Spotlight: A 3-D Indoor Localization System in Wireless Sensor Networks Based on Orientation and RSSI Measurements

被引:3
|
作者
Huang, Chenglin [1 ]
Tian, Zengshan [1 ]
He, Wei [1 ]
Liu, Kaikai [1 ]
Li, Ze [2 ]
机构
[1] Chongqing Univ Posts & Telecommun, Sch Commun & Informat Engn, Chongqing 400065, Peoples R China
[2] Chongqing Univ Posts & Telecommun, Minist Educ, Key Lab Ind Internet Things & Networked Control, Chongqing 400065, Peoples R China
关键词
3-D space localization; Bluetooth low energy (BLE); indoor localization; simulated annealing algorithm (SAA); wireless sensor networks (WSNs); LOCATION; PERFORMANCE; ALGORITHM;
D O I
10.1109/JSEN.2023.3315790
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
With the increasing demand for location-based services, indoor localization technology based on wireless sensor networks (WSNs) has recently received significant attention. Bluetooth low energy (BLE) has become a research hotspot among the numerous WSNs due to its ubiquitous deployment, low-power consumption, and low cost. Many previous BLE-based indoor localization technologies can only use received signal strength indication (RSSI) for localization in the 2-D plane and achieve coarse accuracy. However, high-accuracy location information is required in an increasing number of applications, e.g., elderly fall detection for medical applications, which urgently requires a new BLE-based localization technology in 3-D space. To this end, we propose Spotlight, an angle-based fine-grained indoor localization system in 3-D space using BLE sensors. The critical idea of the Spotlight is to measure the angle-of-arrival (AoA) and elevation-of-angle (EoA) of the signal from the target to the BLE receivers and utilize them to achieve accurate 3-D localization. Specifically, we develop an offset elimination algorithm and data stitching algorithm, utilizing the second-order cone (SoC) programming to obtain accurate angle estimates. Then, the simulated annealing algorithm (SAA) is used to search for the target location in 3-D space. Finally, we develop the prototype system with commercial off-the-shelf (COTS) BLE sensors and conduct extensive experiment measurements in real-world scenarios. The results demonstrate that the proposed system can achieve a median localization error of 36 cm in the 2-D plane and 48 cm in the 3-D space.
引用
收藏
页码:26662 / 26676
页数:15
相关论文
共 50 条
  • [21] RSSI-based geometric localization in wireless sensor networks
    Achroufene, Achour
    JOURNAL OF SUPERCOMPUTING, 2023, 79 (05): : 5615 - 5642
  • [22] Indoor localization system using RSSI measurement of wireless sensor network based on ZigBee standard
    Sugano, Masashi
    Kawazoe, Tomonori
    Ohta, Yoshikazu
    Murata, Masayuki
    PROCEEDINGS OF THE SIXTH IASTED INTERNATIONAL MULTI-CONFERENCE ON WIRELESS AND OPTICAL COMMUNICATIONS, 2006, : 503 - +
  • [23] AN ADAPTIVE LOCALIZATION ALGORITHM BASED ON RSSI IN WIRELESS SENSOR NETWORKS
    Zhang, Haihui
    Zhang, Jiaming
    Wu, Huarui
    2012 IEEE 2ND INTERNATIONAL CONFERENCE ON CLOUD COMPUTING AND INTELLIGENT SYSTEMS (CCIS) VOLS 1-3, 2012, : 1133 - 1136
  • [24] Connectivity and RSSI based localization scheme for wireless sensor networks
    Shen, XF
    Wang, Z
    Jiang, P
    Lin, RZ
    Sun, YX
    ADVANCES IN INTELLIGENT COMPUTING, PT 2, PROCEEDINGS, 2005, 3645 : 578 - 587
  • [25] Indoor adaptive RSSI localization algorithm based on graph theory and fuzzy clustering in wireless sensor networks
    Gao, P., 1998, Science Press, 18,Shuangqing Street,Haidian, Beijing, 100085, China (34):
  • [26] Indoor Localization based on Bi-Phase Measurements for Wireless Sensor Networks
    Pelka, Mathias
    Bollmeyer, Christian
    Hellbrueck, Horst
    2015 IEEE WIRELESS COMMUNICATIONS AND NETWORKING CONFERENCE (WCNC), 2015, : 1362 - 1367
  • [27] RSSI Based Localization and Tracking in a Spatial Network System using Wireless Sensor Networks
    Balakrishnan, Amutha
    Ramana, Kadiyala
    Nanmaran, Karthick
    Ramachandran, Manikandan
    Bhaskar, Vidhyacharan
    Kallam, Suresh
    WIRELESS PERSONAL COMMUNICATIONS, 2022, 123 (01) : 879 - 915
  • [28] RSSI Based Localization and Tracking in a Spatial Network System using Wireless Sensor Networks
    Amutha Balakrishnan
    Kadiyala Ramana
    Karthick Nanmaran
    Manikandan Ramachandran
    Vidhyacharan Bhaskar
    Suresh Kallam
    Wireless Personal Communications, 2022, 123 : 879 - 915
  • [29] Dynamic Indoor Localization using Multilateration with RSSI in Wireless Sensor Networks for Transport Logistics
    Wessels, Alexander
    Wang, Xinwei
    Laur, Rainer
    Lang, Walter
    EUROSENSORS XXIV CONFERENCE, 2010, 5 : 220 - 223
  • [30] Estimation of indoor RSSI in adaptive wireless sensor networks
    Huang, He
    Shi, Weiren
    Xu, Lei
    Wang, Xiaogang
    Huazhong Keji Daxue Xuebao (Ziran Kexue Ban)/Journal of Huazhong University of Science and Technology (Natural Science Edition), 2010, 38 (08): : 25 - 29