A multi-strategy optimizer for energy minimization of multi-UAV-assisted mobile edge computing

被引:8
作者
Chen, Yang [1 ]
Pi, Dechang [2 ]
Yang, Shengxiang [3 ]
Xu, Yue [2 ]
Wang, Bi [4 ]
Wang, Yintong [5 ]
机构
[1] Xian Univ Sci & Technol, Coll Comp Sci & Technol, Xian 710054, Peoples R China
[2] Nanjing Univ Aeronaut & Astronaut, Coll Comp Sci & Technol, Nanjing 211106, Peoples R China
[3] De Montfort Univ, Sch Comp Sci & Informat, Leicester LE19BH, England
[4] Jiangxi Univ Sci & Technol, Fac Informat Engn, Ganzhou 341099, Peoples R China
[5] Nanjing Xiaozhuang Univ, Sch Informat Engn, Nanjing, Peoples R China
基金
中国国家自然科学基金;
关键词
Multi-strategy optimizer; Swarm intelligence; UAV-assisted MEC; Energy minimization; ALGORITHM; ALLOCATION;
D O I
10.1016/j.swevo.2024.101748
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Disasters in remote areas often cause damage to communication facilities, which presents significant challenges for rescue efforts. As flexible mobile devices, unmanned aerial vehicles (UAVs) can provide temporary network services to address this issue. This paper studies the use of UAVs as mobile base stations to offer offload computing services for disaster relief devices in affected areas. To ensure reliable communication between disaster relief devices and UAVs, we construct a multi-UAV-assisted mobile edge computing (MEC) system with the objective of minimizing system energy consumption. Inspired by swarm intelligence principles, we propose a multi-strategy optimizer (MSO) that defines various population search functions and employs superior neighborhood methods for population updates. Experimental results demonstrate that MSO achieves superior system energy efficiency and exhibits greater stability compared to several state-of-the-art swarm intelligence algorithms.
引用
收藏
页数:12
相关论文
共 50 条
[41]   MARS: A DRL-Based Multi-Task Resource Scheduling Framework for UAV With IRS-Assisted Mobile Edge Computing System [J].
Jiang, Feibo ;
Peng, Yubo ;
Wang, Kezhi ;
Dong, Li ;
Yang, Kun .
IEEE TRANSACTIONS ON CLOUD COMPUTING, 2023, 11 (04) :3700-3712
[42]   Joint Association, Deployment and Flight Trajectory Optimization for Multi-UAV-Enabled Large-Scale Mobile Edge Computing [J].
Han, Shoufei ;
Liu, Xiaojing ;
Zhou, MengChu ;
Zhu, Kun ;
Zhao, Liang ;
Albeshri, Aiiad ;
Abusorrah, Abdullah .
IEEE TRANSACTIONS ON MOBILE COMPUTING, 2024, 23 (12) :13207-13221
[43]   Dependent tasks offloading in mobile edge computing: A multi-objective evolutionary optimization strategy [J].
Gong, Yanqi ;
Bian, Kun ;
Hao, Fei ;
Sun, Yifei ;
Wu, Yulei .
FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2023, 148 :314-325
[44]   Multi-strategy cooperative enhancement dung beetle optimizer and its application in obstacle avoidance navigation [J].
Tang, Xiaojie ;
He, Zhengyang ;
Jia, Chengfen .
SCIENTIFIC REPORTS, 2024, 14 (01)
[45]   Wireless sensor network coverage optimization based on novel multi-strategy gold rush optimizer [J].
Kong, Weibin ;
Cai, Xin ;
Du, Yi ;
Jia, Baomin ;
Zhang, Xiaoyu ;
Wang, Lei ;
Cheng, Ziyao ;
Shan, Linyuan .
ELECTRONICS LETTERS, 2024, 60 (11)
[46]   Blockchain-Based Resource Trading in Multi-UAV-Assisted Industrial IoT Networks: A Multi-Agent DRL Approach [J].
Abegaz, Mohammed Seid ;
Abishu, Hayla Nahom ;
Yacob, Yasin Habtamu ;
Ayall, Tewodros Alemu ;
Erbad, Aiman ;
Guizani, Mohsen .
IEEE TRANSACTIONS ON NETWORK AND SERVICE MANAGEMENT, 2023, 20 (01) :166-181
[47]   UAV Flight Path Planning Based on Multi-Strategy Improved White Sharks Optimization [J].
Zhang, Ran ;
Li, Xingda ;
Ren, Honghong ;
Ding, Yuanming ;
Meng, Yifei ;
Xia, Qingyu .
IEEE ACCESS, 2023, 11 :88462-88475
[48]   Learning-Based Collaborative Computation Offloading in UAV-Assisted Multi-Access Edge Computing [J].
Xu, Zikun ;
Liu, Junhui ;
Guo, Ying ;
Dong, Yunyun ;
He, Zhenli .
ELECTRONICS, 2023, 12 (20)
[49]   Multi-Helper NOMA for Cooperative Mobile Edge Computing [J].
Yilmaz, Saadet Simay ;
Ozbek, Berna .
IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2022, 23 (07) :9819-9828
[50]   Constrained Multiobjective Optimization for UAV-Assisted Mobile Edge Computing in Smart Agriculture: Minimizing Delay and Energy Consumption [J].
Li, Kangshun ;
Xie, Shumin ;
Zhu, Tianjin ;
Wang, Hui .
IEEE TRANSACTIONS ON SUSTAINABLE COMPUTING, 2024, 9 (06) :948-957