Intelligent Edge Computing for Cyber Physical Applications

399 Pages·2023·15.833 MB·English

by  D. Jude Hemanth, B. B. Gupta, Mohamed Elhoseny, Swati Vijay Shinde

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Intelligent Edge Computing for Cyber Physical Applications 

Edited by 

D. Jude Hemanth 
Karunya University, Coimbatore, Tamil Nadu, India 

Brij B. Gupta 
International Center for AI and Cyber Security Research and Innovations, & De- 
partment of Computer Science and Information Engineering, Asia University, 
Taichung, Taiwan 

Mohamed Elhoseny 
College of Computer Information Technology, American University in the Emi- 
rates, Dubai, UAE 

Swati Vijay Shinde 
Pimpri Chinchwad College of Engineering 

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Table of Contents 

Cover Image 

Title page 

Copyright 

List of contributors 

Chapter 1. Introduction to different computing paradigms: cloud computing, 
fog computing, and edge computing 

Abstract 

1.1 Introduction 

1.2 Computing paradigms: cloud, fog, and edge computing 

1.3 Cloud computing 

1.4 Fog computing 

1.5 Edge computing 

1.6 Challenges of edge computing 

1.7 Conclusion 

References 

Chapter 2. Supervised machine learning techniques to protect IoT health- 
care environment against cyberattacks 

Abstract 

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2.1 Introduction 

2.2 Background 

2.3 Problems in healthcare systems 

2.4 Recent research in cybersecurity and health informatics 

2.5 Supervised machine learning techniques in detecting malicious 
behavior in health informatics 

2.6 Challenges and research areas 

2.7 Conclusion 

References 

Chapter 3. Design of a novel privacy preservation based cyber security sys- 
tem framework for secure medical data transactions in cloud storage 

Abstract 

3.1 Introduction 

3.2 System model 

3.3 Results and discussions 

3.4 Conclusion 

References 

Chapter 4. IoT-based BIM integrated model for energy and water manage- 
ment in smart homes 
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Abstract 

4.1 Introduction

4.2 Background 

4.3 Methodology 

4.4 Results and discussion 

4.5 Summary and conclusions 

References 

Chapter 5. Reliable data sharing in medical cyber physical system using fog 
computing 

Abstract 

5.1 Introduction 

5.2 Related works 

5.3 Complexity assumptions 

5.4 Formal model of proposed IBPSC-MCPC-FC scheme 

5.5 Proposed identity based proxy signcryption for MCPS using fog 
computing 

5.6 Security analysis of the proposed scheme 

5.7 Conclusion 

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References 

Chapter 6. Secure medical image storage and retrieval for Internet of med- 
ical imaging things using blockchain-enabled edge computing 

Abstract 

6.1 Introduction 

6.2 Internet of Things 

6.3 Edge computing 

6.4 Blockchain 

6.5 Medical imaging modalities with the Internet of Things 

6.6 Challenges and opportunities in blockchain-based IoMIT 

6.7 Summary and conclusion 

References 

Chapter 7. Lane detection and path prediction in autonomous vehicle using 
deep learning 

Abstract 

7.1 Introduction 

7.2 ResNet architecture 

7.3 Conclusions 

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References 

Chapter 8. Intelligent autopilot fire extinguishing robot 

Abstract 

8.1 Introduction 

8.2 Proposed system: materials and methodology 

8.3 Implementation 

8.4 Experimental results and discussion 

8.5 Conclusion 

References 

Chapter 9. Applicability of edge computing paradigm for Covid-19 miti- 
gation 

Abstract 

9.1 Introduction 

9.2 Personal computing devices 

9.3 Edge computing 

9.4 Proposed work 

9.5 Cloud computing 

9.6 Conclusion 
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Author’s contributions 

Disclosure 

Funding 

Ethical approval 

Patient consent for publication 

Declaration of competing interest 

References 

Chapter 10. Design and implementation of UWB-based cyber-physical sys- 
tem for indoor localization in an industry environment 

Abstract 

10.1 Introduction 

10.2 Role of UWB in industry 4.0 

10.3 Methodology 

10.4 Device characteristics 

10.5 Experimental results 

10.6 Conclusion 

10.7 Characteristics summary 

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Acknowledgement 

References 

Chapter 11. Application of intelligent edge computing and machine learning 
algorithms in MBTI personality prediction 

Abstract 

11.1 Introduction 

11.2 Literature survey 

11.3 Model architecture 

11.4 Materials and methods 

11.5 Results and discussion 

11.6 Conclusion and future works 

References 

Further reading 

Chapter 12. Techniques applied to increase soil fertility in smart agriculture 

Abstract 

12.1 Introduction 

12.2 Related work 

12.3 Different approaches for improving soil fertility 
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12.4 Government programs to promote organic farming in India 

12.5 Methodology 

12.6 Model comparision and evaluation 

12.7 Conclusion 

References 

Index 
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