RFEye in the Sky

被引:10
作者
AbdulCareem, Maqsood Ahamed [1 ]
Gomez, Jorge [1 ]
Saha, Dola [1 ]
Dutta, Aveek [1 ]
机构
[1] SUNY Albany, Dept Elect & Comp Engn, Albany, NY 12222 USA
关键词
Antenna arrays; Receiving antennas; Two dimensional displays; Global Positioning System; Direction-of-arrival estimation; Wireless fidelity; Unmanned aerial vehicles; Localization; beamforming; direction of arrival; blind detection; UAV; WIRELESS SENSOR NETWORKS; LOCALIZATION;
D O I
10.1109/TMC.2020.3038886
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
We introduce RFEye, a generalized technique to locate signals independent of the waveform, using a single Unmanned Aerial Vehicle (UAV) equipped with only one omnidirectional antenna. This is achieved by acquiring signals from uncoordinated positions within a sphere of 1-meter radius at two nearby locations and formulating an asynchronous, distributed receiver beamforming at the UAV to compute the Direction of Arrival (DoA) from the unknown transmitter. The proposed method includes four steps: 1) Blind detection and extraction of unique signature in the signal to be localized, 2) Asynchronous signal acquisition and conditioning, 3) DoA calculation by creating a virtual distributed antenna array at UAV and 4) Obtaining position fix of emitter using DoA from two locations. These steps are analyzed for various sources of error, computational complexity and compared with widely used signal subspace-based DoA estimation algorithms. RFEye is implemented using an Intel-Aero UAV, equipped with a USRP B205 software-defined radio to acquire signals from a ground emitter. Practical outdoor experiments show that RFEye achieves a median accuracy of 1.03m in 2D and 2.5m in 3D for Wi-Fi, and 1.15m in 2D and 2.7m in 3D for LoRa (Long Range) waveforms, and is robust to external factors like wind and UAV position errors.
引用
收藏
页码:2566 / 2580
页数:15
相关论文
共 68 条
[51]  
Saputra OD, 2015, I S INTELL SIG PROC, P392, DOI 10.1109/ISPACS.2015.7432802
[52]   MULTIPLE EMITTER LOCATION AND SIGNAL PARAMETER-ESTIMATION [J].
SCHMIDT, RO .
IEEE TRANSACTIONS ON ANTENNAS AND PROPAGATION, 1986, 34 (03) :276-280
[53]  
Semtech, 2020, LORA MOD BAS
[54]  
Semtech, 2020, SMART HEALTHC
[55]  
Senstracking, SENSTR MIN SIGF PART
[56]   Efficient Closed-Form Algorithms for AOA Based Self-Localization of Sensor Nodes Using Auxiliary Variables [J].
Shao, Hua-Jie ;
Zhang, Xiao-Ping ;
Wang, Zhi .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2014, 62 (10) :2580-2594
[57]   Multiple Source Localization in Wireless Sensor Networks Based on Time of Arrival Measurement [J].
Shen, Hong ;
Ding, Zhi ;
Dasgupta, Soura ;
Zhao, Chunming .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2014, 62 (08) :1938-1949
[58]   Distributed Wireless Sensor Network Localization Via Sequential Greedy Optimization Algorithm [J].
Shi, Qingjiang ;
He, Chen ;
Chen, Hongyang ;
Jiang, Lingge .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2010, 58 (06) :3328-3340
[59]  
Sorbelli F. B., 2018, PROC 19 INT C DISTRI
[60]  
Sourour E, 2004, VTC2004-FALL: 2004 IEEE 60TH VEHICULAR TECHNOLOGY CONFERENCE, VOLS 1-7, P4923