IoT Edge Intelligence
Samenvatting
This book explores fundamental and advanced concepts related to the AI-enabled Edge Technology paradigm, also known as Edge Intelligence, within the framework of the Internet of Things (IoT). Expanding the application of Edge computing is increasingly necessary. This can involve exploring automated, intelligent computational learning theorems, and ANN-oriented, trustworthy machine learning perspectives to enhance computational intelligence. The book functions as a valuable resource for professionals in the sector and also acts as a comprehensive learning tool for newcomers in the field of AI-enabled Edge Technologies and their applications, covering both fundamental and advanced concepts. This book uses data and network engineering and intelligent decision support system-by-design principles to design a reliable IoT edge-cloud ecosystem and to implement cyber-physical pervasive infrastructure solutions. The book will help readers understand the design architecture and AI algorithms and learn analytics through IoT edge, device-edge and the state-of-the-art in cloud-IoT countermeasures. The book is a valuable reference for anyone doing undergraduate or postgraduate studies, conducting research, or working in the computer science, information technology, electronics engineering, and complicated mathematical modeling domains.
Specificaties
Inhoudsopgave
Approach based on Policies.- Chapter 6 Unsupervised Time Series Anomaly Detection for Edge Computing Applications - A Review.- Part 2 Security and Privacy paradigm.- Chapter 7 Secure, Trusted, Privacy-Protected Data Exchange in an Edge-Cloud Continuum Environment.- Chapter 8 Security, Privacy, Trust and Provenance issues in Internet of Things based Edge Environment.- Chapter 9 Secure Neural Network Inference for Edge Intelligence: Implications of Bandwidth and Energy Constraints.- Part 3 Applications.- Chapter 10 Internet of Things in Intelligent Transportation Systems.- Chapter 11 IoT- Driven Analytics and Edge Intelligence in Autonomous Navigation Systems.- Chapter 12 Edge-AI for Monitoring Air Pollution from Urban Waste Incineration : A Survey.- Chapter 13 Enabling Artificial Intelligence on IoT Edge: Smart Approaches and Solutions for Providing Remote Dental and Medical Services.</p>