Paper Info
Title
Game Theory for Distributed IoV Task Offloading With Fuzzy Neural Network in Edge Computing
Abstract
The development of the Internet of vehicles (IoV) has spawned a series of driving assistance services (e.g., collision warning), which improves the safety and intelligence of transportation. In IoV, the driving assistance services need to be met in time due to the rapid speed of vehicles. By introducing edge computing into the IoV, the insufficiency of local computation resources in vehicles is improved, providing high quality services for users. Nevertheless, the resources provided by edge servers are often limited, which fail to meet all the needs of users in IoV simultaneously. Thereby, how to minimize the tasks processing latency of users in the case of limited edge server resources is still a challenge. To handle the above problem, a task offloading scheme fuzzy-task-offloading-and-resource-allocation (F-TORA) based on Takagi–Sugeno fuzzy neural network (T–S FNN) and game theory is designed. Primarily, the cloud server predicts the future traffic flow of each section through T–S FNN and transmits the prediction results to the roadside units (RSUs). Then, the RSU adjusts the current load based on the captured future traffic flow data. After the load balancing of each RSU, the optimal task offloading strategy is determined for the users by game theory. Following, the edge server acts as an agent to allocate computing resources for the offloaded tasks by <inline-formula xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink"><tex-math notation="LaTeX">$Q$</tex-math></inline-formula> -learning algorithm. Finally, the robust performance of the proposed method is validated by comparative experiments.
Year
DOI
Venue
2022
10.1109/TFUZZ.2022.3158000
IEEE Transactions on Fuzzy Systems
Keywords
DocType
Volume
Edge computing (EC),fuzzy neural network (FNN),game theory,task offloading
Journal
30
Issue
ISSN
Citations 
11
1063-6706
0
PageRank 
References 
Authors
0.34
27
8
Name
Order
Citations
PageRank
Xu Xiaolong142464.23
Qinting Jiang210.69
Peiming Zhang300.34
Xuefei Cao401.01
Mohammad R. Khosravi510.69
Linss T. Alex600.34
Qi Lianyong78012.65
Wanchun Dou887896.01