An Improved Hybrid RSS/TDOA Wireless Sensors Localization Technique Utilizing Wi-Fi Networks

被引:0
作者
Rajika Kumarasiri
Khair Alshamaileh
Nghi H. Tran
Vijay Devabhaktuni
机构
[1] The University of Toledo,
[2] Universtiy of Akron,undefined
来源
Mobile Networks and Applications | 2016年 / 21卷
关键词
Cooperative mobile positioning; Maximum-likelihood method; RSS; Taylor-series; TDOA; Wi-Fi;
D O I
暂无
中图分类号
学科分类号
摘要
This paper presents a hybrid localization algorithm for wireless sensor networks (WSNs) that simultaneously exploits received signal strength (RSS) and time difference of arrival (TDOA) measurements. The accuracy and convergence reliability of the proposed hybrid scheme are also enhanced by incorporating RSS measurements from Wi-Fi networks via cooperative communications between Wi-Fi and sensor networks. To this end, two different types of estimators based on Taylor-series (TS) expansion and maximum-likelihood (ML) estimation are first proposed to solve the set of nonlinear RSS/TDOA equations taking into account measurement errors. The corresponding Cramér-Rao lower bound (CRLB) for the established scheme is then derived and utilized as a performance measure for the two estimators. Simulation results show that the proposed hybrid positioning approach significantly outperforms the previously considered localization solutions in WSNs, thanks to the joint process of the received signals’ power and time difference of arrival. The advantages of the proposed scheme in providing high location accuracy, fast convergence, low complexity implementation, and low power consumption make it an attractive localization solution via WSNs.
引用
收藏
页码:286 / 295
页数:9
相关论文
共 50 条
[21]   Implementation of quantum key distribution in Wi-Fi (IEEE 802.11) wireless networks [J].
Huang, Xu ;
Wijesekera, Shirantha ;
Sharma, Dharmendra .
10TH INTERNATIONAL CONFERENCE ON ADVANCED COMMUNICATION TECHNOLOGY, VOLS I-III: INNOVATIONS TOWARD FUTURE NETWORKS AND SERVICES, 2008, :865-870
[22]   A Wi-Fi Wireless Localization Method Based on Local Linear Regression and Position Weighting [J].
Zhang, Yongjun ;
Guo, Haixu .
Proceedings of the 2016 4th International Conference on Machinery, Materials and Information Technology Applications, 2016, 71 :911-918
[23]   An experimental study of indoor RSS-based RF fingerprinting localization using GSM and Wi-Fi signals [J].
Celik, Gokhan ;
Celebi, Hasari ;
Pasa, Hakan ;
Zeydan, Engin ;
Karatepe, Ilyas Alper ;
Er, Ahmet Salih .
TURKISH JOURNAL OF ELECTRICAL ENGINEERING AND COMPUTER SCIENCES, 2017, 25 (04) :2727-2736
[24]   Business Efficiency in Implementation of Wi-Fi Data Offloading Technique in Mobile Networks [J].
Baftiu, Naim ;
Sofiu, Vehebi ;
Maloku, Betim ;
Taci, Ledian .
INFORMATION SYSTEMS AND TECHNOLOGIES, WORLDCIST 2022, VOL 3, 2022, 470 :167-177
[25]   Hybrid MAC Protocol Design and Optimization for Full Duplex Wi-Fi Networks [J].
Hu, Jingzhi ;
Di, Boya ;
Liao, Yun ;
Bian, Kaigui ;
Song, Lingyang .
IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2018, 17 (06) :3615-3630
[26]   Utilizing Wi-Fi Access Points for Unmanned Aerial Vehicle Localization for Building Indoor Inspection [J].
Sulaiman, Mohammed ;
AlQahtani, Ali Abdullah S. ;
Liu, Hexu ;
Binalhaj, Mohamed .
2021 IEEE 12TH ANNUAL UBIQUITOUS COMPUTING, ELECTRONICS & MOBILE COMMUNICATION CONFERENCE (UEMCON), 2021, :775-779
[27]   A hybrid BLE and Wi-Fi localization system for the creation of study groups in smart libraries [J].
Antevski, Kiril ;
Redondi, Alessandro E. C. ;
Pitic, Razvan .
2016 9TH IFIP WIRELESS AND MOBILE NETWORKING CONFERENCE (WMNC), 2016, :41-48
[28]   Hybrid Wireless Indoor Positioning System Combining BLE Beacons And Wi-Fi APs [J].
Subedi, Santosh ;
Hwang, Suk-Seung ;
Pyun, Jae-Young .
11TH INTERNATIONAL CONFERENCE ON ICT CONVERGENCE: DATA, NETWORK, AND AI IN THE AGE OF UNTACT (ICTC 2020), 2020, :36-41
[29]   Wi-Fi Interference Detection and Control Mechanism in IEEE 802.15.4 Wireless Sensor Networks [J].
Sumthane, Mahesh Y. ;
Vatti, Rambabu A. .
2017 FOURTH INTERNATIONAL CONFERENCE ON IMAGE INFORMATION PROCESSING (ICIIP), 2017, :496-501
[30]   THE ADVERSE EFFECTS OVER HUMAN HEALTH CAUSED BY WIRELESS WI-FI COMMUNICATION NETWORKS [J].
Fagua Fagua, Andrea Liliana ;
Pinzon Abril, Raul Nicolas ;
Rojas Casas, Juan Diego .
CULTURA CIENTIFICA, 2016, (14) :34-45