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Taehyung Kim, Kyeongjun Ko, Incheol Hwang, Daesik Hong, Sooyong Choi and Hanho Wang, "RSRP-Based Doppler Shift Estimator Using Machine Learning in High-Speed Train Systems," in IEEE Transactions on Vehicular Technology, Jan. 2021

[IEEE Trans. Veh. Technol.]
조회 48652
Status : Published 
Date : 2020-12 
Title : RSRP-based Doppler Shift Estimator using Machine Learning in High-Speed Train Systems 
Authors : Taehyung Kim, Kyeongjun Ko, Incheol Hwang, Daesik Hong, Sooyong Choi,and Hanho Wang 
Journal : IEEE Transactions on Vehicular Technology 
Abstract : In the fifth-generation (5G) high-speed train (HST) system operating in the millimeter-wave (mmWave) band, a much higher Doppler shift occurs. Doppler shift severely degrades reception performance in orthogonal frequency division multiplexing (OFDM)-based wireless communication systems. The performance of the Doppler shift estimator is directly related to safety in the HST because the 5G HST system is used for train control. Therefore, it is necessary to develop a fast and accurate Doppler shift estimator (DSE) with low complexity. In this paper, we propose a new machine learning-based DSE (MLDSE). Taking note of the fact that an HST travels the same path repeatedly, the MLDSE estimates the Doppler shift by using the reference signal received power (RSRP) values measured by the mobile receiver at all times. However, since there is a oneto-many mapping problem when the RSRP values reflecting the 5G beam sweeping and selection correspond to Doppler shifts, machine learning cannot be performed. To solve this problem, we design an RSRP ambiguity reducer (AR) for the machine learning input so that the pattern of RSRP values can be mapped and learned into corresponding Doppler shifts. As a result, MLDSE can estimate Doppler shift more accurately than any HST DSEs known to the authors. In addition, an MLDSE consisting of only three layers is superior to the conventional techniques in terms of computational complexity as well as estimation accuracy. 
URL : https://ieeexplore.ieee.org/document/9292473 

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List of Articles
No.
Status Datesort
45 [IEEE Trans. Wireless Commun.] Incheol Hwang, and Daesik Hong, "A Low-complexity Hybrid Precoding for Wideband Satellite Communication Systems", IEEE Transactions on Wireless Communications, 2025 update Early Access  2025-05 
44 [Other Journals] Hanwoong Kim, Hyunwoo Lee, Inseon Kim, and Daesik Hong, "NR-NTN Initial Access: Ephemeris-based Approach", IEEE Transactions on Aerospace and Electronic Systems, 2025 Early Access  2025-03 
43 [IEEE Trans. Veh. Technol.] Jinkyo Jeong, Hyunwoo Lee, and Daesik Hong, "Enhanced Early Preamble Collision Detector for LEO Satellite-Based NTN IoT Random Access", IEEE Transactions on Vehicular Technology, 2025 Early Access  2025-03 
42 [IEEE Trans. Wireless Commun.] Incheol Hwang, Minchul Hong, Hyunwoo Lee, Jinkyo Jeong, Jehyun Heo, and Daesik Hong, "Leakage-based Beamforming for Time-varying MU-MIMO Channels", IEEE Transactions on Wireless Communications, 2025 update Published  2025-02 
41 [IEEE Trans. Veh. Technol.] Hanwoong Kim, Hyunwoo Lee, Jehyun Heo, Jonghyun Bang, Daesik Hong, "Ephemeris-based Sum Capacity Enhancement in Multi-Satellite Communication Systems", IEEE Transactions on Vehicular Technology, 2025 Early Access  2025-02 
40 [Other Journals] Jeeyeon Kim, Incheol Hwang, Daesik Hong, "Leakage based Multi-Point Transmission for UAM in Integrated Satellite and Terrestrial Network", ICT Express, 2025 Accepted  2025-02 
39 [IEEE Wireless Commun. Lett.] Jeeyeon Kim, Incheol Hwang, Daesik Hong, "Vertical Sectorization for UAM in 3D Aerial Network", IEEE Wireless Communications Letters, 2025 Published  2025-01 
38 [IEEE Trans. Veh. Technol.] Minchul Hong, Hyunwoo Lee, Daesik Hong, and Kyungsik Min, "User Selection with Effective Channel Quality Feedback for PMI-based MU-MIMO", IEEE Transactions on Vehicular Technology, 2024 Published  2024-11 
37 [IEEE Comm. Surveys & Turotials] Jehyun Heo, Seungwoo Sung, Hyunwoo Lee, Incheol Hwang, and Daesik Hong, "MIMO Satellite Communication Systems: A Survey from the PHY Layer Perspective" in IEEE Communications Surveys & Tutorials Published  2023-07 
36 [IEEE Trans. Veh. Technol.] Jinkyo Jeong, and Daesik Hong, "Two-Stage Preamble Detector for LEO Satellite-Based NTN IoT Random Access", IEEE Transactions on Vehicular Technology, 2023 Published  2023-06 
35 [IEEE Trans. Wireless Commun.] Joohyun Son, Hakkeon Lee, Insik Jung, and Daesik Hong, "Exploiting Intentional Frequency Offset in NOMA-OFDM Systems: From Basic to Practical", IEEE Transactions on Wireless Communications, 2023 Published  2023-02 
34 [IEEE Commun. Mag.] Taehyung Kim, Hyunsoo Kim, Sooyong Choi, and Daesik Hong, How Will Cell-Free Systems Be Deployed? in IEEE Communications Magazine, January 2022 Published  2022-04 
33 [IEEE Trans. Wireless Commun.] Hakkeon Lee, Jaeyoung Choi, and Daesik Hong, "Resource Configuration for Full-duplex-aided Multiple-Access Edge Computation Offloading" in IEEE Transactions on Wireless Communications, September 2021 Published  2021-10 
32 [IEEE Wireless Commun. Lett.] Hakkeon Lee, Insik Jung, Jehyun Heo, and Daesik Hong, "Exploiting Intentional Time-domain Offset in Downlink Multicarrier NOMA systems", IEEE Wireless Communications Letters, Apr. 2021 Published  2021-04 
» [IEEE Trans. Veh. Technol.] Taehyung Kim, Kyeongjun Ko, Incheol Hwang, Daesik Hong, Sooyong Choi and Hanho Wang, "RSRP-Based Doppler Shift Estimator Using Machine Learning in High-Speed Train Systems," in IEEE Transactions on Vehicular Technology, Jan. 2021 Published  2020-12 
30 [IEEE Trans. Wireless Commun.] Soohyun Kim, Jeeyeon Kim, and Daesik Hong, "A New Non-Orthogonal Transceiver for Asynchronous Grant-Free Transmission Systems," in IEEE Transactions on Wireless Communications, March 2021 Published  2020-11 
29 [IEEE Comm. Surveys & Turotials] Hyejin Kim, Jintae Kim, and Daesik Hong, "Dynamic TDD Systems for 5G and Beyond: A Survey of Cross-Link Interference Mitigation," in IEEE Communications Surveys & Tutorials, Fourthquarter 2020 Published  2020-07 
28 [IEEE Trans. Wireless Commun.] Hyejin Kim, Yosub Park, Jintae Kim and Daesik Hong, "A Low-Complex SVD-Based F-OFDM," in IEEE Transactions on Wireless Communications, Feb. 2020 Published  2019-10 
27 [IEEE Access] Insik Jung, Hyunsoo Kim, Jinkyo Jeong, Sooyong Choi, and Daesik Hong, "An Enhanced Tabu Search based Receiver for Full-spreading NOMA Systems", IEEE Access, Oct. 2019 Published  2019-10 
26 [IEEE Trans. Wireless Commun.] S. Kim, H. Kim, H. Noh, Y. Kim and D. Hong, "Novel Transceiver Architecture for an Asynchronous Grant-Free IDMA System," in IEEE Transactions on Wireless Communications Published  2019-10 
25 [IEEE Trans. Veh. Technol.] Taehyung Kim, Yosub Park, Hyunsoo Kim,and Daesik Hong, "Cooperative Superposed Transmission in Cellular-based V2V Systems", IEEE Trans. Veh. Technol., Sep. 2019 Published  2019-09 
24 [IEEE Wireless Commun. Lett.] Beomju Kim, Yosub Park, and Daesik Hong, "Partial Non-Orthogonal Multiple Access (P-NOMA)", IEEE Wireless Communications Letters, May 2019 Published  2019-05 
23 [IEEE Trans. Wireless Commun.] Jaeyoung Choi, Beomju Kim, Kwonjong Lee, and Daesik Hong, "A Transceiver Design for Spectrum Sharing in Mixed Numerology Environments", IEEE Trans. on Wireless Comm., Mar. 2019 Published  2019-03 
22 [IEEE Trans. Veh. Technol.] Yosub Park, Taehyung Kim, and Daesik Hong, "Resource Size Control for Reliability Improvement in Cellular-based V2V Communication", IEEE Trans. Veh. Technol., Oct. 2018 file Published  2018-10 
21 [IEEE Trans. Wireless Commun.] Jinkyo Jeong, Yosub Park, Sungwoo Weon, Jintae Kim, Sooyong Choi, and Daesik Hong, "Eigendecomposition-Based GFDM for Interference-Free Data Transmission and Pilot Insertion for Channel estimation", IEEE Trans. on Wireless Comm., Aug. 2018 Published  2018-08 
20 [IEEE Access] Haesoon Lee, Yosub Park, and Daesik Hong, "Resource Split Full Duplex to Mitigate Inter-cell Interference in Ultra-Dense Small Cell Networks", IEEE Access, Jun. 2018 Published  2018-06 
19 [IEEE Access] Yosub Park, and Daesik Hong, "Theoretical Analysis of Interference Effect from Idle Cells in Ultra-dense Small Cell Networks", IEEE Access, Apr. 2018 Published  2018-04 
18 [IEEE Trans. Wireless Commun.] Jintae Kim, Yosub Park, Sungwoo Weon, Jinkyo Jeong, Sooyong Choi, and Daesik Hong, "A New Filter-Bank Multicarrier System: The Linearly Processed FBMC System", IEEE Trans. on Wireless Comm., Apr. 2018 Published  2018-04 
17 [IEEE Wireless Commun. Lett.] Hyejin Kim, Insik Jung, Yosub Park, Wonsuk Chung, Sooyong Choi, and Daesik Hong, "Time Spread-Windowed OFDM for Spectral Efficiency Improvement", IEEE Wireless Comm. Letters, Feb. 2018 Published  2018-02 
16 [IEEE Access] Seokwon Lee, Seokjung Kim, Yosub Park, Sooyong Choi and Daesik Hong, "Effect of Unpredictable Interference on MU-MIMO Systems in HetNet", IEEE Access, Nov. 2017 Published  2017-11 
15 [IEEE Trans. Wireless Commun.] Yosub Park, Jihaeng Heo, Wonsuk Chung, Sungwoo Weon, Sooyong Choi, and Daesik Hong, "A New Link Adaptation Method to Mitigate SINR Mismatch in Ultra-dense Small Cell LTE Networks", IEEE Trans. on Wireless Comm., Nov. 2017 Published  2017-11 
14 [IEEE Commun. Lett.] Joonki Kim, Kwonjong Lee, Jintae Kim, Hano Wang, Minsoo Na, and Daesik Hong, "A Novel SCMA System for Coexistence of Active Users and Inactive Users", IEEE Comm. Letters, Aug 2017 Published  2017-08 
13 [IEEE Trans. Wireless Commun.] Kwonjong Lee, Yosub Park, Minsoo Na, Hanho Wang, and Daesik Hong, Aligned Reverse Frame Structure for Interference Mitigation in Dynamic TDD Systems", IEEE Trans. on Wireless Comm., Jul. 2017 Published  2017-07 
12 [IEEE Access] Kwonjong Lee, Joonki Kim, Yosub Park, Hanho Wang, and Daesik Hong, "Latency of Cellular-based V2X: Perspectives on TTI-proportional-latency and TTI-independent-latency", IEEE Access, Jul. 2017 file Published  2017-07 
11 [Other Journals] Yonghyeon Shin, Sungwoo Weon, Daesik Hong, and Ilgu Yun, "Analytical Model for Junctionless Double-Gate FET in Subthreshold Region", IEEE Trans. on Electron Devices, Apr. 2017 file Published  2017-04 
10 [IEEE Commun. Lett.] Yosub Park, Jihaeng Heo, and Daesik Hong, "Spectral Efficiency Analysis of Ultra-Dense Small Cell Networks with Heterogeneous Channel Estimation Capabilities", IEEE Comm. Letters, Apr. 2017 file Published  2017-04 
9 [IEEE Trans. Wireless Commun.] Wonsuk Chung, Chanhong Kim, Sooyong Choi, and Daesik Hong, "Synchronization Sequence Design for FBMC/OQAM Systems", IEEE Trans. on Wireless Comm., Aug. 2016 file Published  2016-08 
8 [IEEE Commun. Lett.] Joonki Kim, Seokjung Kim, Jonghyun Bang, and Daesik Hong, "Adaptive Mode Selection in D2D Communications Considering the Bursty Traffic Model", IEEE Comm. Letters, Jan 2016 file Published  2016-01 
7 [IEEE Comm. Surveys & Turotials] Dongkyu Kim, Haesoon Lee, and Daesik Hong, "A Survey of In-band Full-duplex Transmission: From the Perspective of PHY and MAC Layers", IEEE Comm. Surveys & Turotials file Published  2015-02 
6 [IEEE Trans. Wireless Commun.] Jonghyun Bang, Jemin Lee, Member, Seokjung Kim, and Daesik Hong, "An Efficient Relay Selection Strategy for Random Cognitive Relay Networks" IEEE Trans. Wireless Commun., Nov. 2014 file Published  2014-11 
5 [IEEE Trans. Veh. Technol.] Seunglae Kam, Dongkyu Kim, Haesoon Lee, and Daesik Hong, "Bi-directional Full-duplex Systems in a Multi-spectrum Environment", IEEE Trans. Veh. Technol., Sep. 2014 file Published  2014-09 
4 [IEEE Trans. Wireless Commun.] Sungsoo Park, and Daesik Hong, "Achievable Throughput of Energy Harvesting Cognitive Radio Networks," IEEE Trans. Wireless Commun., Feb. 2014 file Published  2014-02 
3 [IEEE Trans. Wireless Commun.] Wonsuk Chung, Sungsoo Park, Sungmook Lim, and Daesik Hong, "Spectrum Sensing Optimization for Energy-Harvesting Cognitive Radio Systems", IEEE Trans. on Wireless Comm., Jan. 2014 file Published  2014-01 
2 [IEEE Trans. Veh. Technol.] Dongkyu Kim,Sungsoo Park, Hyungsik Ju, Daesik Hong, "Transmission Capacity of Full-duplex based Two-way Ad-hoc Networks with ARQ Protocol", IEEE Trans. Veh. Technol., Jan. 2014 file Published  2014-01 
1 [IEEE Trans. Wireless Commun.] Jihaeng Heo, Hyungsik Ju, Sungsoo Park, Eunsun Kim, and Daesik Hong, "Simultaneous Sensing and Transmission in Cognitive Radio," IEEE Transactions on Wireless Communications, Jan. 2014 file Published  2014-01 
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