Enhanced Safety of Autonomous Driving by Incorporating Terrestrial Signals of Opportunity

A receiver autonomous integrity monitoring (RAIM)-based framework for autonomous ground vehicle (AGV) navigation is developed. This framework aims to incorporate terrestrial signals of opportunity (SOPs) alongside GPS signals to provide tight horizontal protection level (HPL) bounds to enhance the safety of autonomous driving. The performance of the combined GPS-SOP system is analyzed. Simulation results show that the combined GPS-SOP system reduces the HPL significantly from a GPS-only system, particularly in poor user-to-satellite geometry conditions. It is also shown that adding SOPs is more effective in increasing RAIM availability as opposed to adding GNSS satellites. Experimental results show that the GPS-SOP system reduces the HPL by 44.77% from the HPL obtained by GPS-only.

[1]  Todd E. Humphreys,et al.  Observability Analysis of Collaborative Opportunistic Navigation With Pseudorange Measurements , 2014, IEEE Transactions on Intelligent Transportation Systems.

[2]  Zaher M. Kassas,et al.  Measurement Characterization and Autonomous Outlier Detection and Exclusion for Ground Vehicle Navigation With Cellular Signals , 2020, IEEE Transactions on Intelligent Vehicles.

[3]  Mahdi Maaref,et al.  Robust Vehicular Localization and Map-Matching in Urban Environments with IMU, GNSS, and Cellular Signals , 2019 .

[4]  Demoz Gebre-Egziabher,et al.  Kalman filter–based RAIM for GNSS receivers , 2015, IEEE Transactions on Aerospace and Electronic Systems.

[5]  Z. Kassas,et al.  LTE receiver design and multipath analysis for navigation in urban environments , 2018, NAVIGATION.

[6]  Zaher M. Kassas,et al.  Navigation With Cellular CDMA Signals—Part II: Performance Analysis and Experimental Results , 2018, IEEE Transactions on Signal Processing.

[7]  Jay A. Farrell,et al.  GPS-INS outlier detection & elimination using a sliding window filter , 2017, 2017 American Control Conference (ACC).

[8]  Heinz Mathis,et al.  Positioning Using LTE Signals , 2015 .

[9]  Juan Blanch,et al.  Galileo-GPS RAIM for Vertical Guidance , 2006 .

[10]  Chun Yang,et al.  Tracking and Relative Positioning with Mixed Signals of Opportunity , 2015 .

[11]  Kimia Shamaei,et al.  I Hear, Therefore I Know Where I Am: Compensating for GNSS Limitations with Cellular Signals , 2017, IEEE Signal Processing Magazine.

[12]  Ronald Raulefs,et al.  Survey of Cellular Mobile Radio Localization Methods: From 1G to 5G , 2018, IEEE Communications Surveys & Tutorials.

[13]  Todd E. Humphreys,et al.  Collaborative Opportunistic Navigation , 2012 .

[14]  Zaher M. Kassas,et al.  UAV Integrity Monitoring Measure Improvement using Terrestrial Signals of Opportunity , 2019 .

[15]  Zaher M. Kassas,et al.  Sub-Meter Accurate UAV Navigation and Cycle Slip Detection with LTE Carrier Phase Measurements , 2019, Proceedings of the 32nd International Technical Meeting of the Satellite Division of The Institute of Navigation (ION GNSS+ 2019).

[16]  John Raquet,et al.  Non-GNSS radio frequency navigation , 2008, 2008 IEEE International Conference on Acoustics, Speech and Signal Processing.

[17]  Per Enge,et al.  Incorporating GLONASS into Aviation RAIM Receivers , 2013 .

[18]  Jeffrey G. Andrews,et al.  Stochastic geometry and random graphs for the analysis and design of wireless networks , 2009, IEEE Journal on Selected Areas in Communications.

[19]  Michael Himmelsbach,et al.  Autonomous Ground Vehicles—Concepts and a Path to the Future , 2012, Proceedings of the IEEE.

[20]  Joe Khalife,et al.  Centimeter-Accurate UAV Navigation With Cellular Signals , 2018, Proceedings of the 31st International Technical Meeting of The Satellite Division of the Institute of Navigation (ION GNSS+ 2018).

[21]  Grace Xingxin Gao,et al.  Integrity for GPS/LiDAR Fusion Utilizing a RAIM Framework , 2018 .

[22]  Ilaria Martini,et al.  Snapshot residual and Kalman Filter based fault detection and exclusion schemes for robust railway navigation , 2017, 2017 European Navigation Conference (ENC).

[23]  Zaher M. Kassas,et al.  Precise UAV navigation with cellular carrier phase measurements , 2018, 2018 IEEE/ION Position, Location and Navigation Symposium (PLANS).

[24]  Zaher M. Kassas,et al.  Lane-Level Localization and Mapping in GNSS-Challenged Environments by Fusing Lidar Data and Cellular Pseudoranges , 2019, IEEE Transactions on Intelligent Vehicles.

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

[26]  Joe Khalife,et al.  New-Age Satellite-Based Navigation -- STAN: Simultaneous Tracking and Navigation with LEO Satellite Signals , 2019 .

[27]  Zaher M. Kassas,et al.  Exploiting LTE Signals for Navigation: Theory to Implementation , 2018, IEEE Transactions on Wireless Communications.

[28]  M. Spenko,et al.  Experimental Integrity Evaluation of Tightly-Integrated IMU/LiDAR Including Return-Light Intensity Data , 2019, Proceedings of the 32nd International Technical Meeting of the Satellite Division of The Institute of Navigation (ION GNSS+ 2019).

[29]  Zaher M. Kassas Navigation Systems for Autonomous and Semi-Autonomous Vehicles : Current Trends and Future Challenges , 2019 .