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
[31]   Floor Localization Algorithm utilizing Different Order of Access Point from Wi-Fi Signal Fingerprint [J].
Vongsuteera, Teerapat ;
Nakorn, Kulit Na ;
Rojviboonchai, Kultida .
2016 13TH INTERNATIONAL CONFERENCE ON ELECTRICAL ENGINEERING/ELECTRONICS, COMPUTER, TELECOMMUNICATIONS AND INFORMATION TECHNOLOGY (ECTI-CON), 2016,
[32]   Novel Modification of the Collective Dynamic Routing Method for Sensors' Communication in Wi-Fi Public Networks [J].
Kozlov, Sergey ;
Spirina, Elena ;
Ashaev, Ivan ;
Bukharina, Anna ;
Gaysin, Artur .
SENSORS, 2022, 22 (22)
[33]   Fair Downlink Traffic Management for Hybrid LAA-LTE/Wi-Fi Networks [J].
Li, Yang ;
Zhou, Ting ;
Yang, Yang ;
Hu, Honglin ;
Hamalainen, Matti .
IEEE ACCESS, 2017, 5 :7031-7041
[34]   Frame Converter for Cooperative Coexistence Between IEEE 802.15.4 Wireless Sensor Networks and Wi-Fi [J].
Vatti, Rambabu A. ;
Gaikwad, Arun N. .
PROCEEDINGS OF 3RD INTERNATIONAL CONFERENCE ON ADVANCED COMPUTING, NETWORKING AND INFORMATICS, ICACNI 2015, VOL 2, 2016, 44 :151-157
[35]   Factor Graph Framework for Smartphone Indoor Localization: Integrating Data-Driven PDR and Wi-Fi RTT/RSS Ranging [J].
Guo, Guangyi ;
Chen, Ruizhi ;
Niu, Xiaoguang ;
Yan, Ke ;
Xu, Shihao ;
Chen, Liang .
IEEE SENSORS JOURNAL, 2023, 23 (11) :12346-12354
[36]   RSS/TDoA-Based Source Localization in Microwave UWB Sensors Networks Using Two Anchor Nodes [J].
Ivanov, Sergei ;
Kuptsov, Vladimir ;
Badenko, Vladimir ;
Fedotov, Alexander .
SENSORS, 2022, 22 (08)
[37]   Improved Indoor Localization System based on Virtual Access Points in a Wi-Fi Environment by Filtering Schemes [J].
Labinghisa, Boney ;
Park, Gu Sam ;
Lee, Dong Myung .
2017 INTERNATIONAL CONFERENCE ON INDOOR POSITIONING AND INDOOR NAVIGATION (IPIN), 2017,
[38]   Hybrid Approach for Indoor Localization Using Received Signal Strength of Dual-Band Wi-Fi [J].
Lee, Byeong-ho ;
Park, Kyoung-Min ;
Kim, Yong-Hwa ;
Kim, Seong-Cheol .
SENSORS, 2021, 21 (16)
[39]   Indoor Localization Based on Integration of Wi-Fi with Geomagnetic and Light Sensors on an Android Device Using a DFF Network [J].
Sun, Chao ;
Zhou, Junhao ;
Jang, Kyongseok ;
Kim, Youngok .
ELECTRONICS, 2023, 12 (24)
[40]   Coexistence of Hybrid VLC-RF and Wi-Fi for Indoor Wireless Communication Systems: An Intelligent Approach [J].
Su, Yuhan ;
Lin, Yuchen ;
Liu, Sicong ;
Liwang, Minghui ;
Liao, Xinqin ;
Wu, Tingzhu ;
Chen, Zhong ;
Wang, Xianbin .
IEEE TRANSACTIONS ON NETWORK AND SERVICE MANAGEMENT, 2024, 21 (06) :6465-6479