Please wait a minute...
浙江大学学报(工学版)  2023, Vol. 57 Issue (2): 353-366    DOI: 10.3785/j.issn.1008-973X.2023.02.015
土木与交通工程     
无砟轨道结构层间损伤识别技术研究进展
杜威1,2(),任娟娟1,2,*(),张书义1,2,杜俊宏1,2,邓世杰1,2
1. 西南交通大学 高速铁路线路工程教育部重点实验室,四川 成都 610031
2. 西南交通大学 土木工程学院,四川 成都 610031
Research progress on interlayer damage identification technology of slab track structures
Wei DU1,2(),Juan-juan REN1,2,*(),Shu-yi ZHANG1,2,Jun-hong DU1,2,Shi-jie DENG1,2
1. MOE Key Laboratory of High-speed Railway Engineering, Southwest Jiaotong University, Chengdu 610031, China
2. School of Civil Engineering, Southwest Jiaotong University, Chengdu 610031, China
 全文: PDF(1642 KB)   HTML
摘要:

无砟轨道在长期服役过程中受到列车荷载和复杂环境的耦合作用,会发生材料性能衰退、结构损伤累积,导致其服役性能逐渐劣化. 综合论述中国板式和双块式无砟轨道常见层间损伤的表现形式和产生的原因;总结探地雷达法、冲击回波法及其他局部损伤识别方法在无砟轨道损伤识别中的应用情况,提出结合多种局部损伤识别技术是实现轨道局部损伤精准识别的关键;归纳基于模态参数、无砟道床振动信号及车辆振动信号的整体损伤识别技术,指出须扩充现场损伤检测样本以提高识别方法的泛化能力;详细分析各类识别方法的优势和局限性,为完善中国无砟轨道结构损伤识别技术体系和制定科学合理的维修策略提供指导.

关键词: 无砟轨道层间损伤损伤原因局部损伤识别整体损伤识别    
Abstract:

Slab track suffers material performance decline and structural damage accumulation in the long-term service process under the coupling effect of train load and complex environment, resulting in a gradual deterioration of its service performance. The forms and causes of common interlayer damages on prefabricated slab track and double-block slab track in China were comprehensively discussed. The application of ground penetrating radar method, impact echo method and other local damage identification methods used in slab tracks were summarized. And it was proposed that combining multiple local damage identification techniques was the key to achieve accurate local damage identification of track structures. In addition, the overall damage identification technologies based on modal parameters, slab bed vibration signals and vehicle vibration signals were outlined. The need to expand the detection sample of field damages to improve the generalization of the overall identification method was pointed out. The advantages and limitations of various identification methods were analyzed in detail to provide guidance for improving the identification technology system of slab track structures in China and making scientific and reasonable maintenance strategies.

Key words: slab track    interlayer damage    damage cause    local damage identification    overall damage identification
收稿日期: 2022-06-14 出版日期: 2023-02-28
CLC:  U 213  
基金资助: 国家重点研发计划资助项目(2021YFF0502100);国家自然科学基金资助项目(52022085,52278461);高速铁路无砟轨道设计与维护四川省青年科技创新研究团队资助项目(2022JDTD0015)
通讯作者: 任娟娟     E-mail: 2859409331@my.swjtu.edu.cn;jj.ren@swjtu.edu.cn
作者简介: 杜威(1994—),男,博士生,从事无砟轨道损伤识别研究. orcid.org/0000-0001-6565-779X. E-mail: 2859409331@my.swjtu.edu.cn
服务  
把本文推荐给朋友
加入引用管理器
E-mail Alert
作者相关文章  
杜威
任娟娟
张书义
杜俊宏
邓世杰

引用本文:

杜威,任娟娟,张书义,杜俊宏,邓世杰. 无砟轨道结构层间损伤识别技术研究进展[J]. 浙江大学学报(工学版), 2023, 57(2): 353-366.

Wei DU,Juan-juan REN,Shu-yi ZHANG,Jun-hong DU,Shi-jie DENG. Research progress on interlayer damage identification technology of slab track structures. Journal of ZheJiang University (Engineering Science), 2023, 57(2): 353-366.

链接本文:

https://www.zjujournals.com/eng/CN/10.3785/j.issn.1008-973X.2023.02.015        https://www.zjujournals.com/eng/CN/Y2023/V57/I2/353

轨道类型 损伤类型 损伤图示 可能的主要原因
CRTS I型板式无砟轨道 CA砂浆层离缝冒浆 1)温度梯度引起轨道板翘曲;
2)施工技术与工艺控制不当[16]
3)路基冻胀、底座板刚度折减引起轨道结构变形;
4)初始离缝在列车荷载与水的作用下进一步加大.
CA砂浆破损掉块 1)沥青流失使砂浆失去塑性,列车荷载长期作用致脆性断裂;
2)砂浆内部形成通裂,造成局部大块脱离,后逐步窜出;
3)应力疲劳、拍板效应[16]
CRTS II型板式无砟轨道 CA砂浆离缝 1)温度梯度和板间接缝引起的板端受力不均[17]
2)复合多层结构发生主拉伸型、混合型和主剪切型损伤;
3)动水压力诱发水致病害.
轨道板上拱 1)轨道板与砂浆层的黏结强度削弱;
2)宽窄接缝破损;
3)轨道板初始上拱、高温荷载作用[18]
4)轨道板施工锁定温度不一致或升温幅度不一致.
CRTS III型板式
无砟轨道
自密实混凝土离缝、脱空 1)温度变化导致轨道板和自密实混凝土伸缩,
在列车荷载作用下致使自密实混凝土与底座板脱离[19]
2)动水作用导致层间黏结混凝土研磨破坏;
3)施工时界面处理不干净或拉毛粗糙度不足,
层间黏结力不够.
双块式无砟轨道 轨枕松动 1)层间界面初始缺陷、温度作用;
2)列车荷载与水耦合作用[20]
道床板与支承层层间离缝 1)施工时界面处理不干净或拉毛粗糙度不足,
层间黏结力不够;
2)列车荷载-环境复合作用下层间黏结失效[21]
3)水致材料软化形成水致损伤.
表 1  无砟轨道典型层间损伤及原因分析
图 1  无砟轨道损伤的主要原因
检测方法 优点 缺点
探地雷达法 使用便捷,可连续快速检测,不受结构表面影响 回波信号易受钢轨和无砟轨道密布钢筋的干扰,人工解译雷达图像存在较多不确定因素,损伤识别精度较低
冲击回波法 单面检测,检测结果直观,受钢筋影响小,精度较高 测试效率低,不适合大面积检测,传统冲击回波法和空气耦合冲击回波法分别易受结构表面平整度和环境噪声的影响
弹性波反射法 受钢筋影响较小,对层间损伤较敏感 易受空腔内填充物和边界条件的影响,仅适合浅层脱空检测
超声波法 单面测试,操作方便 超声波信号衰减较快,且易受钢筋影响,对无砟轨道填充层损伤的检测效果不明显,检测效率偏低
机械阻抗法 单面检测,检测结果直观 受人工激振力大小和接触时间影响较大,选取损伤阈值的主观性较强
弹性波CT法 可对无砟轨道部件的整体质量进行全方位扫描 须满足2个对立的可测面,对无砟轨道典型层间损伤的适用性较低
表 2  不同局部损伤识别方法对比
图 2  无砟轨道整体损伤识别方法
识别方法 优点 缺点
基于模态参数的损伤识别 能较为准确地识别无砟轨道较大的层间损伤 获取精确的无砟轨道结构模态参数难度较大,对小损伤的识别精度较低
基于无砟道床振动信号的损伤识别 能较为准确地识别无砟轨道层间损伤位置或程度 较少能实现损伤位置和程度的同步识别,缺乏现场实测数据的验证
基于车辆振动信号的损伤识别 适合无砟轨道结构损伤实时状态的监测,对较大的层间离缝、脱空识别效果较好 受轨道不平顺的干扰,损伤特征指标对层间小损伤不敏感
表 3  不同整体损伤识别方法对比
1 YE W L, DENG S J, REN J J, et al Deep learning-based fast detection of apparent concrete crack in slab tracks with dilated convolution[J]. Construction and Building Materials, 2022, 329: 1- 14
2 范宏, 侯云, 李柏林, 等 基于区域特征的缺陷扣件视觉检测[J]. 铁道学报, 2021, 43 (8): 132- 138
FAN Hong, HOU Yun, LI Bai-lin, et al Visual inspection of defective fasteners based on regional features[J]. Journal of the China Railway Society, 2021, 43 (8): 132- 138
doi: 10.3969/j.issn.1001-8360.2021.08.016
3 马殿东. 高速铁路多层线下结构病害探地雷达检测技术研究 [D]. 哈尔滨: 哈尔滨工业大学, 2015.
MA Dian-dong. Study on ground penetrating radar detection method used in under line layered structure of high-speed railway [D]. Harbin: Harbin Institute of Technology, 2015.
4 XU J M, WANG P, AN B Y, et al Damage detection of ballastless railway tracks by the impact-echo method[J]. Proceedings of the Institution of Civil Engineers-Transport, 2018, 171 (2): 106- 114
doi: 10.1680/jtran.16.00146
5 张春毅, 田秀淑, 张旭, 等 CRTS II型无砟轨道CA砂浆层脱空的瞬态机械阻抗法检测试验研究[J]. 国防交通工程与技术, 2015, 13 (6): 26- 29
ZHANG Chun-yi, TIAN Xiu-shu, ZHANG Xu, et al An experimental study of the transient mechanical impedance method for detecting the disengaging in the CA mortar layer of type-CRTS II non-ballasted tracks[J]. Traffic Engineering and Technology for National Defence, 2015, 13 (6): 26- 29
6 胡志鹏, 王平, 熊震威, 等 基于高斯曲率识别板式无砟轨道中CA砂浆脱空伤损[J]. 铁道科学与工程学报, 2014, 11 (3): 54- 59
HU Zhi-peng, WANG Ping, XIONG Zhen-wei, et al The void damage identification of CA mortar in slab track based on the Gaussian curvature[J]. Journal of Railway Science and Engineering, 2014, 11 (3): 54- 59
doi: 10.3969/j.issn.1672-7029.2014.03.009
7 武思思. 基于瞬态冲击响应的CRTS II型板式无砟轨道脱空检测方法研究 [D]. 石家庄: 石家庄铁道大学, 2018.
WU Si-si. Research on void detection method of CRTS II slab track based on transient impulse response [D]. Shijiazhuang: Shijiazhuang Tiedao University, 2018.
8 胥帅. 基于车辆动力响应的无砟轨道损伤辨识方法研究 [D]. 石家庄: 石家庄铁道大学, 2018.
XU Shuai. Study on damage identification of ballastless track based on dynamic response analysis of vehicle [D]. Shijiazhuang: Shijiazhuang Tiedao University, 2018.
9 REN J J, WANG J, LI X, et al Influence of cement asphalt mortar debonding on the damage distribution and mechanical responses of CRTS I prefabricated slab[J]. Construction and Building Materials, 2020, 230: 1- 12
10 任娟娟, 李家乐, 韦凯, 等 板式无砟轨道锚穴部位损伤分布研究[J]. 铁道学报, 2020, 42 (12): 113- 119
REN Juan-juan, LI Jia-le, WEI Kai, et al Damage distribution at anchor pockets in slab track[J]. Journal of the China Railway Society, 2020, 42 (12): 113- 119
doi: 10.3969/j.issn.1001-8360.2020.12.015
11 GOU H Y, LIU C, XIE R, et al Running safety of high-speed train on deformed railway bridges with interlayer connection failure[J]. Steel and Composite Structures, 2021, 39 (3): 261- 274
12 任娟娟, 刘宽, 王伟华, 等 基于区间层次分析的CRTS III型板式无砟轨道开裂状况评估[J]. 浙江大学学报:工学版, 2021, 55 (12): 2267- 2274
REN Juan-juan, LIU Kuan, WANG Wei-hua, et al Evaluation of cracking condition for CRTS III prefabricated slab track based on interval analytic hierarchy process[J]. Journal of Zhejiang University: Engineering Science, 2021, 55 (12): 2267- 2274
13 曾志平, 申石文, 涂勤明, 等 桥上双块式无砟轨道道床板防裂优化设计研究[J]. 铁道工程学报, 2019, 36 (7): 19- 26
ZENG Zhi-ping, SHEN Shi-wen, TU Qin-ming, et al Research on the anti-cracking optimization design of bed slabs for double-block ballastless track on bridge[J]. Journal of Railway Engineering Society, 2019, 36 (7): 19- 26
doi: 10.3969/j.issn.1006-2106.2019.07.004
14 翟婉明, 赵春发, 夏禾, 等 高速铁路基础结构动态性能演变及服役安全的基础科学问题[J]. 中国科学: 技术科学, 2014, 44 (7): 645- 660
ZHAI Wan-ming, ZHAO Chun-fa, XIA He, et al Basic scientific issues on dynamic performance evolution of the high-speed railway infrastructure and its service safety[J]. Scientia Sinica: Technologica, 2014, 44 (7): 645- 660
doi: 10.1360/N092014-00192
15 赵闻强. 高速铁路无砟轨道层间界面经时损伤演化机理研究 [D]. 北京: 北京交通大学, 2021.
ZHAO Wen-qiang. Research on time-dependent interface damage evolution mechanism of ballastless track in high-speed railway [D]. Beijing: Beijing Jiaotong University, 2021.
16 吴韶亮, 李海燕, 史懿, 等 严寒地区CRTS I型板式无砟轨道水泥乳化沥青砂浆充填层服役现状研究[J]. 铁道建筑, 2022, 62 (1): 27- 30
WU Shao-liang, LI Hai-yan, SHI Yi, et al Study on service status of cement emulsified asphalt mortar filling layer of CRTS I slab ballastless track in severe cold area[J]. Railway Engineering, 2022, 62 (1): 27- 30
doi: 10.3969/j.issn.1003-1995.2022.01.06
17 刘付山, 曾志平, 吴斌 施工过程中CRTS II型轨道板竖向上拱变形研究[J]. 铁道工程学报, 2015, 32 (1): 55- 60
LIU Fu-shan, ZENG Zhi-ping, WU Bin Research on the CRTS II slab ballastless track buckling deformation in the process of construction[J]. Journal of Railway Engineering Society, 2015, 32 (1): 55- 60
doi: 10.3969/j.issn.1006-2106.2015.01.011
18 刘笑凯, 肖杰灵, 赵春光, 等 CRTS II型板式轨道高温稳定性的影响因素研究[J]. 铁道学报, 2021, 43 (1): 135- 140
LIU Xiao-kai, XIAO Jie-ling, ZHAO Chun-guang, et al Influencing factors of stability of CRTS II slab track in high temperature[J]. Journal of the China Railway Society, 2021, 43 (1): 135- 140
doi: 10.3969/j.issn.1001-8360.2021.01.017
19 娄平, 赵晨, 宫凯伦 组合荷载作用下CRTS III型板式无砟轨道层间离缝影响分析[J]. 铁道科学与工程学报, 2019, 16 (12): 2913- 2920
LOU Ping, ZHAO Chen, GONG Kai-lun Study on the influence of connection damage for CRTS III slab ballastless track under combined loads[J]. Journal of Railway Science and Engineering, 2019, 16 (12): 2913- 2920
20 杨荣山, 胡猛, 孔晓钰, 等 双块式无砟轨道枕边裂缝水力伤损特性[J]. 铁道学报, 2022, 44 (2): 81- 89
YANG Rong-shan, HU Meng, KONG Xiao-yu, et al Hydraulic damage characteristics of cracks adjacent to sleepers of twinblockballastless track[J]. Journal of the China Railway Society, 2022, 44 (2): 81- 89
doi: 10.3969/j.issn.1001-8360.2022.02.011
21 ZHU S Y, WANG M Z, ZHAI W Z, et al Mechanical property and damage evolution of concrete interface of ballastless track in high-speed railway: experiment and simulation[J]. Construction and Building Materials, 2018, 187: 460- 473
doi: 10.1016/j.conbuildmat.2018.07.163
22 廖红建, 朱庆女, 昝月稳, 等 基于探地雷达的高铁无砟轨道结构层病害检测[J]. 西南交通大学学报, 2016, 51 (1): 8- 13
LIAO Hong-jian, ZHU Qing-nü, ZAN Yue-wen, et al Detection of ballastless track diseases in high-speed railway based on ground penetrating radar[J]. Journal of Southwest Jiaotong University, 2016, 51 (1): 8- 13
doi: 10.3969/j.issn.0258-2724.2016.01.002
23 YANG Y, ZHAO W G Curvelet transform-based identification of void diseases in ballastless track by ground-penetrating radar[J]. Structural Control and Health Monitoring, 2019, 26 (4): 1- 18
24 舒志乐, 朱思宇, 张华杰 无砟轨道CA砂浆层病害探地雷达检测及三维正演模拟[J]. 铁道科学与工程学报, 2021, 18 (7): 1679- 1685
SHU Zhi-le, ZHU Si-yu, ZHANG Hua-jie Ground penetrating radar detection and three-dimensional forward modeling of CA mortar layer disease on ballastless track[J]. Journal of Railway Science and Engineering, 2021, 18 (7): 1679- 1685
doi: 10.19713/j.cnki.43-1423/u.t20200819
25 CASSIDY N J, EDDIES R, DODS S Void detection beneath reinforced concrete sections: the practical application of ground-penetrating radar and ultrasonic techniques[J]. Journal of Applied Geophysics, 2011, 74 (4): 263- 276
doi: 10.1016/j.jappgeo.2011.06.003
26 罗炜, 薛亚东, 贾非, 等 基于深度学习的无砟轨道砂浆层脱空病害识别[J]. 现代隧道技术, 2021, 58 (Suppl.1): 129- 136
LUO Wei, XUE Ya-dong, JIA Fei, et al Identification of voids in mortar layer of ballastless track based on deep learning[J]. Modern Tunnelling Technology, 2021, 58 (Suppl.1): 129- 136
doi: 10.13807/j.cnki.mtt.2021.S1.016
27 TIAN X S, ZHAO W G, DU Y L, et al Detection of mortar defects in ballastless tracks of high-speed railway using transient elastic wave method[J]. Journal of Civil Structural Health Monitoring, 2018, 8 (1): 151- 160
doi: 10.1007/s13349-017-0265-0
28 JIANG W, XIE Y J, WU J X, et al Influence of age on the detection of defects at the bonding interface in the CRTS III slab ballastless track structure via the impact-echo method[J]. Construction and Building Materials, 2020, 265: 1- 12
29 KE Y T, CHENG C C, LIN Y C, et al Preliminary study on assessing delaminated cracks in cement asphalt mortar layer of high-speed rail track using traditional and normalized impact-echo methods[J]. Sensors, 2020, 20 (11): 1- 16
doi: 10.1109/JSEN.2020.2986632
30 杨勇, 田秀淑, 赵维刚, 等 基于SST的无砟轨道离缝缺陷识别方法研究[J]. 铁道学报, 2022, 44 (7): 117- 124
YANG Yong, TIAN Xiu-shu, ZHAO Wei-gang, et al Analysis on identification of seam separation defect of ballastless track based on SST[J]. Journal of the China Railway Society, 2022, 44 (7): 117- 124
doi: 10.3969/j.issn.1001-8360.2022.07.014
31 LEE J W, LEE S J, KEE S H Evaluation of a concrete slab track with debonding at the interface between track concrete layer and hydraulically stabilized base course using multi-channel impact-echo testing[J]. Sensors, 2021, 21 (21): 1- 22
doi: 10.1109/JSEN.2021.3121848
32 姜勇, 吴佳晔, 马永强, 等 冲击回波声频法用于铁路隧道衬砌质量检测[J]. 铁道建筑, 2020, 60 (5): 6- 10
JIANG Yong, WU Jia-ye, MA Yong-qiang, et al Application of impact echo acoustic method in quality testing of railway tunnel lining[J]. Railway Engineering, 2020, 60 (5): 6- 10
doi: 10.3969/j.issn.1003-1995.2020.05.02
33 唐小冬, 罗技明, 陈宇朋 冲击回波声频法在高速铁路CRTS III型轨道板脱空检测中的应用[J]. 四川理工学院学报: 自然科学版, 2019, 32 (5): 69- 75
TANG Xiao-dong, LUO Ji-ming, CHEN Yu-peng Nondestructive testing technology of high speed railway CRTS III type track board based on impact acoustic echo method[J]. Journal of Sichuan University of Science and Engineering: Natural Science Edition, 2019, 32 (5): 69- 75
34 许玉德, 胡猛, 徐国尧, 等 空气耦合冲击回波法检测无砟轨道层间脱空的适用性[J]. 中南大学学报:自然科学版, 2022, 53 (5): 1918- 1929
XU Yu-de, HU Meng, XU Guo-yao, et al Applicability of air-coupled impact echo method for detecting interlayer void of ballastless track[J]. Journal of Central South University: Science and Technology, 2022, 53 (5): 1918- 1929
35 CHEN M, FENG S K, CHE A L, et al. Propagation characteristics of elastic wave in high-speed railway embankment and its application to defect detection [C]// Geo-Shanghai 2014. Shanghai: ASCE, 2014: 20-28.
36 杨鸿凯, 车爱兰, 汤政, 等 基于弹性波理论的高铁线下结构病害快速检测方法[J]. 上海交通大学学报, 2015, 49 (7): 1010- 1016
YANG Hong-kai, CHE Ai-lan, TANG Zheng, et al Elastic-wave-based detection method for under line structure of high-speed railway[J]. Journal of Shanghai Jiaotong University, 2015, 49 (7): 1010- 1016
doi: 10.16183/j.cnki.jsjtu.2015.07.016
37 WANG H, CHE A L, FENG S K, et al Full waveform inversion applied in defect investigation for ballastless undertrack structure of high-speed railway[J]. Tunnelling and Underground Space Technology, 2016, 51: 202- 211
doi: 10.1016/j.tust.2015.10.035
38 CHE A L, TANG Z, FENG S K An elastic-wave-based full-wavefield imaging method for investigating defects in a high-speed railway under-track structure[J]. Soil Dynamics and Earthquake Engineering, 2015, 77: 299- 308
doi: 10.1016/j.soildyn.2015.06.005
39 范岩旻, 车爱兰, 冯少孔 基于模式匹配的网格扫描法在高铁线下结构检测中的应用[J]. 振动与冲击, 2019, 38 (16): 159- 165
FAN Yan-min, CHE Ai-lan, FENG Shao-kong A gridded scanning detection method based on pattern matching for detection of high speed railway structures[J]. Journal of Vibration and Shock, 2019, 38 (16): 159- 165
doi: 10.13465/j.cnki.jvs.2019.16.023
40 钟鹏飞, 车爱兰, 冯少孔, 等 高速铁路线下结构典型病害分析及快速无损检测方法研究[J]. 振动与冲击, 2017, 36 (11): 154- 160
ZHONG Peng-fei, CHE Ai-lan, FENG Shao-kong, et al Typical defects’ analysis and nondestructive detection method for undertrack structures of high speed railways[J]. Journal of Vibration and Shock, 2017, 36 (11): 154- 160
doi: 10.13465/j.cnki.jvs.2017.11.024
41 李邦旭, 刘亮, 孙坤 板式无砟轨道离缝病害无损检测方法试验研究[J]. 铁道建筑, 2018, 58 (2): 121- 124
LI Bang-xu, LIU Liang, SUN Kun Experimental study on non-destructive test method for debonding of slab ballastless tracks[J]. Railway Engineering, 2018, 58 (2): 121- 124
doi: 10.3969/j.issn.1003-1995.2018.02.30
42 COLLA C, KRAUSE M, MAIERHOFER C, et al Combination of NDT techniques for site investigation of non-ballasted railway tracks[J]. NDT and E International, 2002, 35 (2): 95- 105
doi: 10.1016/S0963-8695(01)00033-0
43 姜子清, 施成, 赵坪锐 CRTS II型板式无砟轨道砂浆层离缝检查及伤损限值研究[J]. 铁道建筑, 2016, (1): 53- 58
JIANG Zi-qing, SHI Cheng, ZHAO Ping-rui Crack detecting of mortar layer for CRTS II slab-type ballastless track and its damage limit[J]. Railway Engineering, 2016, (1): 53- 58
doi: 10.3969/j.issn.1003-1995.2016.01.12
44 潘龙江 基于弹性波CT法的无砟轨道底座板混凝土状态检测技术[J]. 铁道建筑, 2018, 58 (8): 93- 96
PAN Long-jiang Concrete inspection technique for ballastless track base plate using elastic wave CT method[J]. Railway Engineering, 2018, 58 (8): 93- 96
doi: 10.3969/j.issn.1003-1995.2018.08.23
45 杨萃娜, 凌海东, 赵磊, 等 CRTS II型板式无砟轨道后浇带无损检测技术[J]. 铁道建筑, 2021, 61 (11): 109- 112
YANG Cui-na, LING Hai-dong, ZHAO Lei, et al Inspection technology of post-cast belt of CRTS II slab ballastless track[J]. Railway Engineering, 2021, 61 (11): 109- 112
doi: 10.3969/j.issn.1003-1995.2021.11.24
46 舒志乐, 廖志恒, 张华杰, 等 高速铁路无砟轨道砂浆层病害联合检测模型试验[J]. 中国科技论文, 2022, 17 (6): 602- 608
SHU Zhi-le, LIAO Zhi-heng, ZHANG Hua-jie, et al Model test of joint detection of mortar layer diseases on ballastless track of high-speed railway[J]. China Sciencepaper, 2022, 17 (6): 602- 608
doi: 10.3969/j.issn.2095-2783.2022.06.003
47 石慧. 无砟轨道CA砂浆脱空智能感知算法研究 [D]. 北京: 北京交通大学, 2019.
SHI Hui. Research on intelligent sensing algorithm for CA mortar disengagement of ballastless track [D]. Beijing: Beijing Jiaotong University, 2019.
48 CORNWELL P, DOEBLING S W, FARRAR C R Application of the strain energy damage detection method to plate-like structures[J]. Journal of Sound and Vibration, 1999, 224 (2): 359- 374
doi: 10.1006/jsvi.1999.2163
49 钟军军, 董聪, 夏开全 基于频率及振型参数的结构损伤识别方法[J]. 华中科技大学学报:城市科学版, 2009, 26 (4): 1- 4
ZHONG Jun-jun, DONG Cong, XIA Kai-quan Structural damage detection method based on natural frequency and mode shape[J]. Journal of Huazhong University of Science and Technology: Urban Science Edition, 2009, 26 (4): 1- 4
50 NGUYEN K D, CHAN T H, THAMBIRATNAM D P Structural damage identification based on change in geometric modal strain energy-eigenvalue ratio[J]. Smart Materials and Structures, 2016, 25 (7): 1- 14
51 赵佳. 基于模态参数的无砟轨道道床板层间脱空识别研究 [D]. 石家庄: 石家庄铁道大学, 2017.
ZHAO Jia. Ballastless track bed slab layer damage identification based on modal parameters [D]. Shijiazhuang: Shijiazhuang Tiedao University, 2017.
52 胡琴, 徐巍, 高飞, 等 基于BP神经网络的CRTS I型板式无砟轨道CA充填层损伤识别[J]. 土木工程与管理学报, 2018, 35 (5): 87- 93
HU Qin, XU Wei, GAO Fei, et al Damage identification of CA mortar layer of CRTS I slab track based on BP neural network[J]. Journal of Civil Engineering and Management, 2018, 35 (5): 87- 93
doi: 10.3969/j.issn.2095-0985.2018.05.015
53 张晓东, 梁青槐 基于应变模态的轨道板裂缝与脱空识别方法研究[J]. 振动与冲击, 2020, 39 (4): 179- 184
ZHANG Xiao-dong, LIANG Qing-huai A study on crack and motor-void identification of ballastless track slab using strain modal[J]. Journal of Vibration and Shock, 2020, 39 (4): 179- 184
doi: 10.13465/j.cnki.jvs.2020.04.023
54 赵坪锐, 徐天赐, 刘卫星, 等 单元板式轨道脱空伤损识别的柔度曲率特征值法[J]. 西南交通大学学报, 2021, 56 (5): 1100- 1108
ZHAO Ping-rui, XU Tian-ci, LIU Wei-xing, et al Flexibility curvature eigenvalue method for debonding damage identification of unit slab track[J]. Journal of Southwest Jiaotong University, 2021, 56 (5): 1100- 1108
55 章亦然, 魏纲, 蒋吉清 基于轨道振动的CA砂浆层劣化识别研究综述[J]. 低温建筑技术, 2021, 43 (12): 73- 77
ZHANG Yi-ran, WEI Gang, JIANG Ji-qing Review on the deterioration identification of cement asphalt (CA) mortar layer based on track vibration[J]. Low Temperature Architecture Technology, 2021, 43 (12): 73- 77
56 缪炳荣, 刘俊利, 张盈, 等 轨道车辆结构振动损伤识别技术综述[J]. 交通运输工程学报, 2021, 21 (1): 338- 357
MIAO Bing-rong, LIU Jun-li, ZHANG Ying, et al Review on structural vibration damage identification technology for railway vehicles[J]. Journal of Traffic and Transportation Engineering, 2021, 21 (1): 338- 357
doi: 10.19818/j.cnki.1671-1637.2021.01.016
57 张广远, 王哲, 王保宪, 等 基于多源特征融合的无砟轨道砂浆层脱空病害检测方法[J]. 现代电子技术, 2020, 43 (22): 62- 66
ZHANG Guang-yuan, WANG Zhe, WANG Bao-xian, et al Method of ballastless track mortar layer void disease detection based on multi-source feature fusion[J]. Modern Electronics Technique, 2020, 43 (22): 62- 66
doi: 10.16652/j.issn.1004-373x.2020.22.015
58 AVCI O, ABDELJABER O, KIRANYAZ S, et al A review of vibration-based damage detection in civil structures: from traditional methods to machine learning and deep learning applications[J]. Mechanical Systems and Signal Processing, 2021, 147: 1- 45
59 田秀淑, 杜彦良, 赵维刚 基于瞬态冲击响应特性的无砟轨道砂浆层脱空的检测和识别[J]. 振动与冲击, 2019, 38 (18): 148- 153
TIAN Xiu-shu, DU Yan-liang, ZHAO Wei-gang Detection and identification of mortar void in the ballastless track of high-speed railway based on transient impact characteristics[J]. Journal of Vibration and Shock, 2019, 38 (18): 148- 153
doi: 10.13465/j.cnki.jvs.2019.18.021
60 战家旺, 史灼, 潘龙江, 等 基于动刚度的CRTS I型板式无砟轨道CA砂浆层病害评估方法[J]. 中国铁道科学, 2020, 41 (4): 21- 28
ZHAN Jia-wang, SHI Zhuo, PAN Long-jiang, et al Disease assessment method for CA mortar layer of CRTS I slab ballastless track based on dynamic stiffness[J]. China Railway Science, 2020, 41 (4): 21- 28
doi: 10.3969/j.issn.1001-4632.2020.04.03
61 HU Q, SHEN Y J, ZHU H P, et al A feasibility study on void detection of cement-emulsified asphalt mortar for slab track system utilizing measured vibration data[J]. Engineering Structures, 2021, 245: 1- 11
62 熊飞. 基于振动响应的无砟轨道脱空损伤识别研究 [D]. 成都: 西南交通大学, 2019.
XIONG Fei. Research on void damage identification of ballastless track based on vibration response [D]. Chengdu: Southwest Jiaotong University, 2019.
63 任娟娟, 杜威, 叶文龙, 等 基于PSO-SVM的板式无砟轨道CA砂浆脱空损伤识别[J]. 中南大学学报: 自然科学版, 2021, 52 (11): 4021- 4031
REN Juan-juan, DU Wei, YE Wen-long, et al Contact loss identification of CA mortar in prefabricated slab track based on PSO-SVM[J]. Journal of Central South University: Science andTechnology, 2021, 52 (11): 4021- 4031
64 李自法, 谢维波, 刘涛 一种基于GBRT算法的CA砂浆脱空检测方法[J]. 铁道科学与工程学报, 2018, 15 (2): 292- 301
LI Zi-fa, XIE Wei-bo, LIU Tao A detection method of CA mortar disengaging based on GBRT algorithm[J]. Journal of Railway Science and Engineering, 2018, 15 (2): 292- 301
doi: 10.3969/j.issn.1672-7029.2018.02.004
65 任娟娟, 韦臻, 曾学勤, 等 CRTS I型双块式无砟轨道轨枕连接面损伤行为分析及识别研究[J]. 中国铁路, 2019, (11): 51- 59
REN Juan-juan, WEI Zhen, ZENG Xue-qin, et al Analysis and identification of defects on connection surface of double-block sleepers of CRTS Iballastless track[J]. China Railway, 2019, (11): 51- 59
66 DU W, DENG S J, REN J J, et al Debonding analysis and identification of the interface between sleeper and track slab for twin-block slab tracks[J]. International Journal of Structural Stability and Dynamics, 2021, 21 (14): 1- 28
67 张雯皓. 基于压电陶瓷的双块式轨枕与道床界面损伤识别 [D]. 成都: 西南交通大学, 2020.
ZHANG Wen-hao. Damage detection at the interfaces between double-block sleepers and slabs using PZT [D]. Chengdu: Southwest Jiaotong University, 2020.
68 杨勇, 芦俊伟, 李荣喆, 等 基于Burg功率谱的无砟轨道功能层缺陷边缘估计方法研究[J]. 振动与冲击, 2020, 39 (10): 1- 6
YANG Yong, LU Jun-wei, LI Rong-zhe, et al Analysis on edge estimation of functional layer defect in ballastless track based on Burg power spectrum[J]. Journal of Vibration and Shock, 2020, 39 (10): 1- 6
doi: 10.13465/j.cnki.jvs.2020.10.001
69 张龙, 甄灿壮, 熊国良, 等 基于深度时频特征的机车轴承故障诊断[J]. 交通运输工程学报, 2021, 21 (6): 247- 258
ZHANG Long, ZHEN Can-zhuang, XIONG Guo-liang, et al Locomotive bearing fault diagnosis based on deep time-frequency features[J]. Journal of Traffic and Transportation Engineering, 2021, 21 (6): 247- 258
doi: 10.19818/j.cnki.1671-1637.2021.06.019
70 胡晓依, 荆云建, 宋志坤, 等 基于CNN-SVM的深度卷积神经网络轴承故障识别研究[J]. 振动与冲击, 2019, 38 (18): 173- 178
HU Xiao-yi, JING Yun-jian, SONG Zhi-kun, et al Bearing fault identification by using deep convolution neural networks based on CNN-SVM[J]. Journal of Vibration and Shock, 2019, 38 (18): 173- 178
doi: 10.13465/j.cnki.jvs.2019.18.024
71 陈甜甜, 赵维刚, 李荣喆, 等 基于CNN的CA砂浆层脱空识别方法研究[J]. 铁道标准设计, 2021, 65 (7): 77- 82
CHEN Tian-tian, ZHAO Wei-gang, LI Rong-zhe, et al Study on identification of CA mortar layer void based on convolution neural network[J]. Railway Standard Design, 2021, 65 (7): 77- 82
doi: 10.13238/j.issn.1004-2954.202004230005
72 尹峰 CRTS II型轨道板上拱离缝检测方法研究[J]. 铁道建筑, 2018, 58 (2): 117- 120
YIN Feng Research on detection method of gap caused by camber of CRTS II track slab[J]. Railway Engineering, 2018, 58 (2): 117- 120
doi: 10.3969/j.issn.1003-1995.2018.02.29
73 高建敏, 金忠凯 基于BP神经网络的高速铁路无砟轨道砂浆层离缝损伤识别[J]. 铁道学报, 2022, 44 (7): 135- 144
GAO Jian-min, JIN Zhong-kai Identification of mortar gap damage of slab ballastless track of high-speed railway based on BP neural network[J]. Journal of the China Railway Society, 2022, 44 (7): 135- 144
doi: 10.3969/j.issn.1001-8360.2022.07.016
74 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
75 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): 1- 18
doi: 10.1109/JSEN.2019.2912688
76 杨飞, 赵钢, 尤明熙, 等 基于高低不平顺变化特征的轨道板拱起识别与预警模型研究[J]. 铁道学报, 2021, 43 (8): 106- 116
YANG Fei, ZHAO Gang, YOU Ming-xi, et al Research on identification and early warning model for track slab arch based on variation characteristics of longitudinal irregularity[J]. Journal of the China Railway Society, 2021, 43 (8): 106- 116
doi: 10.3969/j.issn.1001-8360.2021.08.013
77 李晨钟, 利璐, 汪健辉, 等 基于轨道动检数据的轨道板的变形识别及预测[J]. 西南交通大学学报, 2022, 57 (2): 306- 313
LI Chen-zhong, LI Lu, WANG Jian-hui et al. 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
[1] 任娟娟,刘宽,王伟华,张颖,杨轲昕,刘明明. 基于区间层次分析的CRTS Ⅲ型板式无砟轨道开裂状况评估[J]. 浙江大学学报(工学版), 2021, 55(12): 2267-2274.
[2] 任娟娟,王吉,李家乐,邓世杰,徐家铎,李潇. 基于混凝土塑性损伤模型的轨道板损伤规律[J]. 浙江大学学报(工学版), 2019, 53(8): 1448-1456.
[3] 欧祖敏,孙璐,程群群. 高速铁路无砟轨道温度场简化计算方法[J]. 浙江大学学报(工学版), 2015, 49(3): 482-487.