Smart Edge Computing
An Operation Research Perspective
Herausgeber: Chakraborty, Rajdeep; Chatterjee, Prasenjit; Choudhury, Tanupriya; Mandal, Jyotsna Kumar; Ghosh, Anupam
Smart Edge Computing
An Operation Research Perspective
Herausgeber: Chakraborty, Rajdeep; Chatterjee, Prasenjit; Choudhury, Tanupriya; Mandal, Jyotsna Kumar; Ghosh, Anupam
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This book pioneers the synergy between state-of-the-art edge computing technologies and the power of operations research. It comprehensively explores real-world applications, demonstrating how various operations' research techniques enhance edge computing's efficiency, reliability and resource allocation. Innovative solutions for dynamic task scheduling, load balancing and data management, all tailored to the unique challenges of edge environments, are displayed. Starting with operation research methodologies with foundations, applications and research challenges in edge computing and an…mehr
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- Produktdetails
- Verlag: Wiley
- Seitenzahl: 272
- Erscheinungstermin: 19. März 2024
- Englisch
- Abmessung: 234mm x 156mm x 16mm
- Gewicht: 558g
- ISBN-13: 9781786308634
- ISBN-10: 1786308630
- Artikelnr.: 69921990
- Verlag: Wiley
- Seitenzahl: 272
- Erscheinungstermin: 19. März 2024
- Englisch
- Abmessung: 234mm x 156mm x 16mm
- Gewicht: 558g
- ISBN-13: 9781786308634
- ISBN-10: 1786308630
- Artikelnr.: 69921990
Introduction to Operations Research Methodologies 1 Trishit BANERJEE and
Arup DASGUPTA 1.1 Introduction 1 1.2 Decision-making framework/models for
operations research 3 1.3 Operations research in IoT, IIoT, edge and smart
edge computing, sensor data 8 1.4 Paradigms and procedures 11 1.5
Conclusion 18 1.6 References 19 Chapter 2 Edge Computing: The Foundation,
Emergence and Growing Applications 25 P.K PAUL 2.1 Introduction 25 2.2
Objective of the work 27 2.3 Methods adopted 27 2.4 Edge computing and edge
cloud: basics 27 2.5 Edge computing and edge devices 29 2.6 Edge computing:
working fashions, buying and deploying and 5G 29 2.7 Functions and features
of edge computing 30 2.8 Edge computing: applications and examples 32 2.9
Drawbacks, obstacles and issues in edge computing 38 2.10 Edge computing,
cloud computing and Internet of Things: some concerns 39 2.11 Future and
emergence of edge computing 41 2.12 Conclusion 42 2.13 Acknowledgment 43
2.14 References 43 Chapter 3 Utilization of Edge Computing in Digital
Education: A Conceptual Overview 47 Ritam CHATTERJEE 3.1 Introduction 47
3.2 Objectives 48 3.3 Methodology used 49 3.4 Digital education 49 3.5
Education and information science 49 3.6 Edge computing 51 3.7 Conclusion
61 3.8 Acknowledgment 61 3.9 References 61 Chapter 4 Edge Computing with
Operations Research Using IoT Devices in Healthcare: Concepts, Tools,
Techniques and Use Cases 65 Shalini RAMANATHAN, Mohan RAMASUNDARAM, Tauheed
KHAN MOHD and Anabel PINEDA-BRISENO 4.1 Overview 66 4.2 The smartness of
edge across artificial intelligence with the IoT 68 4.3 Promising
approaches in edge healthcare system 74 4.4 Impact of smartphones on edge
computing 77 4.5 Tools, techniques and use cases 84 4.6 Significant
forthcomings of edge healthcare IoT 89 4.7 Software and hardware companies
developing healthcare tools 90 4.8 Summary 90 4.9 References 91 Chapter 5
Performance Measures in Edge Computing Using the Queuing Model 97 Shillpi
MISHRRA 5.1 Introduction 97 5.2 Methodology 100 5.3 Conclusion 109 5.4
Future scope 109 5.5 References 109 Chapter 6 A Smart Payment Transaction
Procedure by Smart Edge Computing 113 Animesh UPADHYAYA, Koushik
MUKHOPADHYAY, Amejul ISLAM, Shaon Kalyan MODAK and Debdutta PAL 6.1
Introduction 113 6.2 Related works 115 6.3 Ethereum 116 6.4 Ethereum's
components 118 6.5 General-purpose blockchains to decentralized
applications (DApps) 120 6.6 Ether currency units 121 6.7 Ethereum wallet
121 6.8 A simple contract: a test Ether faucet 123 6.9 Ethereum clients 125
6.10 Conclusion 129 6.11 References 129 Chapter 7 Statistical Learning
Approach for the Detection of Abnormalities in Cancer Cells for Finding
Indication of Metastasis 133 Soumen SANTRA, Dipankar MAJUMDAR and Surajit
MANDAL 7.1 Introduction 133 7.2 Edge computation: a new era 137 7.3 Impact
of edge computation in cancer treatment 138 7.4 Assessment parameters
operational methodologies 139 7.5 Shape descriptor analysis: statistical
approach 141 7.6 Results and discussion 141 7.7 Conclusion 145 7.8
References 146 Chapter 8 Overcoming the Stigma of Alzheimer's Disease by
Means of Natural Language Processing as well as Blockchain Technologies 149
Kaveri BANERJEE, Priyanka BHATTACHARYA, Sandip ROY and Rajesh BOSE 8.1
Introduction 150 8.2 Alzheimer's disease 152 8.3 Alzheimer's disease types
153 8.4 NLP in chat-bots/AI companions 155 8.5 Proposed methodologies for
reduction of stigma 158 8.6 Blockchain technology for securing all medical
data 160 8.7 Conclusion 170 8.8 Future scope 170 8.9 Acknowledgments 171
8.10 References 171 Chapter 9 Computer Vision-based Edge Computing System
to Detect Health Informatics for Oral Pre-Cancer 175 Animesh UPADHYAYA,
Vertika RAI, Surajit BOSE, Dipankar BHATTACHARYA and Jayanta CHATTOPADHYAY
9.1 Introduction 175 9.2 Related works 177 9.3 Materials and methods 177
9.4 Results 183 9.5 Conclusion 185 9.6 References 186 Chapter 10 A Study of
Ultra-lightweight Ciphers and Security Protocol for Edge Computing 189
Debasmita PAUL, Aheli ACHARYA and Debajyoti GUHA 10.1 Introduction 189 10.2
Ultra-lightweight ciphers 192 10.3 Ultra-lightweight security protocols 203
10.3.4 Comparison between LEAP, MIFARE and RFB protocols 210 10.4
Conclusion 211 10.5 References 213 Chapter 11 A Study on Security
Protocols, Threats and Probable Solutions for Internet of Things Using
Blockchain 215 Debajyoti GUHA 11.1 Introduction 216 11.2 IoT architecture
and security challenges 217 11.3 Security threat classifications 218 11.4
Security solutions for IoT 221 11.5 Blockchain-based IoT paradigm: security
and privacy issues 224 11.6 IoT Messaging Protocols 226 11.7 Advantages of
edge computing 230 11.8 Conclusion 231 11.9 References 231 List of Authors
237 Index 241
Introduction to Operations Research Methodologies 1 Trishit BANERJEE and
Arup DASGUPTA 1.1 Introduction 1 1.2 Decision-making framework/models for
operations research 3 1.3 Operations research in IoT, IIoT, edge and smart
edge computing, sensor data 8 1.4 Paradigms and procedures 11 1.5
Conclusion 18 1.6 References 19 Chapter 2 Edge Computing: The Foundation,
Emergence and Growing Applications 25 P.K PAUL 2.1 Introduction 25 2.2
Objective of the work 27 2.3 Methods adopted 27 2.4 Edge computing and edge
cloud: basics 27 2.5 Edge computing and edge devices 29 2.6 Edge computing:
working fashions, buying and deploying and 5G 29 2.7 Functions and features
of edge computing 30 2.8 Edge computing: applications and examples 32 2.9
Drawbacks, obstacles and issues in edge computing 38 2.10 Edge computing,
cloud computing and Internet of Things: some concerns 39 2.11 Future and
emergence of edge computing 41 2.12 Conclusion 42 2.13 Acknowledgment 43
2.14 References 43 Chapter 3 Utilization of Edge Computing in Digital
Education: A Conceptual Overview 47 Ritam CHATTERJEE 3.1 Introduction 47
3.2 Objectives 48 3.3 Methodology used 49 3.4 Digital education 49 3.5
Education and information science 49 3.6 Edge computing 51 3.7 Conclusion
61 3.8 Acknowledgment 61 3.9 References 61 Chapter 4 Edge Computing with
Operations Research Using IoT Devices in Healthcare: Concepts, Tools,
Techniques and Use Cases 65 Shalini RAMANATHAN, Mohan RAMASUNDARAM, Tauheed
KHAN MOHD and Anabel PINEDA-BRISENO 4.1 Overview 66 4.2 The smartness of
edge across artificial intelligence with the IoT 68 4.3 Promising
approaches in edge healthcare system 74 4.4 Impact of smartphones on edge
computing 77 4.5 Tools, techniques and use cases 84 4.6 Significant
forthcomings of edge healthcare IoT 89 4.7 Software and hardware companies
developing healthcare tools 90 4.8 Summary 90 4.9 References 91 Chapter 5
Performance Measures in Edge Computing Using the Queuing Model 97 Shillpi
MISHRRA 5.1 Introduction 97 5.2 Methodology 100 5.3 Conclusion 109 5.4
Future scope 109 5.5 References 109 Chapter 6 A Smart Payment Transaction
Procedure by Smart Edge Computing 113 Animesh UPADHYAYA, Koushik
MUKHOPADHYAY, Amejul ISLAM, Shaon Kalyan MODAK and Debdutta PAL 6.1
Introduction 113 6.2 Related works 115 6.3 Ethereum 116 6.4 Ethereum's
components 118 6.5 General-purpose blockchains to decentralized
applications (DApps) 120 6.6 Ether currency units 121 6.7 Ethereum wallet
121 6.8 A simple contract: a test Ether faucet 123 6.9 Ethereum clients 125
6.10 Conclusion 129 6.11 References 129 Chapter 7 Statistical Learning
Approach for the Detection of Abnormalities in Cancer Cells for Finding
Indication of Metastasis 133 Soumen SANTRA, Dipankar MAJUMDAR and Surajit
MANDAL 7.1 Introduction 133 7.2 Edge computation: a new era 137 7.3 Impact
of edge computation in cancer treatment 138 7.4 Assessment parameters
operational methodologies 139 7.5 Shape descriptor analysis: statistical
approach 141 7.6 Results and discussion 141 7.7 Conclusion 145 7.8
References 146 Chapter 8 Overcoming the Stigma of Alzheimer's Disease by
Means of Natural Language Processing as well as Blockchain Technologies 149
Kaveri BANERJEE, Priyanka BHATTACHARYA, Sandip ROY and Rajesh BOSE 8.1
Introduction 150 8.2 Alzheimer's disease 152 8.3 Alzheimer's disease types
153 8.4 NLP in chat-bots/AI companions 155 8.5 Proposed methodologies for
reduction of stigma 158 8.6 Blockchain technology for securing all medical
data 160 8.7 Conclusion 170 8.8 Future scope 170 8.9 Acknowledgments 171
8.10 References 171 Chapter 9 Computer Vision-based Edge Computing System
to Detect Health Informatics for Oral Pre-Cancer 175 Animesh UPADHYAYA,
Vertika RAI, Surajit BOSE, Dipankar BHATTACHARYA and Jayanta CHATTOPADHYAY
9.1 Introduction 175 9.2 Related works 177 9.3 Materials and methods 177
9.4 Results 183 9.5 Conclusion 185 9.6 References 186 Chapter 10 A Study of
Ultra-lightweight Ciphers and Security Protocol for Edge Computing 189
Debasmita PAUL, Aheli ACHARYA and Debajyoti GUHA 10.1 Introduction 189 10.2
Ultra-lightweight ciphers 192 10.3 Ultra-lightweight security protocols 203
10.3.4 Comparison between LEAP, MIFARE and RFB protocols 210 10.4
Conclusion 211 10.5 References 213 Chapter 11 A Study on Security
Protocols, Threats and Probable Solutions for Internet of Things Using
Blockchain 215 Debajyoti GUHA 11.1 Introduction 216 11.2 IoT architecture
and security challenges 217 11.3 Security threat classifications 218 11.4
Security solutions for IoT 221 11.5 Blockchain-based IoT paradigm: security
and privacy issues 224 11.6 IoT Messaging Protocols 226 11.7 Advantages of
edge computing 230 11.8 Conclusion 231 11.9 References 231 List of Authors
237 Index 241