Single-Anchor Positioning: Multipath Processing With Non-Coherent Directional Measurements

High-accuracy indoor radio positioning can be achieved by using (ultra) wideband (UWB) radio signals. Multiple fixed anchor nodes are needed to compute the position or alternatively, specular multipath components (SMCs) extracted from radio signals can be exploited. In this work, we study a multipath-based, single-anchor positioning system that acquires directional measurements non-coherently. These non-coherent measurements can be obtained, e.g., from a single-chain mm-wave transceiver with analog beam steering or from a low-complexity ultra-wideband transceiver with switched directional antennas. The directional antennas support the separation of SMCs and the suppression of the undesired diffuse multipath component (DMC) with the benefit that the required signal bandwidth can be drastically reduced. The paper analyzes the Cramér-Rao lower bound (CRLB) on the position estimation error to gain insight in the influence of the system design parameters as well as the impact of the DMC on the position error. The CRLB is compared between the non-coherent antenna setup, a conventional array with coherent processing, and a single-antenna setup. A maximum-likelihood position estimation algorithm is formulated. Its performance is evaluated with synthetically generated data as well as with UWB measurements. We show that the accuracy and robustness are significantly improved due to the processing of angular information. Analyzing the measured data for a line-of-sight link, the median error decreases from 22 down to 7 cm, the measurements better than 20 cm increase from 46 to 95 %, and outliers above 50 cm reduce from 12 to 0%.

[1]  R.S. Thoma,et al.  UWB short-range radar sensing - The architecture of a baseband, pseudo-noise UWB radar sensor , 2007, IEEE Instrumentation & Measurement Magazine.

[2]  Jac Romme,et al.  A high-accuracy phase-based ranging solution with Bluetooth Low Energy (BLE) , 2019, 2019 IEEE Wireless Communications and Networking Conference (WCNC).

[3]  S. Kay Fundamentals of statistical signal processing: estimation theory , 1993 .

[4]  Theodore S. Rappaport,et al.  Millimeter Wave Mobile Communications for 5G Cellular: It Will Work! , 2013, IEEE Access.

[5]  Erik G. Larsson,et al.  Scaling Up MIMO: Opportunities and Challenges with Very Large Arrays , 2012, IEEE Signal Process. Mag..

[6]  Jeffrey G. Andrews,et al.  What Will 5G Be? , 2014, IEEE Journal on Selected Areas in Communications.

[7]  Henk Wymeersch,et al.  Millimeter-Wave Downlink Positioning With a Single-Antenna Receiver , 2018, IEEE Transactions on Wireless Communications.

[8]  Klaus Witrisal,et al.  Single-Anchor, Multipath-Assisted Indoor Positioning with Aliased Antenna Arrays (Invited Paper) , 2018, 2018 52nd Asilomar Conference on Signals, Systems, and Computers.

[9]  Davide Dardari,et al.  Single-Anchor Localization and Orientation Performance Limits Using Massive Arrays: MIMO vs. Beamforming , 2017, IEEE Transactions on Wireless Communications.

[10]  J. Kunisch,et al.  An ultra-wideband space-variant multipath indoor radio channel model , 2003, IEEE Conference on Ultra Wideband Systems and Technologies, 2003.

[11]  Gerhard Bauch,et al.  Harnessing NLOS Components for Position and Orientation Estimation in 5G Millimeter Wave MIMO , 2019, IEEE Transactions on Wireless Communications.

[12]  A. Gualtierotti H. L. Van Trees, Detection, Estimation, and Modulation Theory, , 1976 .

[13]  Moe Z. Win,et al.  Fundamental Limits of Wideband Localization— Part I: A General Framework , 2010, IEEE Transactions on Information Theory.

[14]  Ulrich Muehlmann,et al.  Accuracy Bounds for Array-Based Positioning in Dense Multipath Channels † , 2018, Sensors.

[15]  Harry L. Van Trees,et al.  Optimum Array Processing: Part IV of Detection, Estimation, and Modulation Theory , 2002 .

[16]  Rohit U. Nabar,et al.  Introduction to Space-Time Wireless Communications , 2003 .

[17]  A. Cidronali,et al.  Analysis and Performance of a Smart Antenna for 2.45-GHz Single-Anchor Indoor Positioning , 2010, IEEE Transactions on Microwave Theory and Techniques.

[18]  Fredrik Tufvesson,et al.  Single antenna anchor-free UWB positioning based on multipath propagation , 2013, 2013 IEEE International Conference on Communications (ICC).

[19]  Kay Römer,et al.  SALMA: UWB-based Single-Anchor Localization System using Multipath Assistance , 2018, SenSys.

[20]  Xiangyun Zhou,et al.  Error Bounds for Uplink and Downlink 3D Localization in 5G Millimeter Wave Systems , 2017, IEEE Transactions on Wireless Communications.

[21]  Uwe-Carsten Fiebig,et al.  Multipath Assisted Positioning with Simultaneous Localization and Mapping , 2016, IEEE Transactions on Wireless Communications.

[22]  Abbas Jamalipour,et al.  Wireless communications , 2005, GLOBECOM '05. IEEE Global Telecommunications Conference, 2005..

[23]  Henk Wymeersch,et al.  Position and Orientation Estimation Through Millimeter-Wave MIMO in 5G Systems , 2017, IEEE Transactions on Wireless Communications.

[24]  Haralabos C. Papadopoulos,et al.  Hybrid Beamforming With Selection for Multiuser Massive MIMO Systems , 2017, IEEE Transactions on Signal Processing.

[25]  Klaus Witrisal,et al.  Using DecaWave UWB transceivers for high-accuracy multipath-assisted indoor positioning , 2017, 2017 IEEE International Conference on Communications Workshops (ICC Workshops).

[26]  Gerhard Bauch,et al.  Enabling Situational Awareness in Millimeter Wave Massive MIMO Systems , 2019, IEEE Journal of Selected Topics in Signal Processing.

[27]  Edward W. Knightly,et al.  Pseudo Lateration: Millimeter-Wave Localization Using a Single RF Chain , 2017, 2017 IEEE Wireless Communications and Networking Conference (WCNC).

[28]  Hakyong Kim,et al.  Double-sided two-way ranging algorithm to reduce ranging time , 2009, IEEE Communications Letters.

[29]  Bernard H. Fleury,et al.  First- and second-order characterization of direction dispersion and space selectivity in the radio channel , 2000, IEEE Trans. Inf. Theory.

[30]  Fredrik Tufvesson,et al.  A Measurement-Based Statistical Model for Industrial Ultra-Wideband Channels , 2007, IEEE Transactions on Wireless Communications.

[31]  Erik G. Larsson,et al.  MIMO with More Users than RF Chains , 2017, ArXiv.

[32]  Fredrik Tufvesson,et al.  5G mmWave Positioning for Vehicular Networks , 2017, IEEE Wireless Communications.

[33]  Moe Z. Win,et al.  A Belief Propagation Algorithm for Multipath-Based SLAM , 2018, IEEE Transactions on Wireless Communications.

[34]  Klaus Witrisal,et al.  Delay Estimation in Presence of Dense Multipath , 2019, IEEE Wireless Communications Letters.

[35]  Erik G. Larsson,et al.  Massive MIMO for next generation wireless systems , 2013, IEEE Communications Magazine.

[36]  A. Cidronali,et al.  Switched beam antenna design principles for Angle of Arrival estimation , 2009, 2009 European Wireless Technology Conference.

[37]  Klaus Witrisal,et al.  Multipath-assisted indoor positioning enabled by directional UWB sector antennas , 2017, 2017 IEEE 18th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC).

[38]  Klaus Witrisal,et al.  On the unimportance of phase-coherent measurements for beampattern-assisted positioning , 2018, 2018 IEEE Wireless Communications and Networking Conference (WCNC).

[39]  Lujain Dabouba,et al.  Millimeter Wave Mobile Communication for 5 G Cellular , 2017 .

[40]  Paul Meissner,et al.  Bandwidth Scaling and Diversity Gain for Ranging and Positioning in Dense Multipath Channels , 2016, IEEE Wireless Communications Letters.

[41]  Moe Z. Win,et al.  High-Accuracy Localization for Assisted Living: 5G systems will turn multipath channels from foe to friend , 2016, IEEE Signal Processing Magazine.

[42]  Sandeep K. S. Gupta,et al.  Single-anchor indoor localization using a switched-beam antenna , 2009, IEEE Communications Letters.

[43]  Paul Meissner,et al.  Evaluation of Position-Related Information in Multipath Components for Indoor Positioning , 2014, IEEE Journal on Selected Areas in Communications.

[44]  Zhong Fan,et al.  Emerging technologies and research challenges for 5G wireless networks , 2014, IEEE Wireless Communications.

[45]  Huadong Meng,et al.  Performance Limits and Geometric Properties of Array Localization , 2014, IEEE Transactions on Information Theory.

[46]  Upamanyu Madhow,et al.  Indoor Millimeter Wave MIMO: Feasibility and Performance , 2011, IEEE Transactions on Wireless Communications.

[47]  Yonina C. Eldar,et al.  A Family of Hybrid Analog–Digital Beamforming Methods for Massive MIMO Systems , 2019, IEEE Transactions on Signal Processing.

[48]  Paul Meissner,et al.  UWB for Robust Indoor Tracking: Weighting of Multipath Components for Efficient Estimation , 2014, IEEE Wireless Communications Letters.

[49]  Fredrik Tufvesson,et al.  Factor graph based simultaneous localization and mapping using multipath channel information , 2017, 2017 IEEE International Conference on Communications Workshops (ICC Workshops).

[50]  Theodore S. Rappaport,et al.  Millimeter-Wave Cellular Wireless Networks: Potentials and Challenges , 2014, Proceedings of the IEEE.