Collaborative caching strategy based on optimization of latency and energy consumption in MEC

被引:11
|
作者
Li, Chunlin [1 ,2 ]
Zhang, Yong [1 ]
Sun, Qinqin [2 ]
Luo, Youlong [1 ]
机构
[1] Wuhan Univ Technol, Dept Comp Sci, Wuhan 430063, Peoples R China
[2] Fujian Prov Key Lab Coast & Isl Management Techno, Xiamen, Peoples R China
基金
中国国家自然科学基金;
关键词
Mobile Edge Computing; Popularity Prediction; Cooperative caching strategy; Branch and Bound algorithm; REPLICA MANAGEMENT; EDGE; STATIONS; BRANCH;
D O I
10.1016/j.knosys.2021.107523
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Mobile edge computing effectively reduces the network delay of requests during data transmission, reduces the transmission burden of data traffic in the network, and improves the quality of mobile services. However, the introduction of mobile edge computing architecture increases the cost of the actual network infrastructure deployment, which increases the complexity of resource management. An edge network architecture based on software-defined network technology is proposed, in which the SDN controller with the entire network state can manage data transmission more intelligently to maximize the utilization of edge servers. In addition, to solve the problems of high request delay and high operating cost in current caching strategies based on video services, a video caching strategy for mobile edge computing is proposed. First, we analyze the user's request data and use the neural network model to predict the content of the user's subsequent time slice request and pre-cache the user's request. Then, improve the quality of user experience and choose the most appropriate edge node cache deployment plan. Finally, a video caching strategy for mobile edge computing with coordinated optimization of delay and energy consumption is proposed. The Branch and Bound algorithm is used to solve the optimization problem. Finally, we compared our algorithm with the LFU algorithm, PBC algorithm, COC algorithm, and R-LCCA algorithm. Experimental results show that the algorithm has a high cache hit rate, thereby reducing the cost of video providers and improving the quality of user experience. (c) 2021 Elsevier B.V. All rights reserved.
引用
收藏
页数:18
相关论文
共 50 条
  • [1] Research on MEC computing offload strategy for joint optimization of delay and energy consumption
    Ni, Mingchang
    Zhang, Guo
    Yang, Qi
    Yin, Liqiong
    [J]. Mathematical Biosciences and Engineering, 2024, 21 (06) : 6336 - 6358
  • [2] Collaborative Optimization Strategy of Edge Sensor Cloud Based on Security and Low Energy Consumption
    Zhao, Shuxu
    Zhang, Zhanping
    Wang, Xiaolong
    Han, Shumei
    Yuan, Lin
    Zhang, Jiazhen
    [J]. Dianzi Keji Daxue Xuebao/Journal of the University of Electronic Science and Technology of China, 2023, 52 (01): : 85 - 94
  • [3] Stackelberg Game of Energy Consumption and Latency in MEC Systems With NOMA
    Wang, Kaidi
    Ding, Zhiguo
    So, Daniel K. C.
    Karagiannidis, George K.
    [J]. IEEE TRANSACTIONS ON COMMUNICATIONS, 2021, 69 (04) : 2191 - 2206
  • [4] Energy Consumption Optimization based on Economic Benefit in WSN-based IoT via Global Hierarchical Caching Strategy
    Hu, Xinyi
    [J]. JOURNAL OF ELECTRICAL SYSTEMS, 2024, 20 (03) : 2260 - 2269
  • [5] An Offloading Strategy for Multi-User Energy Consumption Optimization in Multi-MEC Scene
    Li, Zhi
    Zhu, Qi
    [J]. KSII TRANSACTIONS ON INTERNET AND INFORMATION SYSTEMS, 2020, 14 (10) : 4025 - 4041
  • [6] Latency and Energy Optimization for MEC Enhanced SAT-IoT Networks
    Cui, Gaofeng
    Li, Xiaoyao
    Xu, Lexi
    Wang, Weidong
    [J]. IEEE ACCESS, 2020, 8 (55915-55926) : 55915 - 55926
  • [7] Content Collaborative Caching Strategy in the Edge Maintenance of Communication Network: A Joint Download Delay and Energy Consumption Method
    Rui, Lanlan
    Song, Dai
    Chen, Shiyou
    Yang, Yingtai
    Yang, Yang
    Gao, Zhipeng
    [J]. IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2022, 33 (12) : 4148 - 4163
  • [8] Low-latency edge cooperation caching based on base station cooperation in SDN based MEC
    Li, Chunlin
    Cai Qianqian
    Luo, Youlong
    [J]. EXPERT SYSTEMS WITH APPLICATIONS, 2022, 191
  • [9] Latency-aware content caching and cost-aware migration in SDN based on MEC
    Chunlin Li
    Lei Zhu
    Youlong Luo
    [J]. Wireless Networks, 2021, 27 : 5329 - 5349
  • [10] Latency-aware content caching and cost-aware migration in SDN based on MEC
    Li, Chunlin
    Zhu, Lei
    Luo, Youlong
    [J]. WIRELESS NETWORKS, 2021, 27 (08) : 5329 - 5349