WiFi Localization Algorithm Based on Snake Optimization Algorithm to Optimize BP Neural Network

被引：1
|
作者：
Cheng, Kexiong [1 ]
Zhang, Jiawei [1 ]
Tian, Shuangwen [2 ]
Liu, Huan [3 ]
Gong, Jiahua [1 ]
Xie, Yuhao [4 ]
机构：
[1] Chengdu Univ Technol, Sch Nucl Technol & Automat Engn, Chengdu 610059, Peoples R China
[2] Inner Mongolia North Heavy Ind Grp Co Ltd, Equipment Res Inst, Baotou 010000, Inner Mongolia, Peoples R China
[3] Sichuan Anxin Kechuang Technol Co Ltd, Chengdu 610045, Peoples R China
[4] Chengdu Univ Technol, Sch Comp Sci & Cyber Secur, Oxford Brookes Coll, Chengdu 610059, Sichuan, Peoples R China
来源：
2022 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, COMPUTER VISION AND MACHINE LEARNING (ICICML) | 2022年
关键词：
Snake Optimization; BP neural network; Indoor positioning; WiFi;
D O I：
10.1109/ICICML57342.2022.10009784
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
The hottest area of indoor localization technology research right now is WiFi localization. This research provides a prediction model based on BP neural network, with the model's weights and thresholds tuned using snake optimization technique, for the demand of WiFi location fingerprint indoor localization technology. The issues that BP neural network has with easy local optimum attainment, slow convergence, and weak interference immunity are resolved. The simulation is used to confirm the viability and efficiency of the indoor WiFi localization technology method.
引用
收藏
页码：615 / 618
页数：4
相关论文
共 50 条
  • [1] Optimization of Neural Network Based on Genetic Algorithm and BP
    Zhang, Shiwei
    Wang, Hanshi
    Liu, Lizhen
    Du, Chao
    Lu, Jingli
    [J]. 2014 International Conference on Cloud Computing and Internet of Things (CCIOT), 2014, : 203 - 207
  • [2] Amorphous Localization Algorithm Based on BP Artificial Neural Network
    Zhao, Lin-zhe
    Wen, Xian-bin
    Li, Dan
    [J]. INTERNATIONAL JOURNAL OF DISTRIBUTED SENSOR NETWORKS, 2015,
  • [3] Application of BP Neural Network Based on Genetic Algorithm Optimization
    Li Haixia
    Li Geng
    Huang Zhiyong
    Chen Ming
    [J]. 2019 4TH INTERNATIONAL CONFERENCE ON INTELLIGENT INFORMATION PROCESSING (ICIIP 2019), 2019, : 160 - 165
  • [4] BP neural network optimization based on an improved genetic algorithm
    Yang, B
    Su, XH
    Wang, YD
    [J]. 2002 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-4, PROCEEDINGS, 2002, : 64 - 68
  • [5] Research and Optimization of BP Neural Network Algorithm
    Wang Xian-ping
    [J]. 2015 SEVENTH INTERNATIONAL CONFERENCE ON MEASURING TECHNOLOGY AND MECHATRONICS AUTOMATION (ICMTMA 2015), 2015, : 818 - 822
  • [6] Magnetic Localization Algorithm of Capsule Robot Based on BP Neural Network
    Fu, Qiang
    Zhao, Dongdong
    Shao, Lei
    Zhang, Songyuan
    [J]. IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2024, 73 : 1 - 9
  • [7] Optimize BP Neural Network Structure on Car Sales Forecasts Based on Genetic Algorithm
    Jun, Tang
    Qing, Wu
    [J]. PROCEEDINGS OF THE 2015 INTERNATIONAL INDUSTRIAL INFORMATICS AND COMPUTER ENGINEERING CONFERENCE, 2015, : 75 - 79
  • [8] Ship Mooring Optimization Based on Genetic Algorithm and BP Neural Network
    Xu, Xiaoying
    Wang, Kuan
    [J]. PROCEEDINGS OF THE 2017 2ND INTERNATIONAL SYMPOSIUM ON ADVANCES IN ELECTRICAL, ELECTRONICS AND COMPUTER ENGINEERING (ISAEECE 2017), 2017, 124 : 205 - 210
  • [9] Research on BP neural network optimization based on ant colony algorithm
    Rui, Wang
    Na, Wang
    [J]. APPLIED SCIENCE, MATERIALS SCIENCE AND INFORMATION TECHNOLOGIES IN INDUSTRY, 2014, 513-517 : 1819 - 1821
  • [10] An optimizing BP neural network algorithm based on genetic algorithm
    Shifei Ding
    Chunyang Su
    Junzhao Yu
    [J]. Artificial Intelligence Review, 2011, 36 : 153 - 162
12345