| Citation: | CHEN Yue-jian, LI Yi-fan, LING Liang, LIU Jian-xin, JIN Si-qin, ZHOU Kai. Research review on dynamics and fault diagnosis of railway vehicle gearboxes[J]. Journal of Traffic and Transportation Engineering, 2026, 26(1): 176-199. doi: 10.19818/j.cnki.1671-1637.2026.058 |
| [1] |
BERNAL E, SPIRYAGIN M, COLE C. Onboard condition monitoring sensors, systems and techniques for freight railway vehicles: A review[J]. IEEE Sensors Journal, 2019, 19(1): 4-24. doi: 10.1109/JSEN.2018.2875160
|
| [2] |
CHEN Y J, LI Y Z, NIU G, et al. Offline and online measurement of the geometries of train wheelsets: A review[J]. IEEE Transactions on Instrumentation and Measure-ment, 2022, 71: 1-15.
|
| [3] |
ZHU Hai-yan, ZHU Zhi-he, XIAO Qian, et al. Research status of fatigue reliability and fault diagnosis of high-speed train gearbox[J]. Journal of East China Jiaotong University, 2021, 38(1): 113-121.
|
| [4] |
XIE S C, TAN H C, YANG C X, et al. A review of fault diagnosis methods for key systems of the high-speed train[J]. Applied Sciences, 2023, 13(8): 4790. doi: 10.3390/app13084790
|
| [5] |
ALEMI A, CORMAN F, LODEWIJKS G. Condition moni-toring approaches for the detection of railway wheel defects[J]. Proceedings of the Institution of Mechanical Engineers, Part F: Journal of Rail and Rapid Transit, 2017, 231(8): 961-981. doi: 10.1177/0954409716656218
|
| [6] |
FU W J, HE Q X, FENG Q B, et al. Recent advances in wayside railway wheel flat detection techniques: A review[J]. Sensors, 2023, 23(8): 3916. doi: 10.3390/s23083916
|
| [7] |
YAN G X, CHEN J, BAI Y, et al. A survey on fault diagnosis approaches for rolling bearings of railway vehicles[J]. Processes, 2022, 10(4): 724. doi: 10.3390/pr10040724
|
| [8] |
SHAIKH M Z, AHMED Z, CHOWDHRY B S, et al. State-of-the-art wayside condition monitoring systems for railway wheels: A comprehensive review[J]. IEEE Access, 2023, 11: 13257-13279. doi: 10.1109/ACCESS.2023.3240167
|
| [9] |
CHEN Zai-gang, LIU Yu-qing, ZHOU Zi-wei, et al. Summary of dynamics research on traction power transmission system of rail transits[J]. Journal of Traffic and Transportation Engineering, 2021, 21(6): 31-49. doi: 10.19818/j.cnki.1671-1637.2021.06.003
|
| [10] |
LIU Y M, CHEN Y. Dynamic reliability evaluation of high-speed train gearbox based on copula function[J]. IEEE Access, 2022, 10: 51792-51803. doi: 10.1109/ACCESS.2022.3174043
|
| [11] |
WANG Bo-ming. High-speed EMUs: General design and bogie systems[M]. Chengdu: Southwest Jiaotong University Press, 2014.
|
| [12] |
HUANG G H, ZHOU N, ZHANG W H. Effect of internal dynamic excitation of the traction system on the dynamic behavior of a high-speed train[J]. Proceedings of the Institution of Mechanical Engineers, Part F: Journal of Rail and Rapid Transit, 2016, 230(8): 1899-1907. doi: 10.1177/0954409715617787
|
| [13] |
ZHU W G, LIN H, SUN W, et al. Vibration performance of traction gearbox of a high-speed train: Theoretical analysis and experiments[J]. Actuators, 2023, 12(3): 103. doi: 10.3390/act12030103
|
| [14] |
REN Z S, XIN X, SUN G, et al. The effect of gear meshing on the high-speed vehicle dynamics[J]. Vehicle System Dynamics, 2021, 59(5): 743-764. doi: 10.1080/00423114.2020.1711955
|
| [15] |
QIU Xing-hui, YANG Jian-wei, CHEN Zhong-wei. Analysis of vibration response of rigid-flexible coupled subway gear transmission system[J]. Journal of Mechanical Transmis-sion, 2018, 42(3): 85-89.
|
| [16] |
HU Yu-fei, ZHANG Jian-chao, CHEN Zhan, et al. Evalua-tion of gearbox vibration response in high-speed train under internal excitation[J]. Journal of Beijing Jiaotong University, 2022, 46(4): 148-156.
|
| [17] |
WEI Jing, Sun Qing-zhao, SUN Wei, et al. Dynamic analysis and effects of nonlinear factors of a gear transmission system for high speed locomotive[J]. Journal of Vibration and Shock, 2012, 31(17): 38-43, 50.
|
| [18] |
ZHOU Yue, WANG Xi, HOU Yu, et al. Test study on vibration behavior and bearing load characteristics of high-speed train gearbox under internal excitation[J]. Journal of Vibration and Shock, 2023, 42(13): 242-250.
|
| [19] |
HOU Y, WANG X, SUN S G, et al. Measured load spectra of the bearing in high-speed train gearbox under different gear meshing conditions[J]. Railway Engineering Science, 2023, 31(1): 37-51. doi: 10.1007/s40534-022-00282-1
|
| [20] |
HOU Y, WANG X, QUE H B, et al. Variation in contact load at the most loaded position of the outer raceway of a bearing in high-speed train gearbox[J]. Acta Mechanica Sinica, 2021, 37(11): 1683-1695. doi: 10.1007/s10409-021-01141-8
|
| [21] |
ZHU Hai-yan, ZHU Zhi-he, WU Ping-bo, et al. Vibration characteristics analysis of high-speed emu gearbox housings under service conditions[J]. Noise and Vibration Control, 2021, 41(2): 15-20, 27.
|
| [22] |
ZENG Qing-tao. Research on vibration characteristics of high-speed train gear transmission system under wheel-rail excitation[D]. Nanchang: East China Jiaotong University, 2023.
|
| [23] |
YANG J W, ZHAO Y, WANG J H, et al. Influence of wheel flat on railway vehicle helical gear system under traction/braking conditions[J]. Engineering Failure Analysis, 2022, 134: 106022. doi: 10.1016/j.engfailanal.2021.106022
|
| [24] |
LIU P F, YANG S P, LIU Y Q. Full-scale test and numerical simulation of wheelset-gear box vibration excited by wheel polygon wear and track irregularity[J]. Mechanical Systems and Signal Processing, 2022, 167: 108515. doi: 10.1016/j.ymssp.2021.108515
|
| [25] |
ZHAO Y, LI Q, YANG J W, et al. A Lagrangian approach for the railway vehicle with gear system coupled model considering wheel polygonal faults under traction conditions[J]. Journal of Vibration and Control, 2023, 30(5/6): 1339-1352.
|
| [26] |
YANG Guang-xue, LI Guang-quan, LIU Zhi-ming, et al. Vibration characteristics analysis of gearbox housing system of high-speed train subjected to wheel-rail excitation[J]. Journal of the China Railway Society, 2017, 39(11): 46-52.
|
| [27] |
ZHANG Bo-wen. Vibration characteristics and fatigue life analysis of high-speed train gearbox housing under complex excitation[D]. Shijiazhuang: Shijiazhuang Tiedao University, 2024.
|
| [28] |
WU Hao, HE Jia-xing, LI Jia-wen. Electro-mechanical coupled modeling and vibration characteristics analysis of high-speed train transmission system[J]. Locomotive & Rolling Stock Technology, 2024, 60(5): 1-7, 40.
|
| [29] |
WANG Z W, MEI G M, XIONG Q, et al. Motor car-track spatial coupled dynamics model of a high-speed train with traction transmission systems[J]. Mechanism and Machine Theory, 2019, 137: 386-403. doi: 10.1016/j.mechmachtheory.2019.03.032
|
| [30] |
WANG Z W, YIN Z H, ALLEN P, et al. Dynamic analysis of enhanced gear transmissions in the vehicle-track coupled dynamic system of a high-speed train[J]. Vehicle System Dynamics, 2022, 60(8): 2716-2738. doi: 10.1080/00423114.2021.1928246
|
| [31] |
WANG Z W, ALLEN P, MEI G M, et al. Dynamic charac-teristics of a high-speed train gearbox in the vehicle-track coupled system excited by wheel defects[J]. Proceedings of the Institution of Mechanical Engineers, Part F: Journal of Rail and Rapid Transit, 2020, 234(10): 1210-1226. doi: 10.1177/0954409719890731
|
| [32] |
WANG Z W, MEI G M, ZHANG W H, et al. Effects of polygonal wear of wheels on the dynamic performance of the gearbox housing of a high-speed train[J]. Proceedings of the Institution of Mechanical Engineers, Part F: Journal of Rail and Rapid Transit, 2018, 232(6): 1852-1863. doi: 10.1177/0954409717752998
|
| [33] |
ZHU W G, SUN W, WU H. Vibration and stress response of high-speed train gearboxes under different excitations[J]. Applied Sciences, 2022, 12(2): 712. doi: 10.3390/app12020712
|
| [34] |
WU H, WU P B, XU K, et al. Research on vibration charac-teristics and stress analysis of gearbox housing in high-speed trains[J]. IEEE Access, 2019, 7: 102508-102518. doi: 10.1109/ACCESS.2019.2931424
|
| [35] |
YANG Guang-xue, AN Qian-qian, LI Shuang, et al. Research on dynamic stress distribution characteristics of high speed train gearbox[J]. Journal of Mechanical Engineering, 2022, 58(10): 152-159.
|
| [36] |
HUANG Guan-hua, WANG Xing-yu, MEI Gui-ming, et al. Dynamic response analysis of gearbox housing system subjected to internal and external excitation in high-speed train[J]. Journal of Mechanical Engineering, 2015, 51(12): 95-100.
|
| [37] |
SUN Gang, REN Zun-song, XIN Xin, et al. Dynamics of gear transmission system of high-speed vehicle[J]. Journal of Mechanical Engineering, 2019, 55(18): 104-111.
|
| [38] |
WANG J G, HE G Y, ZHANG J, et al. Nonlinear dynamics analysis of the spur gear system for railway locomotive[J]. Mechanical Systems and Signal Processing, 2017, 85: 41-55. doi: 10.1016/j.ymssp.2016.08.004
|
| [39] |
WANG Jun-guo, XIAO Yao, YANG Xu-feng, et al. Nonlinear characteristics of gear transmission systems of locomotive excited by torque fluctuation of traction motors[J]. China Mechanical Engineering, 2018, 29(11): 1296-1302.
|
| [40] |
ZHOU Z W, CHEN Z G, SPIRYAGIN M, et al. Dynamic response feature of electromechanical coupled drive subsystem in a locomotive excited by wheel flat[J]. Engineering Failure Analysis, 2021, 122: 105248. doi: 10.1016/j.engfailanal.2021.105248
|
| [41] |
ZHOU Z W, CHEN Z G, SPIRYAGIN M, et al. Dynamic performance of locomotive electric drive system under excitation from gear transmission and wheel-rail interaction[J]. Vehicle System Dynamics, 2022, 60(5): 1806-1828. doi: 10.1080/00423114.2021.1876887
|
| [42] |
WANG Z W, CHENG Y, MEI G M, et al. Torsional vibration analysis of the gear transmission system of high-speed trains with wheel defects[J]. Proceedings of the Institution of Mechanical Engineers, Part F: Journal of Rail and Rapid Transit, 2020, 234(2): 123-133. doi: 10.1177/0954409719833791
|
| [43] |
DOU Shuo, LIU Zhi-ming, LI Qiang, et al. Acquisition method of dynamic load of high-speed train gearbox bearing based on bench simulation model[J]. Journal of Traffic and Transportation Engineering, 2022, 22(2): 219-232. doi: 10.19818/j.cnki.1671-1637.2022.02.017
|
| [44] |
LIU Y Q, CHEN Z G, WANG K Y, et al. Dynamic charac-teristics analysis of gear transmission and its support bearings of high-speed train on the curve[J]. Vehicle System Dynamics, 2024, 62(3): 623-650. doi: 10.1080/00423114.2023.2186248
|
| [45] |
QU Sheng. Experimental study on coupled vibration mechanism of high-speed train traction drive system under multi-source excitation[D]. Chengdu: Southwest Jiaotong University, 2023.
|
| [46] |
GONG Dao-ping. Rigid-flexible coupling dynamics analysis of drive system for the heavy haul locomotive[D]. Chengdu: Southwest Jiaotong University, 2019.
|
| [47] |
DENG Xiao-yu, ZHANG Wei-hua. Research on the dynamic characteristics of gear transmission system of high-speed train based on the rigid-flexible coupling dynamics[J]. High Speed Railway Technology, 2016, 7(4): 50-54.
|
| [48] |
GU Xiao-hui, YANG Shao-pu, LIU Wen-peng, et al. Review of health monitoring and fault diagnosis of axle-box bearing of high-speed train[J]. Chinese Journal of Theore-tical and Applied, 2022, 54(7): 1780-1796.
|
| [49] |
SU C, BI T T, PAN A X, et al. Failure analysis on abnormal cracking of polycarbonate plates used in the gearbox oil level gauge for high-speed train[J]. Engineering Failure Analysis, 2023, 143: 106871. doi: 10.1016/j.engfailanal.2022.106871
|
| [50] |
HU W G, LIU Z M, LIU D K, et al. Fatigue failure analysis of high speed train gearbox housings[J]. Engineering Failure Analysis, 2017, 73: 57-71. doi: 10.1016/j.engfailanal.2016.12.008
|
| [51] |
LIU Dong-yi, YANG Jian-wei, LI Xin, et al. Crack propa-gation path and life prediction of helical gear root in metro gear boxes under the operating conditions[J]. Journal of Machine Design, 2020, 37(3): 59-66.
|
| [52] |
CHEN D Y, LIN J H, LI Y D. Modified complementary ensemble empirical mode decomposition and intrinsic mode functions evaluation index for high-speed train gearbox fault diagnosis[J]. Journal of Sound and Vibration, 2018, 424: 192-207. doi: 10.1016/j.jsv.2018.03.018
|
| [53] |
FENG K, JI J C, NI Q, et al. A review of vibration-based gear wear monitoring and prediction techniques[J]. Mechanical Systems and Signal Processing, 2023, 182: 109605. doi: 10.1016/j.ymssp.2022.109605
|
| [54] |
HU Y X, LIN J H, TAN A C. Failure analysis of gearbox in CRH high-speed train[J]. Engineering Failure Analysis, 2019, 105: 110-126. doi: 10.1016/j.engfailanal.2019.06.099
|
| [55] |
ZHOU Jun-feng. Diagnosis and countermeasures for faults in the bearing cage of urban rail vehicle gearboxes[J]. Tech-nology and Market, 2015, 22(11): 43-44.
|
| [56] |
CHENG Xiang-xun. Typical fault analysis and handling of zhengzhou metro vehicle gear box[J]. Urban Mass Transit, 2022, 25(4): 225-228.
|
| [57] |
WANG J G, LV B, SUN R, et al. Resonance and stability analysis of a cracked gear system for railway locomotive[J]. Applied Mathematical Modelling, 2020, 77: 253-266. doi: 10.1016/j.apm.2019.07.039
|
| [58] |
YANG L, ZHANG D B, YANG Y T, et al. Fault charac-teristics analysis of high-speed train transmission systems[J]. Shock and Vibration, 2022(1): 7109507.
|
| [59] |
LIU X C, SUN Q, CHEN C J. Damage degree detection of cracks in a locomotive gear transmission system[J]. Shock and Vibration, 2018(1): 5761064.
|
| [60] |
JIANG J Z, CHEN Z G, ZHAI W M, et al. Vibration characteristics of railway locomotive induced by gear tooth root crack fault under transient conditions[J]. Engineering Failure Analysis, 2020, 108: 104285. doi: 10.1016/j.engfailanal.2019.104285
|
| [61] |
JIANG J Z, CHEN Z G, HE C Y, et al. Fault vibration features of heavy-haul locomotive with tooth root crack in gear transmissions[C]//IEEE. 2018 International Conference on Sensing, Diagnostics, Prognostics, and Control (SDPC). New York: IEEE, 2018: 113-118.
|
| [62] |
LI Gang, LI Xiu-hong, REN Jia-jun, et al. Study on the crack propagation life of the high-speed train gear[J]. Journal of Mechanical Transmission, 2017, 41(2): 17-21.
|
| [63] |
CHEN Z G, ZHAI W M, WANG K Y. Vibration feature evolution of locomotive with tooth root crack propagation of gear transmission system[J]. Mechanical Systems and Signal Processing, 2019, 115: 29-44. doi: 10.1016/j.ymssp.2018.05.038
|
| [64] |
SUN Qi. Research on the gear crack diagnosis in high-speed trains based on motor current signature analysis[D]. Chengdu: Southwest Jiaotong University, 2023.
|
| [65] |
ZHANG B, TAN A C C, LIN J H. Gearbox fault diagnosis of high-speed railway train[J]. Engineering Failure Analysis, 2016, 66: 407-420. doi: 10.1016/j.engfailanal.2016.04.020
|
| [66] |
ZHANG J, LI X, XIE H. Fatigue finite element analysis of certain type of EMU gearbox box[J]. Applied Mechanics and Materials, 2015, 789/790: 236-240.
|
| [67] |
MORGADO T L M, BRANCO C M, INFANTE V. A failure study of housing of the gearboxes of series 2 600 locomotives of the Portuguese Railway Company[J]. Engineering Failure Analysis, 2008, 15(1/2): 154-164.
|
| [68] |
MOON S I, CHO I J, YOON D. Fatigue life evaluation of mechanical components using vibration fatigue analysis technique[J]. Journal of Mechanical Science and Technology, 2011, 25(3): 631-637. doi: 10.1007/s12206-011-0124-6
|
| [69] |
WU H, WU P B, LI F S, et al. Fatigue analysis of the gearbox housing in high-speed trains under wheel polygonization using a multibody dynamics algorithm[J]. Engineering Failure Analysis, 2019, 100: 351-364. doi: 10.1016/j.engfailanal.2019.02.058
|
| [70] |
LI Guang-quan, LIU Zhi-ming, WANG Wen-jing, et al. Fatigue crack mechanism study on high-speed EMU gearbox[J]. Journal of Mechanical Engineering, 2017, 53(2): 99-105.
|
| [71] |
WANG Wen-jing, ZHANG Ying, QU Jun-sheng, et al. Dynamic stress response and fatigue reliability of gearbox housing for g-series high-speed train[J]. China Railway Science, 2018, 39(6): 90-97.
|
| [72] |
HE Zhang-tao, MA Yuan-yuan, XIAO Pan, et al. Simulation analysis of the strength and fatigue of high-speed train transmission gearbox and evaluation method[J]. Journal of Mechanical Transmission, 2018, 42(4): 130-133.
|
| [73] |
DOU Shuo, LIU Peng-fei, LIU Zhi-ming, et al. Dynamic fatigue life assessment method for high-speed train gearbox housing[J]. Journal of Central South University (Science and Technology), 2024, 55(5): 1953-1965.
|
| [74] |
LIN Y L, LI J B, CHEN P X, et al. Dynamic characteristics and fault mechanism of the gear tooth spalling in railway vehicles under traction conditions[J]. Applied Sciences, 2023, 13(8): 4656. doi: 10.3390/app13084656
|
| [75] |
YANG J W, SUN R, YAO D C, et al. Nonlinear dynamic analysis of high speed multiple units gear transmission system with wear fault[J]. Mechanical Sciences, 2019, 10(1): 187-197. doi: 10.5194/ms-10-187-2019
|
| [76] |
WANG Z W, YIN Z H, WANG R C, et al. Coupled dynamic behaviour of a transmission system with gear eccentricities for a high-speed train[J]. Vehicle System Dynamics, 2021, 59(4): 613-634. doi: 10.1080/00423114.2019.1708008
|
| [77] |
CAI J F, LI Y F, LIU J X. Vibration features of high-speed train gearbox induced by bearing fault[C]//IEEE. 2020 Asia-pacific International Symposium on Advanced Reliability and Maintenance Modeling (APARM). New York: IEEE, 2020: 1-6.
|
| [78] |
ZHANG A-zhong, LIU Jian-xin, CAI Jiu-feng. Vibration analysis on spalling failure of gearbox bearing of high-speed train[J]. Journal of Mechanical Transmission, 2020, 44(12): 132-136, 145.
|
| [79] |
CAI Jiu-feng. Study on fault excitation and response of gear transmission system of high speed train[D]. Chengdu: Southwest Jiaotong University, 2025.
|
| [80] |
FU Hai-kuo. Dynamic behavior analysis of bogie gearbox bearings under coupled fault excitations[D]. Dalian: Dalian Jiaotong University, 2025.
|
| [81] |
LEI Y G, LIN J, ZUO M J, et al. Condition monitoring and fault diagnosis of planetary gearboxes: A review[J]. Measurement, 2014, 48: 292-305. doi: 10.1016/j.measurement.2013.11.012
|
| [82] |
WAN Guo-qiang, LIN Jian-hui, YI Cai. Vibration charac-teristic analysis and fault diagnosis of high speed train gear-box[J]. Mechanical Science and Technology for Aerospace Engineering, 2018, 37(1): 115-119.
|
| [83] |
REN Bin, YANG Shao-pu, HAO Ru-jiang. Multivariate signal time-varying blind source separation for locomotive gear transmission[J]. Journal of Mechanical Engineering, 2016, 52(20): 8-15.
|
| [84] |
YU Ze-liang, HE De-qiang, TAN Wen-ju, et al. The study and realization of train gearbox fault diagnosis based on EMD and singular value difference spectrum theory[J]. Machinery Design & Manufacture, 2018(9): 152-155, 160.
|
| [85] |
LONG Ying, SU Yan-chen, GAO Yang, et al. Fault diagnosis of gearbox bearings of high-speed train applying adaptive TQWT[J]. China Measurement & Test, 2019, 45(11): 108-113.
|
| [86] |
YANG Hui-ying, WU Chuan-hui, LI Yan-ping, et al. Appli-cation of DTCWPT-TV in fault diagnosis of gearbox bearing in high-speed train[J]. Machinery Design & Manufacture, 2020(9): 9-13, 16.
|
| [87] |
ZHU Dan, SU Yan-chen, SUN Qi, et al. Application of BSO-MCKD in incipient fault diagnosis of gearbox bearings of high-speed train[J]. Railway Locomotive & Car, 2020, 40(2): 14-19.
|
| [88] |
ZHU Dan, SU Yan-chen, YAN Chun-guang, et al. Fault diagnosis of gearbox bearings of high-speed train based on the SVD-MOMEDA[J]. Electric Drive for Locomotives, 2020(2): 144-148, 152.
|
| [89] |
LI Chang-qing, LIN Jian-hui, HU Yong-xu. Application of optimization parameters VMD and MED in fault diagnosis of train gearbox rolling bearings[J]. Electric Drive for Loco-motives, 2020(3): 142-147.
|
| [90] |
ZHU En-hao. Research on the method of performance degradation evaluation and fault prediction for the gearbox of the high-speed train[D]. Nanchang: East China Jiaotong University, 2023.
|
| [91] |
ZHANG Zhen. Research on HXD2 locomotive gear fault diagnosis method based on electromechanical coupling model[D]. Chengdu: Southwest Jiaotong University, 2020.
|
| [92] |
HENAO H, KIA S H, CAPOLINO G A. Torsional-vibration assessment and gear-fault diagnosis in railway traction system[J]. IEEE Transactions on Industrial Electronics, 2011, 58(5): 1707-1717. doi: 10.1109/TIE.2011.2106094
|
| [93] |
ZHANG Z, YANG J T. Current-based gear fault detection for locomotive gearboxes[C]//IEEE. 2018 Prognostics and System Health Management Conference (PHM-Chongqing). New York: IEEE, 2018: 1200-1207.
|
| [94] |
ZHANG M M, YANG J T, ZHANG Z. Locomotive gear fault diagnosis based on wavelet bispectrum of motor current[J]. Shock and Vibration, 2021, 2021: 5554777. doi: 10.1155/2021/5554777
|
| [95] |
CHENG C, WANG W J, LUO H, et al. State-degradation-oriented fault diagnosis for high-speed train running gears system[J]. Sensors, 2020, 20(4): 1017. doi: 10.3390/s20041017
|
| [96] |
WANG Lian-fu, WANG Zi-fan, DONG Jian-xiong, et al. Fault diagnosis method for high-speed train gearbox bearing based on improved VMD and temperature-vibration[J]. Urban Mass Transit, 2024, 27(7): 21-26.
|
| [97] |
CHENG C, YANG S, SONG Y, et al. Time-series independent component analysis-aided fault detection for running gear systems[J]. International Journal of Control, Automation and Systems, 2022, 20(9): 2892-2901. doi: 10.1007/s12555-021-0276-9
|
| [98] |
CHENG C, WANG J H, ZHOU Z J, et al. A BRB-based effective fault diagnosis model for high-speed trains running gear systems[J]. IEEE Transactions on Intelligent Transportation Systems, 2022, 23(1): 110-121. doi: 10.1109/TITS.2020.3008266
|
| [99] |
CHENG C, QIAO X Y, LUO H, et al. Data-driven incipient fault detection and diagnosis for the running gear in high-speed trains[J]. IEEE Transactions on Vehicular Techno-logy, 2020, 69(9): 9566-9576. doi: 10.1109/TVT.2020.3002865
|
| [100] |
HE X Q, CHANG Y Q. A novel approach for reliable gearbox fault diagnosis in high-speed train driving system based on nonlinear feature extraction[J]. Modern Manufacturing Engineering, 2015(6): 31-39.
|
| [101] |
AI Yi-bo, WANG Nan, QUE Hong-bo, et al. Material casting defect recognition of high-speed train gearbox shell based on industrial CT technology[J]. Journal of Harbin Institute of Technology, 2015, 47(10): 45-49.
|
| [102] |
AI Y B, SUN C, CUI H, et al. Characterization and damage identification of acoustic emission signal in tensile process of the material of high-speed train gearbox shell[C]//IEEE. 2016 IEEE International Conference on Industrial Engineering and Engineering Management (IEEM). New York: IEEE, 2016: 1875-1878.
|
| [103] |
LIU Shi-chuan. Research on surface defect detection of high-speed train gearbox based on binocular stereo vision[D]. Shijiazhuang: Shijiazhuang Tiedao University, 2023.
|
| [104] |
CHENG C, LIU M, CHEN H T, et al. Slow feature analysis-aided detection and diagnosis of incipient faults for running gear systems of high-speed trains[J]. ISA Transactions, 2022, 125: 415-425. doi: 10.1016/j.isatra.2021.06.023
|
| [105] |
SONG Y, YANG S, CHENG C, et al. A novel fault detection method for running gear systems based on dynamic inner slow feature analysis[J]. IEEE Access, 2020, 8: 211371-211379. doi: 10.1109/ACCESS.2020.3039464
|
| [106] |
YAO H M, ULIANOV C, LIU F. Joint self-learning and fuzzy clustering algorithm for early warning detection of railway running gear defects[C]//IEEE. 2018 24th Inter-national Conference on Automation and Computing (ICAC). New York: IEEE, 2018: 1-8.
|
| [107] |
LIU Yu-mei, ZHAO Cong-cong, XIONG Ming-ye, et al. Application of extension theory to monitoring the running state of the high-speed railway's gearbox[J]. Transactions of Beijing Institute of Technology, 2015, 35(11): 1135-1139.
|
| [108] |
LIU Y M, QIAO N G, ZHAO C C, et al. Vibration signal prediction of gearbox in high-speed train based on monitoring data[J]. IEEE Access, 2018, 6: 50709-50719. doi: 10.1109/ACCESS.2018.2868197
|
| [109] |
WANG J H, YANG J W, WANG Y Z, et al. Ensemble decision approach with dislocated time-frequency represen-tation and pre-trained CNN for fault diagnosis of railway vehicle gearboxes under variable conditions[J]. International Journal of Rail Transportation, 2022, 10(5): 655-673. doi: 10.1080/23248378.2021.2000897
|
| [110] |
LI Quan-long. Research on temperature prediction method of gearbox bearing for high-speed train[D]. Lanzhou: Lanzhou Jiaotong University, 2023.
|
| [111] |
WU Jia-min, WANG Fa-ling, ZOU He-min, et al. Fault diagnosis of gearbox based on deep convolutional neural network and transfer learning[J]. Machine Design & Research, 2023, 39(5): 82-88.
|
| [112] |
GAO Chao. Numerical study of temperature field of high speed train gearbox based on heat-fluid coupling[D]. Chengdu: Southwest Jiaotong University, 2023.
|
| [113] |
YANG Bing-zhen. Application research of acoustic emission technology in damage detection of high speed train gearbox shell[D]. Shijiazhuang: Shijiazhuang Tiedao University, 2023.
|