A Novel Time Delay Estimation Algorithm for 5G Vehicle Positioning in Urban Canyon Environments

Vehicle positioning with 5G can effectively compensate for the lack of vehicle positioning based on GNSS (Global Navigation Satellite System) in urban canyons. However, there is also a large ranging error in the non-line of sight (NLOS) propagation of 5G. Aiming to solve this problem, we consider a new time delay estimation algorithm called non-line of sight cancellation multiple signal classification (NC-MUSIC). This algorithm uses cross-correlation to identify and cancel the NLOS signal. Then, an unsupervised multipath estimation method is used to estimate the number of multipaths and extract the noise subspace. The MUSIC spectral function can be calculated by the noise subspace. Finally, the time delay of the direct path is estimated by searching the peak of MUSIC spectral function. This paper adopts the 5G channel model developed by 3GPP TR38.901 for simulation experiments. The experiment results demonstrated that the proposed algorithm has obvious advantages in terms of NLOS propagation for urban canyon environments. It provided a high-precision time delay estimation algorithm for observed time difference of arrival (OTDOA), joint angle of arrival (AOA) ranging, and other positioning methods in the 5G vehicle positioning method, which can effectively improve the positioning accuracy of 5G vehicle positioning in urban canyon environments.

[1]  Mike McDonald,et al.  Vehicle Positioning for Improving Road Safety , 2010 .

[2]  Han-You Jeong,et al.  Spatiotemporal Local-Remote Senor Fusion (ST-LRSF) for Cooperative Vehicle Positioning , 2018, Sensors.

[3]  P. De Doncker,et al.  Multicarrier Technique-Based Super-Resolution TDOA Estimation , 2017, 2017 Mediterranean Microwave Symposium (MMS).

[4]  Chang Liu,et al.  Accurate vehicle position estimation using a Kalman filter and neural network-based approach , 2017, 2017 IEEE Symposium Series on Computational Intelligence (SSCI).

[5]  Massimo Crisci,et al.  Joint maximum likelihood time-delay estimation for LTE positioning in multipath channels , 2014, EURASIP J. Adv. Signal Process..

[6]  Zhongliang Deng,et al.  Direct Positioning Method of Mixed Far-Field and Near-Field Based on 5G Massive MIMO System , 2019, IEEE Access.

[7]  Fulvio Babich,et al.  Estimation and tracking of LTE signals time of arrival in a mobile multipath environment , 2015, 2015 9th International Symposium on Image and Signal Processing and Analysis (ISPA).

[8]  Erik G. Larsson,et al.  Direct Localization for Massive MIMO , 2016, IEEE Transactions on Signal Processing.

[9]  Fulvio Babich,et al.  Vehicular Position Tracking Using LTE Signals , 2017, IEEE Transactions on Vehicular Technology.

[10]  Yong-Hua Song,et al.  Super-resolution TOA Estimation in OFDM Systems for Indoor Environments , 2007, 2007 IEEE International Conference on Networking, Sensing and Control.

[11]  Kaveh Pahlavan,et al.  Super-resolution TOA estimation with diversity for indoor geolocation , 2004, IEEE Transactions on Wireless Communications.

[12]  Mikko Valkama,et al.  Joint Device Positioning and Clock Synchronization in 5G Ultra-Dense Networks , 2016, IEEE Transactions on Wireless Communications.

[13]  Tetsuo Kirimoto,et al.  Super Resolution TOA Estimation Algorithm with Maximum Likelihood ICA Based Pre-Processing , 2013, IEICE Trans. Commun..

[14]  Lei Yan,et al.  Vehicle tracking algorithm based on GPS and map-matching , 2008, International Symposium on Instrumentation and Control Technology.

[15]  Hao Zhang,et al.  A TDOA Technique with Super-Resolution Based on the Volume Cross-Correlation Function , 2016, IEEE Transactions on Signal Processing.

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

[17]  Jing Li,et al.  Super-Resolution Time Delay Estimation Algorithm Based on the Frequency Domain Channel Model in OFDM Systems , 2006, 2006 6th World Congress on Intelligent Control and Automation.

[18]  Daegun Oh,et al.  Robust Super-Resolution TOA Estimation against Doppler Shift for Vehicle Tracking , 2014, IEEE Communications Letters.

[19]  Sirajudeen Gulam Razul,et al.  Comparisons of the super-resolution TOA/TDOA estimation algorithms , 2017, 2017 Progress in Electromagnetics Research Symposium - Fall (PIERS - FALL).

[20]  Joonhyuk Kang,et al.  A novel location finding system for 3GPP LTE , 2009, 2009 IEEE 20th International Symposium on Personal, Indoor and Mobile Radio Communications.

[21]  Sipan Ye,et al.  Vehicle information system design based on Beidou Navigation Satellite System , 2015, 2015 IEEE International Conference on Information and Automation.

[22]  James Bailey,et al.  Automatically recognizing places of interest from unreliable GPS data using spatio-temporal density estimation and line intersections , 2015, Pervasive Mob. Comput..

[23]  Hans-Peter Kriegel,et al.  A Density-Based Algorithm for Discovering Clusters in Large Spatial Databases with Noise , 1996, KDD.

[24]  Fei Wang,et al.  Joint Estimation of TOA and DOA in IR-UWB System Using a Successive MUSIC Algorithm , 2014, Wirel. Pers. Commun..

[25]  Peter Daly,et al.  Real time differential GPS and GLONASS vehicle positioning in urban areas , 1997, Proceedings of Conference on Intelligent Transportation Systems.

[26]  Chuanli Kang A Differential Dynamic Positioning Algorithm Based on GPS/Beidou , 2016 .

[27]  Jae-Hyun Lee,et al.  Enhanced Path Detection Based on Interference Cancellation for Range Estimation of Communication-Based Positioning System in Indoor Environment , 2019, IEEE Access.

[28]  Gaetano Giunta,et al.  Enhanced TOA-based indoor-positioning algorithm for mobile LTE cellular systems , 2011, 2011 8th Workshop on Positioning, Navigation and Communication.

[29]  Peng Liu,et al.  Low-Complexity Joint 2-D DOA and TOA Estimation for Multipath OFDM Signals , 2019, IEEE Signal Processing Letters.

[30]  A.R. Ali,et al.  Time Difference of Arrival estimation using super resolution algorithms to minimize Distance Measurement Error for indoor positioning systems , 2008, 2008 IEEE International Multitopic Conference.

[31]  Yingning Peng,et al.  Super-Resolution Time Delay Estimation in Multipath Environments , 2007, IEEE Transactions on Circuits and Systems I: Regular Papers.