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Intelligent Computing and Communication for the Internet of Vehicles
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Technology & EngineeringNetworking
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ISBN13: 9783031228612
Publisher: Springer Nature
Pages: 94
Weight: 0.32
Height: 0.19 Width: 6.14 Depth: 9.21
Language: English
1.1 Internet of Vehicles (IoV)
1.2 IoV Use Cases
1.3 Network Characteristics in IoV
1.4 Outline of the MonographReferences
2 Overview of Communication and Computing in IoV
2.1 Communication and Computing in IoV2.2 V2X Communication Protocols
2.3 Vehicular Computing Resource Scheduling
References
3 Protocol Design for Safety Message Broadcast
3.1 Communication in Safety Message Broadcast
3.2 Network Scenario
3.2.1 Basic Settings
3.2.2 Features of Safety Message Broadcast
3.2.3 Assumptions
3.3 CIDC: A Distributed and Adaptive MAC Design3.3.1 Messaging Mechanism Design
3.3.2 Contention Intensity Estimation Method
3.3.3 Channel Access Mechanism Design
3.4 CIDC: Network-Perspective Modeling
3.5 CIDC: Performance Analysis
3.5.1 Basic Features
3.5.2 Packet-to-Slot Ratio3.5.3 Contention Intensity and Contention Delay
3.5.4 Collision Conditions and Probability
3.6 Performance Evaluation
vii
viii Contents
3.6.1 Performance with Accurate Contention Intensity
Estimation
3.6.2 A Comparison of Analytical and Numerical Results
3.6.3 Performance under Contention Intensity Estimation
Errors
3.7 SummaryReferences
4 Computing Scheduling for Autonomous Driving
4.1 Computing in Autonomous Driving
4.2 System Model
4.2.1 Network Model
4.2.2 Computing Scheduling Scenarios
4.2.3 Age of Computing Results4.3 Adaptive Computing Resource Scheduling
4.3.1 Restless Multi-armed Bandit Formulation
4.3.2 Indexability and Index Policy
4.4 Machine Learning-based Scheduling Policy
4.4.1 DRL-assisted Scheduling
4.4.2 Scheduling Scheme for Asynchronous Offloading
4.5 Performance Evaluation4.5.1 Numerical Results
4.5.2 Simulation in a Real Dataset
4.6 Summary
References
5 Conclusions
5.1 Conclusions on Intelligent Computing and Communication
in IoV
5.2 Open Research Problems
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