Exploiting machine learning strategies and RSSI for localization in wireless sensor networks: A survey

被引:0
作者
Ahmadi, Hanen [1 ,2 ]
Bouallegue, Ridha [1 ]
机构
[1] Univ Tunis El Manar, Univ Carthage, Supcom, InnovCOM, Tunis, Tunisia
[2] Univ Carthage, ELEDIA InnovCOM, ELEDIA Res Ctr, Tunis, Tunisia
来源
2017 13TH INTERNATIONAL WIRELESS COMMUNICATIONS AND MOBILE COMPUTING CONFERENCE (IWCMC) | 2017年
关键词
Localization; WSN; Machine learning; RSSI; Fingerprinting; anchor-based; INDOOR LOCALIZATION;
D O I
暂无
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
In recent years, there has been a growing interest in the wireless sensor networks (WSN) for a variety of applications such as the localization and real time positioning. Different approaches based on artificial intelligence are applied to solve common issues in WSN and improve network performance. This paper addresses a survey on machine learning techniques for localization in WSNs using Received Signal Strength Indicator.
引用
收藏
页码:1150 / 1154
页数:5
相关论文
共 50 条
  • [1] RSSI based Localization Scheme in Wireless Sensor Networks: A Survey
    Mistry, Hetal P.
    Mistry, Nital H.
    2015 5TH INTERNATIONAL CONFERENCE ON ADVANCED COMPUTING & COMMUNICATION TECHNOLOGIES ACCT 2015, 2015, : 647 - 652
  • [2] RSSI-based Localization in Wireless Sensor Networks Using Regression Tree
    Ahmadi, Hanen
    Bouallegue, Ridha
    2015 INTERNATIONAL WIRELESS COMMUNICATIONS & MOBILE COMPUTING CONFERENCE (IWCMC), 2015, : 1548 - 1553
  • [3] Localization Technology in Wireless Sensor Networks Using RSSI and LQI: A Survey
    Ji, Sai
    Liu, Dengzhi
    Shen, Jian
    ADVANCES IN COMPUTER SCIENCE AND UBIQUITOUS COMPUTING, 2017, 421 : 342 - 351
  • [4] A Localization Algorithm Based on Geographical Similarity of RSSI in Wireless Sensor Networks
    He, Guanglin
    Li, Lintao
    Lao, Li
    2009 INTERNATIONAL SYMPOSIUM ON COMPUTER NETWORK AND MULTIMEDIA TECHNOLOGY (CNMT 2009), VOLUMES 1 AND 2, 2009, : 64 - 68
  • [5] A Centroid Localization Algorithm for Wireless Sensor Networks based on RSSI
    Bai, Yun
    Li, Chunming
    Xue, Yuan
    SENSORS, MEASUREMENT AND INTELLIGENT MATERIALS, PTS 1-4, 2013, 303-306 : 197 - +
  • [6] Research on RSSI-Based Localization in Wireless Sensor Networks
    Jin Rencheng
    Wong Hongbin
    Peng Bo
    Ge Ning
    2008 4TH INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS, NETWORKING AND MOBILE COMPUTING, VOLS 1-31, 2008, : 4012 - +
  • [7] A RSSI Localization Algorithm and Implementation for Indoor Wireless Sensor Networks
    Wu, Yinfeng
    Li, Ligong
    Ren, Yongji
    Yi, Kefu
    Yu, Ning
    AD HOC & SENSOR WIRELESS NETWORKS, 2014, 22 (3-4) : 309 - 337
  • [8] Performance Evaluation of RSSI Based Distance Measurement for Localization in Wireless Sensor Networks
    Adewumi, Omotayo
    Djouani, Karim
    Kurien, Anish
    E-INFRASTRUCTURE AND E-SERVICES FOR DEVELOPING COUNTRIES, 2013, 119 : 74 - 83
  • [9] Machine Learning in Wireless Sensor Networks: Algorithms, Strategies, and Applications
    Abu Alsheikh, Mohammad
    Lin, Shaowei
    Niyato, Dusit
    Tan, Hwee-Pink
    IEEE COMMUNICATIONS SURVEYS AND TUTORIALS, 2014, 16 (04): : 1996 - 2018
  • [10] An optimized sensor node localization approach for wireless sensor networks using RSSI
    Shilpi, Prateek Raj
    Gautam, Prateek Raj
    Kumar, Sunil
    Kumar, Arvind
    JOURNAL OF SUPERCOMPUTING, 2023, 79 (07) : 7692 - 7716