Joint task offloading and resource allocation for vehicle edge computing DOI
J.W.S. Liu, Linbo Zhai

The Computer Journal, Год журнала: 2025, Номер unknown

Опубликована: Май 14, 2025

Abstract As autonomous driving and in-vehicle applications develop rapidly, vehicles face significant computing challenges. In order to address this issue, vehicle edge (VEC) has emerged. paper, we study the issue of time delay energy consumption for task offloading in VEC systems. Considering varying resources changes position due mobility, integrate decisions with resource allocation. The problem is summarized as minimizing completing tasks. To solve multi-objective optimization solution, propose an improved particle swarm algorithm (IMOPSO). At first, initialize particles by entropy weight method Roulette Wheel Selection. Then, introduce transition probability control particles’ exploration search space optimal solutions. Extensive simulation results demonstrate that IMOPSO superior other alternative algorithms.

Язык: Английский

Joint task offloading and computing resource allocation with DQN for task-dependency in multi-access edge computing DOI
Linbo Zhai, Zekun Lu, Jiande Sun

и другие.

Computer Networks, Год журнала: 2025, Номер unknown, С. 111222 - 111222

Опубликована: Март 1, 2025

Язык: Английский

Процитировано

2
Latency minimization in IRS-UAV assisted WPT-MEC systems: An ID-AOPDDQN-based trajectory and phase shift optimization approach DOI
Wenjie Zhou, Linbo Zhai, Zekun Lu

и другие.

Computer Networks, Год журнала: 2025, Номер unknown, С. 111215 - 111215

Опубликована: Март 1, 2025

Язык: Английский

Процитировано

2
Task Offloading and Multi-cache Placement Based on DRL in UAV-assisted MEC Networks DOI
Kai Xue, Linbo Zhai, Yumei Li

и другие.

Vehicular Communications, Год журнала: 2025, Номер unknown, С. 100900 - 100900

Опубликована: Фев. 1, 2025

Язык: Английский

Процитировано

0
Task offloading strategy of vehicle edge computing based on reinforcement learning DOI
Lingling Wang, Wenjie Zhou, Linbo Zhai

и другие.

Journal of Network and Computer Applications, Год журнала: 2025, Номер unknown, С. 104195 - 104195

Опубликована: Апрель 1, 2025

Язык: Английский

Процитировано

0
Beamforming Design and Trajectory Optimization for Integrated Sensing and Communication Supported By Multiple UAVs Based on DRL DOI

Zhenzhou Lü,

Linbo Zhai, Wenjie Zhou

и другие.

Vehicular Communications, Год журнала: 2025, Номер unknown, С. 100932 - 100932

Опубликована: Май 1, 2025

Язык: Английский

Процитировано

0
Joint task offloading and resource allocation for vehicle edge computing DOI
J.W.S. Liu, Linbo Zhai

The Computer Journal, Год журнала: 2025, Номер unknown

Опубликована: Май 14, 2025

Abstract As autonomous driving and in-vehicle applications develop rapidly, vehicles face significant computing challenges. In order to address this issue, vehicle edge (VEC) has emerged. paper, we study the issue of time delay energy consumption for task offloading in VEC systems. Considering varying resources changes position due mobility, integrate decisions with resource allocation. The problem is summarized as minimizing completing tasks. To solve multi-objective optimization solution, propose an improved particle swarm algorithm (IMOPSO). At first, initialize particles by entropy weight method Roulette Wheel Selection. Then, introduce transition probability control particles’ exploration search space optimal solutions. Extensive simulation results demonstrate that IMOPSO superior other alternative algorithms.

Язык: Английский

Процитировано

0