journal article·2022-07-13Open access

Positioning Information Based High-Speed Communications with Multiple RISs: Doppler Mitigation and Hardware Impairments

Ke Wang, Chan-Tong Lam, Benjamin K. Ng

Applied Sciences· Volume 12· Issue 14

Abstract

In this paper, we consider a multiple reconfigurable intelligent surface (RIS)-assisted system using positioning information (PI) to explore the potential of Doppler effect mitigation and spectral efficiency (SE) enhancement in high-speed communications (HSC) in the presence of hardware impairments (HWI). In particular, we first present a general multi-RIS-assisted system model for HSC with HWI. Then, based on PI, different phase shift optimization strategies are designed and compared for maximizing SE, eliminating Doppler spread, and maintaining a very low delay spread. Moreover, we compare the performance of different numbers of RISs with HWI in terms of SE and delay spread. Finally, we extend our channel model from line-of-sight to the Rician channel to demonstrate the effectiveness and robustness of our proposed scheme. Numerical results reveal that the HWI of RISs increases the delay spread, but has no impact on Doppler shift and spread. Additionally, the multiple RIS system not only suffers a more severe delay spread, but is limited in SE due to the HWI. When the number of RISs increases from 2 to 16, the range of average spectral efficiency and delay spread are from 4 to 4.6 Bit/s/Hz and from 0.7 μs to 2.5 μs, respectively. In contrast to conventional RIS-assisted systems that require channel estimation, the proposed PI-based RIS system offers simplicity without compromising effectiveness and robustness in both SE enhancement and Doppler mitigation.
Source: crossref · Quality: baseline

Research context

OpenAlex topics: Advanced Wireless Communication Technologies · Indoor and Outdoor Localization Technologies · Optical Wireless Communication Technologies

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

Affiliations

Faculty of Applied Sciences, Macao Polytechnic University, Macao 999078, China

References (46)

Show source-provided references
1. 5G Key Technologies for Smart Railways10.1109/JPROC.2020.2988595 ↗
2. A Survey on High Mobility Wireless Communications: Challenges, Opportunities and Solutions
3. High-Mobility Massive MIMO with Beamforming Network Optimization: Doppler Spread Analysis and Scaling Law10.1109/JSAC.2020.3005470 ↗
4. High-mobility Wideband Massive MIMO Communications: Doppler compensation, Analysis and Scaling Laws10.1109/TWC.2019.2911508 ↗
5. Performance Analysis of 5G Mobile Relay Systems for High-speed Trains10.1109/JSAC.2020.3005492 ↗
6. RIS-Aided Next-Generation High-Speed Train Communications: Challenges, Solutions, and Future Directions10.1109/MWC.001.2100170 ↗
7. Reconfigurable Intelligent Surfaces for Energy Efficiency in Wireless Communication10.1109/TWC.2019.2922609 ↗
8. Intelligent Reflecting Surface Enhanced Wireless Network via Joint Active and Passive Beamforming10.1109/TWC.2019.2936025 ↗
9. Basar, E. (2019, January 18–21). Transmission through Large Intelligent Surfaces: A New Frontier in Wireless Communications. Proceedings of the 2019 European Conference on Networks and Communications 473 (EuCNC), Valencia, Spain.10.1109/EuCNC.2019.8801961 ↗
10. Reconfigurable Intelligent Surfaces for 6G Systems: Principles, Applications, and Research Directions10.1109/MCOM.001.2001076 ↗
11. Towards Smart and Reconfigurable Environment: Intelligent Reflecting Surface Aided Wireless Network10.1109/MCOM.001.1900107 ↗
12. Reconfigurable Intelligent Surfaces for Doppler Effect and Multipath Fading Mitigation
13. Reconfigurable Intelligent Surfaces: A signal processing perspective with wireless applications10.1109/MSP.2021.3130549 ↗
14. Intelligent Reflecting Surface Operation under Predictable Receiver Mobility: A Continuous Time Propagation Model10.1109/LWC.2020.3024781 ↗
15. A New Look at Dual-Hop Relaying: Performance Limits with Hardware Impairments10.1109/TCOMM.2013.100913.130282 ↗
16. Massive MIMO Systems with Non-ideal Hardware: Energy Efficiency, Estimation, and Capacity Limits
17. Achievable Rate Analysis and Phase Shift Optimization on Intelligent Reflecting Surface with Hardware Impairments
18. Spectral and Energy Efficiency of IRS-assisted MISO Communication with Hardware Impairments10.1109/LWC.2020.2990431 ↗
19. Wang, K., Lam, C.T., and Ng, B.K. (2021, January 7–11). Doppler Effect Mitigation using Reconfigurable Intelligent Surfaces with Hardware Impairments. Proceedings of the 2021 IEEE Globecom Workshops (GC Wkshps), Madrid, Spain.10.1109/GCWkshps52748.2021.9681939 ↗
20. Performance Analysis and User Association Optimization for Wireless Network Aided by Multiple Intelligent Reflecting Surfaces10.1109/TCOMM.2021.3087620 ↗
21. Cooperative Beam Routing for Multi-IRS Aided Communication10.1109/LWC.2020.3034370 ↗
22. Multi-Hop RIS-Empowered Terahertz Communications: A DRL-Based Hybrid Beamforming Design10.1109/JSAC.2021.3071836 ↗
23. Multi-RIS-Aided Wireless Systems: Statistical Characterization and Performance Analysis10.1109/TCOMM.2021.3117599 ↗
24. Elbahhar, F., and Heddebaut, M. (2018). Advanced train positioning/communication system. Modern Railway Engineering, IntechOpen.10.5772/intechopen.71768 ↗
25. Albrecht, T., Lüddecke, K., and Zimmermann, J. (September, January 30). A Precise and Reliable Train Positioning System and Its Use for Automation of Train Operation. Proceedings of the 2013 IEEE International Conference on Intelligent Rail Transportation Proceedings, Beijing, China.10.1109/ICIRT.2013.6696282 ↗
26. Mirabadi, A., Mort, N., and Schmid, F. (1996, January 8–11). Application of Sensor Fusion to Railway Systems. Proceedings of the 1996 IEEE/SICE/RSJ International Conference on Multisensor Fusion and Integration for Intelligent Systems, Washington, DC, USA.
27. A Survey of GNSS-Based Research and Developments for the European Railway Signaling10.1109/TITS.2017.2658179 ↗
28. Lee, S., Tewolde, G., and Kwon, J. (2014, January 6–8). Design and Implementation of Vehicle Tracking System using GPS/GSM/GPRS Technology and Smartphone Application. Proceedings of the 2014 IEEE World Forum on Internet of Things (WF-IoT), Seoul, Korea.10.1109/WF-IoT.2014.6803187 ↗
29. Vehicle Inertial Tracking via Mobile Crowdsensing: Experience and Enhancement
30. Improving Estimation of Vehicle’s Trajectory Using the Latest Global Positioning System with Kalman Filtering10.1109/TIM.2011.2147670 ↗
31. Glow in the Dark: Smartphone Inertial Odometry for Vehicle Tracking in GPS Blocked Environments10.1109/JIOT.2021.3064342 ↗
32. Zheng, H., Cui, Z., and Zhang, X. (2018). Identifying Modes of Driving Railway Trains from GPS Trajectory Data: An Ensemble Classifier-based Approach. ISPRS Int. J.-Geo-Inf., 7.10.3390/ijgi7080308 ↗
33. Ko, K., Byun, I., Ahn, W., and Shin, W. (IEEE Trans. Intell. Transp. Syst., 2022). High-Speed Train Positioning Using Deep Kalman Filter with 5G NR Signals, IEEE Trans. Intell. Transp. Syst., early access.10.1109/TITS.2022.3146932 ↗
34. Deep Learning-Enabled Fusion to Bridge GPS Outages for INS/GPS Integrated Navigation10.1109/JSEN.2022.3155166 ↗
35. Deep-Learning-Based Intelligent Intervehicle Distance Control for 6G-Enabled Cooperative Autonomous Driving10.1109/JIOT.2020.3048050 ↗
36. High Mobility Wireless Communications with Doppler Diversity: Fundamental Performance Limits10.1109/TWC.2015.2463276 ↗
37. Channel Estimation for Reconfigurable Intelligent Surface-AssistedWireless Communications Considering Doppler Effect10.1109/LWC.2020.3044004 ↗
38. Doppler Mitigation Method Aided by Reconfigurable Intelligent Surfaces for High-Speed Channels10.1109/LWC.2021.3139043 ↗
39. A Note on A Simple Transmission Formula10.1109/JRPROC.1946.234568 ↗
40. How Much do Hardware Imperfections Affect the Performance of Reconfigurable Intelligent Surface-assisted Systems?10.1109/OJCOMS.2020.3014331 ↗
41. Communication through a Large Reflecting Surface with Phase Errors10.1109/LWC.2019.2947445 ↗
42. Gallager, R.G. (2008). Principles of Digital Communication, Cambridge University Press.10.1017/CBO9780511813498 ↗
43. 3GPP TR 38.913 (2022, May 26). Technical Specification Group Radio Access Network; Study on Scenarios and 562 Requirements for Next Generation Access Technologies (Release 14). Available online: https://www.etsi.org/deliver/etsi_tr/138900_138999/138913/14.02.00_60/tr_138913v140200p.pdf.
44. Maximum-Diversity Transmissions Over Doubly Selective Wireless Channels10.1109/TIT.2003.813485 ↗
45. Error Analysis of Programmable Metasurfaces for Beam Steering10.1109/JETCAS.2020.2970077 ↗
46. Towards design and implementation of security and privacy framework for Internet of Medical Things (IoMT) by leveraging blockchain and IPFS technology10.1007/s11227-020-03570-x ↗