Enhancing Emitter Localization Accuracy Through Integration of Received Signal Strength in Direct Position Determination

被引:1
作者
Williams, Fraser [1 ]
Jayalath, Dhammika [1 ]
Tom, Anju Jose [1 ]
Martin, Terrence [2 ]
Fookes, Clinton [1 ]
机构
[1] Queensland Univ Technol, Sch Elect Engn & Robot, Brisbane, Qld, Australia
[2] Revolut Aerosp, Brisbane, Qld, Australia
来源
2023 IEEE STATISTICAL SIGNAL PROCESSING WORKSHOP, SSP | 2023年
关键词
Array processing; direct position determination; emitter localization; received signal strength; TDOA;
D O I
10.1109/SSP53291.2023.10208001
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Radio emitter localization methods have traditionally incorporated many sources of information such as time difference of arrival (TDOA), angle of arrival (AOA), and received signal strength (RSS) into a two-step position estimation model. Modern direct position determination (DPD) methods have since superseded the performance of two-step methods in low signal-to-noise ratio (SNR) environments. However, the current DPD literature has neglected the use of RSS information to enhance localization accuracy, despite its prevalence in predecessor two-step methods. As signal strength information is always present at receiver nodes, regardless of operating hardware, this information could be used to better estimate emitter position. We propose an RSS method as applied to spatially distributed receiver arrays incorporating beamforming. Monte Carlo simulations show improved accuracy at medium to high SNR as compared to methods exploiting only time and angle information, while having reduced performance at very low SNR.
引用
收藏
页码:458 / 462
页数:5
相关论文
共 13 条
[1]   Enhanced direct position determination using dynamic sensor array response [J].
Eshkevari, Ali ;
Sadough, Seyed Mohammad Sajad .
ELECTRONICS LETTERS, 2020, 56 (07) :354-356
[2]   SOLUTION AND PERFORMANCE ANALYSIS OF GEOLOCATION BY TDOA [J].
HO, KC ;
CHAN, YT .
IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 1993, 29 (04) :1311-1322
[3]   A Closed-Form Solution for Localization Based on RSS [J].
Ketabalian, Hamid ;
Biguesh, Mehrzad ;
Sheikhi, Abbas .
IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 2020, 56 (02) :912-923
[4]   Joint TDOA and AOA location algorithm [J].
Liu, Congfeng ;
Yang, Jie ;
Wang, Fengshuai .
JOURNAL OF SYSTEMS ENGINEERING AND ELECTRONICS, 2013, 24 (02) :183-188
[5]   Computationally efficient TDOA and FDOA estimation algorithm in passive emitter localisation [J].
Liu, Zhixin ;
Wang, Rui ;
Zhao, Jun .
IET RADAR SONAR AND NAVIGATION, 2019, 13 (10) :1731-1740
[6]   Direct Position Determination of Noncircular Sources with Multiple Nested Arrays: Reduced Dimension Subspace Data Fusion [J].
Qian, Yang ;
Zhao, Dalin ;
Zeng, Haowei .
WIRELESS COMMUNICATIONS & MOBILE COMPUTING, 2021, 2021
[7]   RSS Localization Using Unknown Statistical Path Loss Exponent Model [J].
Sari, Rouhollah ;
Zayyani, Hadi .
IEEE COMMUNICATIONS LETTERS, 2018, 22 (09) :1830-1833
[8]   Direct Position Determination of Non-Circular Sources for Multiple Arrays via Weighted Euler ESPRIT Data Fusion Method [J].
Shi, Xinlei ;
Zhang, Xiaofei ;
Zeng, Haowei .
APPLIED SCIENCES-BASEL, 2022, 12 (05)
[9]   Weighted Direct Position Determination via the Dimension Reduction Method for Noncircular Signals [J].
Shi, Xinlei ;
Zhang, Xiaofei .
MATHEMATICAL PROBLEMS IN ENGINEERING, 2021, 2021
[10]   High Resolution Direct Position Determination of Radio Frequency Sources [J].
Tirer, Tom ;
Weiss, Anthony J. .
IEEE SIGNAL PROCESSING LETTERS, 2016, 23 (02) :192-196