RF-Echo: A Non-Line-of-Sight Indoor Localization System Using a Low-Power Active RF Reflector ASIC Tag

被引:36
作者
Chuo, Li-Xuan [1 ]
Luo, Zhihong [1 ]
Sylvester, Dennis [1 ]
Blaauw, David [1 ]
Kim, Hun-Seok [1 ]
机构
[1] Univ Michigan, Ann Arbor, MI 48109 USA
来源
PROCEEDINGS OF THE 23RD ANNUAL INTERNATIONAL CONFERENCE ON MOBILE COMPUTING AND NETWORKING (MOBICOM '17) | 2017年
关键词
Indoor localization; Multipath; Non Line-of-sight; ASIC; RF reflection; Time-of-arrival; Neural network classification; ESTIMATOR;
D O I
10.1145/3117811.3117840
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Long-range low-power localization is a key technology that enables a host of new applications of wireless sensor nodes. We present RF-Echo, a new low-power RF localization solution that achieves decimeter accuracy in long range indoor non-line-of-sight (NLOS) scenarios. RF-Echo introduces a custom-designed active RF reflector ASIC (application specific integrated circuit) fabricated in a 180nm CMOS process which echoes a frequency-shifted orthogonal frequency division multiplexing (OFDM) signal originally generated from an anchor. The proposed technique is based on time-of-flight (ToF) estimation in the frequency domain that effectively eliminates inter-carrier and inter-symbol interference in multipath-rich indoor NLOS channels. RF-Echo uses a relatively narrow bandwidth of <80 MHz which does not require an expensive very high sampling rate analog-to-digital converter (ADC). Unlike ultra-wideband (UWB) systems, the active reflection scheme is designed to operate at a relatively low carrier frequency that can penetrate building walls and other blocking objects for challenging NLOS scenarios. Since the bandwidth at lower frequencies (2.4 GHz and sub-1 GHz) is severely limited, we propose novel signal processing algorithms as well as machine learning techniques to significantly enhance the localization resolution given the bandwidth constraint of the proposed system. The newly fabricated tag IC consumes 62.8 mW active power. The software defined radio (SDR) based anchor prototype is rapidly deployable without the need for accurate synchronization among anchors and tags. Field trials conducted in a university building confirm up to 85 m operation with decimeter accuracy for robust 2D localization.
引用
收藏
页码:222 / 234
页数:13
相关论文
共 45 条
[1]  
[Anonymous], IEEE T SYSTEMS MAN C
[2]  
[Anonymous], 2006, Understanding GPS Principles and Applications Second Edition
[3]  
[Anonymous], 2001, Wireless Communications: Principles and Practice
[4]  
[Anonymous], 2014, Usenix NSDI
[5]  
[Anonymous], TECHNICAL REPORT
[6]  
[Anonymous], 2012, MILCOM 2012 2012 IEE
[7]  
[Anonymous], 2007 2 INT S WIR PER
[8]  
[Anonymous], UN SOFTW RAD PER USR
[9]   Using RSSI value for distance estimation in Wireless sensor networks based on ZigBee [J].
Benkic, K. ;
Malajner, M. ;
Planinsic, P. ;
Cucej, Z. .
PROCEEDINGS OF IWSSIP 2008: 15TH INTERNATIONAL CONFERENCE ON SYSTEMS, SIGNALS AND IMAGE PROCESSING, 2008, :303-306
[10]   Full Duplex Radios [J].
Bharadia, Dinesh ;
McMilin, Emily ;
Katti, Sachin .
ACM SIGCOMM COMPUTER COMMUNICATION REVIEW, 2013, 43 (04) :375-386