A Network Security Transmission Model Based on Improved Sparrow Search Algorithm

被引:0
|
作者
Tuxun, Alimire Maimaiti [1 ]
Guo, Qingrui [2 ]
机构
[1] Tuxun State Grid Kashi Elect Power Supply Co, Kashgar, Peoples R China
[2] State Grid Xinjiang Elect Power Res Inst, Urumqi 830000, Xinjiang, Peoples R China
关键词
Distributed Energy Resources; Demand Response; Power Line Communication; Generic State Machine; Sparrow; Search Algorithm;
D O I
10.4018/IJISP.356350
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
With the development of the socio-economic landscape, the demand for electricity supply is steadily increasing. The application of 5G networks in this field has gradually alleviated the supply-demand response issues associated with large-scale distributed power sources. However, the broadcast nature of 5G channels raises concerns about secure data transmission. Addressing these challenges, this paper establishes a collaborative communication model for large-scale Demand Response (DR). Using the distributed power source network as a foundation, a communication system based on Power Line Communication (PLC) and Generic State Machine (GenSM) is proposed. Building on this, a self-adaptive data transmission algorithm based on the sparrow algorithm is proposed. This algorithm uses swarm intelligence for efficient energy management and secure transmission. Simulation results show that, compared to traditional Multiple-Input Multiple-Output (MIMO) models, under specific conditions, the proposed model achieves an energy efficiency improvement of 131% and 69%.
引用
收藏
页数:17
相关论文
共 50 条
  • [41] Medical image contrast enhancement based on improved sparrow search algorithm
    Fan, Xiaoyan
    Sun, Zhanquan
    Tian, Engang
    Yin, Zhong
    Cao, Gaoyu
    INTERNATIONAL JOURNAL OF IMAGING SYSTEMS AND TECHNOLOGY, 2023, 33 (01) : 389 - 402
  • [42] Industrial Robot Trajectory Optimization Based on Improved Sparrow Search Algorithm
    Ma, Fei
    Sun, Weiwei
    Jiang, Zhouxiang
    Suo, Shuangfu
    Wang, Xiao
    Liu, Yue
    MACHINES, 2024, 12 (07)
  • [43] DMPPT Control of Photovoltaic Microgrid Based on Improved Sparrow Search Algorithm
    Yuan, Jianhua
    Zhao, Ziwei
    Liu, Yaping
    He, Baolin
    Wang, Lin
    Xie, Binbin
    Gao, Yanling
    IEEE ACCESS, 2021, 9 : 16623 - 16629
  • [44] Optimization method of substation structure based on improved sparrow search algorithm
    Zhang Y.
    Jiang L.
    Tang B.
    Chen X.
    Hu H.
    Zhendong yu Chongji/Journal of Vibration and Shock, 2024, 43 (07): : 94 - 101
  • [45] Research on Evacuation Path Planning Based on Improved Sparrow Search Algorithm
    Wei, Xiaoge
    Zhang, Yuming
    Song, Huaitao
    Qin, Hengjie
    Zhao, Guanjun
    CMES-COMPUTER MODELING IN ENGINEERING & SCIENCES, 2024, 139 (02): : 1295 - 1316
  • [46] Time Optimal Trajectory Planing Based on Improved Sparrow Search Algorithm
    Zhang, Xiaofeng
    Xiao, Fan
    Tong, XiLiang
    Yun, Juntong
    Liu, Ying
    Sun, Ying
    Tao, Bo
    Kong, Jianyi
    Xu, Manman
    Chen, Baojia
    FRONTIERS IN BIOENGINEERING AND BIOTECHNOLOGY, 2022, 10
  • [47] Iris recognition method based on improved sparrow search algorithm and BPNN
    Su, Ge
    Tian, Ye
    ENGINEERING RESEARCH EXPRESS, 2025, 7 (01):
  • [48] Improved Spectral Clustering Clothing Image Segmentation Algorithm Based on Sparrow Search Algorithm
    黄文谙
    钱素琴
    JournalofDonghuaUniversity(EnglishEdition), 2022, 39 (04) : 340 - 344
  • [49] Wireless Sensor Network Coverage Optimization Based on Sparrow Search Algorithm
    Wang, Zehua
    Wang, Shubin
    Tang, Haifeng
    COMMUNICATIONS, SIGNAL PROCESSING, AND SYSTEMS, VOL. 1, 2022, 878 : 251 - 258
  • [50] High-precision air conditioning load forecasting model based on improved sparrow search algorithm`
    Yang, Xinyu
    Zhou, Guofeng
    Ren, Zhongjun
    Qiao, Yuxi
    Yi, Jianchang
    JOURNAL OF BUILDING ENGINEERING, 2024, 92