Smart Probabilistic Approach with RSSI Fingerprinting for Indoor Localization

被引:0
|
作者
Njima, Wafa [1 ,2 ]
Ahriz, Iness [2 ]
Zayani, Rafik [1 ]
Terre, Michel [2 ]
Bouallegue, Ridha R. [1 ]
机构
[1] Carthage Univ, Supcom, Innovcom, Tunis, Tunisia
[2] CNAM, LAETITIA, CEDRIC, Paris, France
关键词
Localization; RSSI fingerprinting; entropy; AP selection;
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
This paper introduces an efficient probabilistic approach with RSSI fingerprinting for Indoor Localization. A Shannon's Entropy based access points (APs) selection is considered. Once the APs selection is performed, a probability is assigned to each training fingerprint based on RSSI measurements. Then, the user's location is estimated as a combination of training positions weighted with their corresponding probabilities. The proposed approach is performed on the UJIndoorLoc database. It shows good performances with lower computing complexity compared to others studied in literature.
引用
收藏
页码:194 / 199
页数:6
相关论文
共 50 条
  • [41] RSSI Indoor Localization through a Bayesian Strategy
    Zhou, Fu
    Lin, Kaixian
    Ren, Aifeng
    Cao, Dongjian
    Zhang, Zhiya
    Rehman, Masood Ur
    Yang, Xiaodong
    Alomainy, Akram
    2017 IEEE 2ND ADVANCED INFORMATION TECHNOLOGY, ELECTRONIC AND AUTOMATION CONTROL CONFERENCE (IAEAC), 2017, : 1975 - 1979
  • [42] Indoor localization for mobile node based on RSSI
    Miura, Hirokazu
    Hirano, Kazuhiko
    Matsuda, Noriyuki
    Taki, Hirokazu
    Abe, Norihiro
    Hori, Satoshi
    KNOWLEDGE-BASED INTELLIGENT INFORMATION AND ENGINEERING SYSTEMS: KES 2007 - WIRN 2007, PT III, PROCEEDINGS, 2007, 4694 : 1065 - +
  • [43] Indoor Localization with Filtered and Corrected Calibration RSSI
    Sediela, Madikana S.
    Gadebe, Moses L.
    Kogeda, Okuthe P.
    TOWARDS NEW E-INFRASTRUCTURE AND E-SERVICES FOR DEVELOPING COUNTRIES, AFRICOMM 2020, 2021, 361 : 59 - 73
  • [44] RSSI-based Bluetooth Indoor Localization
    Wang, Yixin
    Ye, Qiang
    Cheng, Jie
    Wang, Lei
    2015 11TH INTERNATIONAL CONFERENCE ON MOBILE AD-HOC AND SENSOR NETWORKS (MSN), 2015, : 165 - 171
  • [45] Bluetooth-tracing RSSI sampling method as basic technology of indoor localization for smart homes
    Huh J.-H.
    Bu Y.
    Seo K.
    International Journal of Smart Home, 2016, 10 (10): : 9 - 22
  • [46] RSSI-Based Indoor Localization and Identification for ZigBee Wireless Sensor Networks in Smart Homes
    Bianchi, Valentina
    Ciampolini, Paolo
    De Munari, Ilaria
    IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2019, 68 (02) : 566 - 575
  • [47] Joint Time-Frequency RSSI Features for Convolutional Neural Network-Based Indoor Fingerprinting Localization
    Soro, Bedionita
    Lee, Chaewoo
    IEEE ACCESS, 2019, 7 : 104892 - 104899
  • [48] A CSI-Based Indoor Fingerprinting Localization with Model Integration Approach
    Yin, Yuqing
    Song, Changze
    Li, Ming
    Niu, Qiang
    SENSORS, 2019, 19 (13)
  • [49] An Approach for Autonomous Recalibration of Fingerprinting-based Indoor Localization Systems
    Fet, Ngewi
    Handte, Marcus
    Marron, Pedro Jose
    12TH INTERNATIONAL CONFERENCE ON INTELLIGENT ENVIRONMENTS - IE 2016, 2016, : 24 - 31
  • [50] CSI-Based Fingerprinting for Indoor Localization: A Deep Learning Approach
    Wang, Xuyu
    Gao, Lingjun
    Mao, Shiwen
    Pandey, Santosh
    IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2017, 66 (01) : 763 - 776