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Toward Connected, Cooperative and Intelligent IoV : Frontier Technologies and Applications / by Kai Liu, Penglin Dai, Victor C.S. Lee, Joseph Kee-Yin Ng, Sang Hyuk Son.

Springer Nature - Springer Computer Science eBooks 2024 English International Available online

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Format:
Book
Author/Creator:
Liu, Kai.
Contributor:
Dai, Penglin.
Lee, Victor C. S.
Ng, Joseph Kee-Yin.
Son, Sang Hyuk.
Series:
Computer Science Series
Language:
English
Subjects (All):
Mobile computing.
Cooperating objects (Computer systems).
Mathematical optimization.
Algorithms.
Internet of things.
Machine learning.
Mobile Computing.
Cyber-Physical Systems.
Discrete Optimization.
Design and Analysis of Algorithms.
Internet of Things.
Machine Learning.
Local Subjects:
Mobile Computing.
Cyber-Physical Systems.
Discrete Optimization.
Design and Analysis of Algorithms.
Internet of Things.
Machine Learning.
Physical Description:
1 online resource (327 pages)
Edition:
1st ed. 2024.
Place of Publication:
Singapore : Springer Nature Singapore : Imprint: Springer, 2024.
Summary:
This book offers a comprehensive introduction to technological advances in Internet of Vehicles (IoV), including vehicular communications, vehicular system architectures, data dissemination algorithms, resource allocation schemes, and AI-enabled applications. It focuses on the state-of-the-art IoV with regard to three major directions, namely networking, cooperation, and intelligence, including advanced wireless communication technologies, algorithm theory, optimization mechanisms, and AI technologies. In addition, the book includes a number of case studies with system prototype implementation and hands-on experiments in IoV, making it suitable both as a technical reference work for professionals and as a textbook for graduate students.
Contents:
Part I. Introduction
Chapter 1. Background of IoV
Chapter 2. State-of-the-Art
Part II. Connected IoV: Vehicular Communications and Data Dissemination
Chapter 3. Data Dissemination via I2V/V2V Communications in Software Defined Vehicular Networks
Chapter 4. Network Coding Assisted Data Broadcast in Large-Scale Vehicular Networks
Chapter 5. Fog Computing Empowered Data Dissemination in Heterogeneous Vehicular Networks
Chapter 6. Temporal Data Uploading and Dissemination in Real-time Vehicular Networks
Part III Cooperative IoV: End-Edge-Cloud Cooperative Scheduling and Optimization
Chapter 7. Convex Optimization on Vehicular End-Edge-Cloud Cooperative Task Offloading
Chapter 8. An Approximation Algorithm for Joint Data Uploading and Task Offloading in IoV
Chapter 9. Distributed Task Offloading and Workload Balancing in IoV
Part IV. Intelligent IoV: Key Enabling Technologies in Vehicular Edge Intelligence
Chapter 10. Toward Timely and Reliable DNN Inference in Vehicular Edge Intelligence
Chapter 11. Deep Q-learning based Adaptive Multimedia Streaming in Vehicular Edge Intelligence
Chapter 12. A Multi-agent Multi-objective Deep Reinforcement Learning Solution for Digital Twin in Vehicular Edge Intelligence
Part V. Case Studies
Chapter 13. See Through System
Chapter 14. Non-Line-of-Sight Collision Warning System
Chapter 15. Proactive Traffic Abnormity Warning System
Chapter 16. UAV-assisted Pedestrian Detection System
Chapter 17. Vehicular Indoor Localization and Tracking System
Part VI. Conclusion and Future Directions
Chapter 18. Conclusion
Chapter 19. Future Directions.
Notes:
Description based on publisher supplied metadata and other sources.
ISBN:
9789819996476
9819996473
OCLC:
1427067575

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