reference...................................................................................131 7 Sensor-CloudforInternetofThings..............................................133 7.1 Introduction ..............................................................................133 7.2 EnablingIoTthroughSensor-Cloud..........................................134 7.2.1 ContributionsthroughArchitecture................................134 7.2.2 ContributionsthroughFunctionalities............................137 7.2.3 ContributionsthroughtheLifeCycle.............................137 7.3 Summary ...................................................................................139 Reference ...................................................................................141 PARTIII FROMTHECORETOTHEEDGE:FOG 8 Fog:TheNext-GenCloud .............................................................145 8.1 IntroductiontoFogComputing................................................146 8.1.1 WhereDoesCloudComputingFallShort? ....................147 8.1.2 Definition.......................................................................149 8.1.3 FogversusOtherComputingParadigms ........................151 8.1.4 WhereThereIsFog,ThereIsCloud ..............................158 8.2 CharacteristicsofFogComputing .............................................160

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