NAAM-MOEA/D-Based Multitarget Firepower Resource Allocation Optimization in Edge Computing

被引:4
作者
Deng, Liyuan [1 ]
Yang, Ping [1 ]
Liu, Weidong [1 ]
Wang, Lina [2 ]
Wang, Sifeng [2 ]
Zhang, Xiumei [3 ]
机构
[1] Xian Res Inst High Technol, Xian, Peoples R China
[2] Qufu Normal Univ, Sch Comp Sci, Jining, Peoples R China
[3] Univ Sci & Technol Liaoning, Sch Comp Sci & Software Engn, Anshan, Peoples R China
关键词
Compendex;
D O I
10.1155/2021/5579857
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In the edge environment, the multiobjective evolutionary algorithm based on decomposition (MOEA/D) has been widely used in the research of multitarget firepower resource allocation. However, as the MOEA/D algorithm uses a fixed neighborhood update mechanism, it is impossible to rationally allocate computing resources based on the difficulty of each subproblem optimization, which results in some problems such as reduced population evolution efficiency and poor evolution quality during the calculation process. In order to solve these problems, a decision mechanism for subproblems and population evolution stages is designed, and on this basis, a MOEA/D algorithm based on the neighborhood adaptive adjustment mechanism is proposed to adapt to the edge environment. The optimization model of multiobjective firepower resource allocation based on the maximization of damage effect and the minimization of strike cost is constructed and solved. Using the ZDT series of test functions for comparative experiments, the simulation results show that the proposed algorithm can balance the distribution and convergence of population evolution and obtain satisfactory optimization results.
引用
收藏
页数:14
相关论文
共 40 条
[1]   Target-Aware Holistic Influence Maximization in Spatial Social Networks [J].
Cai, Taotao ;
Li, Jianxin ;
Mian, Ajmal S. ;
li, Ronghua ;
Sellis, Timos ;
Yu, Jeffrey Xu .
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2022, 34 (04) :1993-2007
[2]   Trading Private Range Counting over Big IoT Data [J].
Cai, Zhipeng ;
He, Zaobo .
2019 39TH IEEE INTERNATIONAL CONFERENCE ON DISTRIBUTED COMPUTING SYSTEMS (ICDCS 2019), 2019, :144-153
[3]   A Private and Efficient Mechanism for Data Uploading in Smart Cyber-Physical Systems [J].
Cai, Zhipeng ;
Zheng, Xu .
IEEE TRANSACTIONS ON NETWORK SCIENCE AND ENGINEERING, 2020, 7 (02) :766-775
[4]   Collective Data-Sanitization for Preventing Sensitive Information Inference Attacks in Social Networks [J].
Cai, Zhipeng ;
He, Zaobo ;
Guan, Xin ;
Li, Yingshu .
IEEE TRANSACTIONS ON DEPENDABLE AND SECURE COMPUTING, 2018, 15 (04) :577-590
[5]  
Chao-yang D., 2016, ACTA ARMAMENTARH, V37, P97
[6]   基于多级协同MOEA/D的联合火力打击目标分配方法 [J].
陈晖 ;
马亚平 .
系统仿真学报, 2018, 30 (08) :2942-2949
[7]  
Chen L., 2018, COMPUTER SIMULATION, V35, P33
[8]   Weapon-target allocation optimization algorithm based on IDPSO [J].
Fan, Cheng-Li ;
Xing, Qing-Hua ;
Zheng, Ming-Fa ;
Wang, Zhen-Jiang .
Xi Tong Gong Cheng Yu Dian Zi Ji Shu/Systems Engineering and Electronics, 2015, 37 (02) :336-342
[9]   基于自适应邻域策略的改进型MOEA/D算法 [J].
耿焕同 ;
韩伟民 ;
丁洋洋 ;
周山胜 .
计算机工程, 2019, 45 (05) :161-168
[10]  
Gu Jiaojiao, 2015, Journal of Beijing University of Aeronautics and Astronautics, V41, P252, DOI 10.13700/j.bh.1001-5965.2014.0119