Intelligent Computing and Communication for the Internet of Vehicles
portes grátis
Intelligent Computing and Communication for the Internet of Vehicles
Gao, Jie; Li, Mushu; Zhao, Lian; Shen, Xuemin (Sherman)
Springer International Publishing AG
01/2023
82
Mole
Inglês
9783031228599
15 a 20 dias
157
Descrição não disponível.
1 Introduction.- 1.1 Internet of Vehicles (IoV).- 1.2 IoV Use Cases.- 1.3 Network Characteristics in IoV.- 1.4 Outline of the Monograph.- References.- 2 Overview of Communication and Computing in IoV.- 2.1 Communication and Computing in IoV.- 2.2 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 Design.- 3.3.1 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 Ratio.- 3.5.3 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 Summary.- References.- 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 Results.- 4.3 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 Evaluation.- 4.5.1 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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Internet of Vehicles;Resource Management;Safety Message Broadcast;MAC Design;Autonomous Driving;Computing Scheduling;Mobile Edge Computing;Restless Multi-Armed Bandit;Delay Modeling;Machine Learning;Vehicle-to-Everything (V2X);Protocol Design
1 Introduction.- 1.1 Internet of Vehicles (IoV).- 1.2 IoV Use Cases.- 1.3 Network Characteristics in IoV.- 1.4 Outline of the Monograph.- References.- 2 Overview of Communication and Computing in IoV.- 2.1 Communication and Computing in IoV.- 2.2 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 Design.- 3.3.1 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 Ratio.- 3.5.3 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 Summary.- References.- 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 Results.- 4.3 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 Evaluation.- 4.5.1 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.
Este título pertence ao(s) assunto(s) indicados(s). Para ver outros títulos clique no assunto desejado.
