- ISSN 0258-2724
- CN 51-1277/U
- EI Compendex
- Scopus
- Indexed by Core Journals of China, Chinese S&T Journal Citation Reports
- Chinese S&T Journal Citation Reports
- Chinese Science Citation Database
| Citation: | LI Chenzhong, LI Lu, WANG Jianhui, FENG Xiaoyun, WANG Qingyuan, HUANG Chuanyue, WANG Yonghua, HE Qing. Deformation Recognition and Prediction of Track Slabs Based on Track Inspection Data[J]. Journal of Southwest Jiaotong University, 2022, 57(2): 306-313. doi: 10.3969/j.issn.0258-2724.20200555
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Existing methods for detecting deformation of high-speed railway slab ballastless tracksis low in efficiency and high in cost, while the track dynamic geometry inspection data can reflect the deformation level of slabs in a way.In this work, the track dynamic inspection data of railway lines of CRTS Ⅰ, Ⅱ, Ⅲ slabs within three years were collected and the wavelet energy was used as the deformation evaluation index of track slab. Finally, a temporal-spatial data mining model was proposed to realize the recognition and degradation prediction of track slabs. The results show that, affected by the local air temperature, the deformationlevel of track slabs has a seasonal pattern.Type-Ⅰ and type-Ⅱ slabs display warping and arching deformation in a high-temperature environment, while type-Ⅲ slab shows frost heavingin a low-temperature environment. Of the three types of track slabs, the deformation level of type-Ⅰ slab is mild, while the type-Ⅱ slab is most severe. The residual deformation of type-Ⅱ slab will accumulate over time, which may eventually lead to surface irregularity exceeding the limit. The long-term and short-term memory network can realize short- and mid-term prediction of the track slab deformation within 15 to 30 days. The the best predictionR-square value of the type-Ⅰ platedeformation is close to 0.9, while that of the type-Ⅱ and type-Ⅲ plate deformations exceeds 0.9.
| [1] |
王继军,尤瑞林,王梦,等. 单元板式无砟轨道结构轨道板温度翘曲变形研究[J]. 中国铁道科学,2010,31(3): 9-14.
WANG Jijun, YOU Ruilin, WANG Meng, et al. Research on the slab temperature warping of the unit slab track system[J]. China Railway Science, 2010, 31(3): 9-14.
|
| [2] |
孙加林,宣俊伟. 高速铁路CTRSⅡ型板式无砟轨道温度场效应分析[J]. 青岛大学学报(自然科学版),2016,29(2): 86-89.
SUN Jialin, XUAN Junwei. Study on temperature responses of CTRSⅡslab ballastless track of high-speed railway[J]. Journal of Qingdao University (Natural Science Edition), 2016, 29(2): 86-89.
|
| [3] |
肖威,郭宇,高建敏,等. 高速铁路路基不均匀沉降对CRTS Ⅲ板式轨道受力变形的影响[J]. 铁道科学与工程学报,2015,12(4): 724-730. doi: 10.3969/j.issn.1672-7029.2015.04.002
XIAO Wei, GUO Yu, GAO Jianmin, et al. Effect of uneven subgrade settlement on the CRTS Ⅲ slab track stress and deformation of high-speed railway[J]. Journal of Railway Science and Engineering, 2015, 12(4): 724-730. doi: 10.3969/j.issn.1672-7029.2015.04.002
|
| [4] |
邵丕彦,李海燕,吴韶亮,等. CRTSⅠ型轨道板温度变形及与砂浆垫层间离缝的测试研究[J]. 中国铁道科学,2013,34(2): 18-22. doi: 10.3969/j.issn.1001-4632.2013.02.04
SHAO Piyan, LI Haiyan, WU Shaoliang, et al. Measurement and research on temperature warping of CRTSⅠ track slab and crack between track slab and cement asphalt mortar cushion[J]. China Railway Science, 2013, 34(2): 18-22. doi: 10.3969/j.issn.1001-4632.2013.02.04
|
| [5] |
GOU H Y, YANG L C, LENG D, et al. Effect of bridge lateral deformation on track geometry of high-speed railway[J]. Steel and Composite Structures, 2018, 29(2): 219-229.
|
| [6] |
杨静静,高芒芒,杨飞,等. CRTSⅡ型轨道板上拱变形及对钢轨的影响[J]. 铁道建筑,2019,59(10): 104-108. doi: 10.3969/j.issn.1003-1995.2019.10.25
YANG Jingjing, GAO Mangmang, YANG Fei, et al. Heaving deformation of CRTSⅡ track slab and its influence on rail[J]. Railway Engineering, 2019, 59(10): 104-108. doi: 10.3969/j.issn.1003-1995.2019.10.25
|
| [7] |
杨静静,张楠,高芒芒,等. CRTSⅡ型无砟轨道温度翘曲变形及其对车线动力响应的影响[J]. 工程力学,2016,33(4): 210-217.
YANG Jingjing, ZHANG Nan, GAO Mangmang, et al. Temperature warping and it's impact on train-track dynamic response of CRTS Ⅱ ballastless track[J]. Engineering Mechanics, 2016, 33(4): 210-217.
|
| [8] |
SONG X L, ZHAO C F, ZHU X J. Temperature-induced deformation of CRTS Ⅱ slab track and its effect on track dynamical properties[J]. Science China Technological Sciences, 2014, 57(10): 1917-1924. doi: 10.1007/s11431-014-5634-x
|
| [9] |
李全鹏. 温度和车辆荷载作用下CRTS Ⅲ型无砟轨道板损伤数值模拟分析[D]. 成都: 西南交通大学, 2018.
|
| [10] |
高霞. 寒冷地区CRTS Ⅲ型板式无砟轨道力学特性研究[D]. 北京: 北京交通大学, 2014.
|
| [11] |
ZHAO P R, LIU X Y, LIU G. Experimental study of temperature gradient in track slab under outdoor conditions in Chengdu area[J]. Journal of Modern Transportation, 2014, 22(3): 148-155. doi: 10.1007/s40534-014-0050-2
|
| [12] |
CAÑETE E, CHEN J, DÍAZ M, et al. Wireless sensor networks and structural health monitoring: experiences with slab track infrastructures[J]. International Journal of Distributed Sensor Networks, 2019, 15(3): 1-16.
|
| [13] |
WANG Q A, NI Y Q. Measurement and forecasting of high-speed rail track slab deformation under uncertain SHM data using variational heteroscedastic Gaussian process[J]. Sensors, 2019, 19(15): 3311.1-3311.18. doi: 10.3390/s19153311
|
| [14] |
XU P, SUN Q X, LIU R K, et al. Key Equipment identification model for correcting milepost errors of track geometry data from track inspection cars[J]. Transportation Research Part C:Emerging Technologies, 2013, 35: 85-103. doi: 10.1016/j.trc.2013.06.006
|
| [15] |
汪鑫,王平,陈嵘,等. 基于多次波形匹配的高速铁路动检数据里程误差评估与修正[J]. 铁道学报,2020,42(2): 110-116.
WANG Xin, WANG Ping, CHEN Rong, et al. Mileage error estimation and correction for high-speed railway track inspection data based on multiple data waveform[J]. Journal of the China Railway Society, 2020, 42(2): 110-116.
|
| [16] |
李帅. 高速铁路轨道谱典型特征辨识及演化规律分析[D]. 成都: 西南交通大学, 2018.
|
| [17] |
TORRENCE C, COMPO G P. A practical guide to wavelet analysis[J]. Bulletin of the American Meteorological Society, 1998, 79(1): 61-78. doi: 10.1175/1520-0477(1998)079<0061:APGTWA>2.0.CO;2
|
| [18] |
NAGARAJAIAH S, BASU B. Output only modal identification and structural damage detection using time frequency & wavelet techniques[J]. Earthquake Engineering and Engineering Vibration, 2009, 8(4): 583-605. doi: 10.1007/s11803-009-9120-6
|
| [19] |
赵林,刘学毅,毕澜潇,等. 高温荷载下CRTSⅡ型板式轨道上拱变形特性研究[J]. 铁道科学与工程学报,2019,16(2): 277-286.
ZHAO Lin, LIU Xueyi, BI Lanxiao, et al. Study on upwarp deformation characteristics of CRTSⅡ prefrabricated track slab under high temperature load[J]. Journal of Railway Science and Engineering, 2019, 16(2): 277-286.
|
| [20] |
SHEATHER S J, JONES M C. A reliable data-based bandwidth selection method for kernel density estimation[J]. Journal of the Royal Statistical Society:Series B (Methodological), 1991, 53(3): 683-690. doi: 10.1111/j.2517-6161.1991.tb01857.x
|
| [21] |
HOCHREITER S, SCHMIDHUBER J. Long short-term memory[J]. Neural Computation, 1997, 9(8): 1735-1780. doi: 10.1162/neco.1997.9.8.1735
|
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