Offloading approach for mobile edge computing based on chaotic quantum particle swarm optimization strategy

被引:4
|
作者
Zhang D.G. [1 ]
Sun G.X. [1 ]
Zhang J. [3 ]
Zhang T. [2 ]
Yang P. [1 ]
机构
[1] Tianjin Key Lab of Intelligent Computing and Novel Software Technology, Tianjin University of Technology, Tianjin
[2] School of Sports Economics and Management, Tianjin University of Sport, Tianjin
[3] School of Electronics and Information Engineering, Beijing Jiaotong University, Beijing
关键词
Chaotic quantum particle swarm optimization; Computation offloading; Mobile edge computing; Real-time video analysis;
D O I
10.1007/s12652-023-04672-z
中图分类号
学科分类号
摘要
With the development of 5 g, computing-intensive and complex applications in smart-city is growing rapidly. Due to the limited resources of mobile terminal devices in smart-city, new applications have higher requirements for delay, bandwidth, security, and energy consumption. Computation offloading in mobile edge computing (MEC) is effective to reduce delay and energy consumption of Real-time video analysis. An improved chaos quantum-behaved particle swarm optimization (ICQPSO) algorithm is proposed for multi-user and multi-MEC edge Computation offloading scenarios. Compared with other heuristic algorithms, the improved chaos quantum-behaved particle swarm optimization algorithm can effectively reduce the delay and energy consumption of edge computing offloading. Experimental results show that the improved chaotic quantum-behaved particle swarm optimization (ICQPSO) can effectively avoid premature convergence, has stronger global searchability, and can solve multi-dimensional complex NP-hard problems more efficiently. © 2023, The Author(s), under exclusive licence to Springer-Verlag GmbH Germany, part of Springer Nature.
引用
收藏
页码:14333 / 14347
页数:14
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