Sequential learning for fingerprint based indoor localization

被引：5
|
作者：
Nhan Vo Than Ngo [1 ]
Kim, Jeong Geun [1 ]
机构：
[1] Kyung Hee Univ, Coll Elect & Informat, Dept Elect Engn, Yongin, South Korea
来源：
AEU-INTERNATIONAL JOURNAL OF ELECTRONICS AND COMMUNICATIONS | 2017年 / 71卷
基金：
新加坡国家研究基金会;
关键词：
Indoor localization; Convex optimization; Fingerprinting;
D O I：
10.1016/j.aeue.2016.10.023
中图分类号：
TM [电工技术]; TN [电子技术、通信技术];
学科分类号：
0808 ; 0809 ;
摘要：
In this paper, we introduce a novel approach for improving performance of fingerprinting based indoor localization. Our proposal is a two-step procedure in which severe variation in the received signal strength is minimized during the first step via convex optimization, and distance metric learning is then used to estimate a more accurate location. Numerical results show that our proposal outperforms existing techniques in terms of accuracy and reliability. (C) 2016 Elsevier GmbH. All rights reserved.
引用
收藏
页码：105 / 109
页数：5
相关论文
共 50 条
  • [21] Large-Scale Deep Learning Framework on FPGA for Fingerprint-Based Indoor Localization
    Liu, Chang
    Wang, Chun
    Luo, Juan
    IEEE ACCESS, 2020, 8 : 65609 - 65617
  • [22] Bisecting k-means based fingerprint indoor localization
    Yuxing Chen
    Wei Liu
    Haojie Zhao
    Shulin Cao
    Shasha Fu
    Dingde Jiang
    Wireless Networks, 2021, 27 : 3497 - 3506
  • [23] WiFi fingerprint releasing for indoor localization based on differential privacy
    Zhu, Yujia
    Wang, Yu
    Liu, Qingyun
    Liu, Yang
    Zhang, Peng
    2017 IEEE 28TH ANNUAL INTERNATIONAL SYMPOSIUM ON PERSONAL, INDOOR, AND MOBILE RADIO COMMUNICATIONS (PIMRC), 2017,
  • [24] A CNN-based CSI fingerprint indoor localization method
    Liu S.
    Wang X.-D.
    Wu N.
    Gongcheng Kexue Xuebao/Chinese Journal of Engineering, 2021, 43 (11): : 1512 - 1521
  • [25] RSSI-based Fingerprint Map Building for Indoor Localization
    Lee, Yu-Cheol
    Park, Seung-Hwan
    2013 10TH INTERNATIONAL CONFERENCE ON UBIQUITOUS ROBOTS AND AMBIENT INTELLIGENCE (URAI), 2013, : 292 - 293
  • [26] Joint RSS and ranging fingerprint for LoRa indoor localization
    Merhej, Dany
    Ahriz, Iness
    Zerioul, Lounis
    Garcia, Samuel
    Terre, Michel
    2024 IEEE WIRELESS COMMUNICATIONS AND NETWORKING CONFERENCE, WCNC 2024, 2024,
  • [27] Bisecting k-means based fingerprint indoor localization
    Chen, Yuxing
    Liu, Wei
    Zhao, Haojie
    Cao, Shulin
    Fu, Shasha
    Jiang, Dingde
    WIRELESS NETWORKS, 2021, 27 (05) : 3497 - 3506
  • [28] Phone application for indoor localization based on BLE signal fingerprint
    Benaissa, Brahim
    Hendrichovsky, Filip
    Yishida, Kaori
    Koppen, Mario
    Sincak, Peter
    2018 9TH IFIP INTERNATIONAL CONFERENCE ON NEW TECHNOLOGIES, MOBILITY AND SECURITY (NTMS), 2018,
  • [29] An Advanced Fingerprint-based Indoor Localization Scheme for WSNs
    Wang, Xizhe
    Qiu, Jian
    Ye, Sheng
    Dai, Guojun
    PROCEEDINGS OF THE 2014 9TH IEEE CONFERENCE ON INDUSTRIAL ELECTRONICS AND APPLICATIONS (ICIEA), 2014, : 2164 - 2169
  • [30] Fingerprint Database Reconstruction Based on Robust PCA for Indoor Localization
    Zhang, Lingwen
    Tan, Teng
    Gong, Yafan
    Yang, Wenkao
    SENSORS, 2019, 19 (11):
12345