朱力强

期刊论文

1. 郭辰昊，王耀东，周伟，关天昊，朱力强，郭保青（2026）. 基于Tunnel-KNet算法的隧道复杂场景渗漏水检测. 《铁道科学与工程学报》.
2. Jingyu Hu, Liqiang Zhu, Heng Zou, Kexun Wang, Weijie Zhai, Zixiao Chen, Baoqing Guo, Zujun Yu (2026). FusionOptics: Optical-visual fusion framework for high-speed railway perimeter intrusion detection. Optics & Laser Technology.DOI
3. Jiawei Peng, Liqiang Zhu, Jingyu Hu, Kexun Wang, Zhihao Huang, Baoqing Guo (2026). GQ-Former: edge-guided query initialization for robust railway scene segmentation. The Journal of Supercomputing.DOI
4. Qifeng Liu, Zujun Yu, Liqiang Zhu, Baoqing Guo, Yue Wang (2026). Exploiting audio-visual modalities in videos: Object detection via multi-stage bilateral coupling network. Neural Networks.DOI
5. Junwei Fu, Yao Wang, Liqiang Zhu, Zujun Yu, Baoqing Guo (2026). Railway-oriented train self-localization based on visual place recognition. Engineering Research Express.DOI
6. Y Zhang, Liqiang Zhu, Zujun Yu (2026). QSSM-PatchCore: Quad-Directional State Space Propagation for Visual Anomaly Detection. IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events (PerCom Workshops).DOI
7. Lizhi Xu, Liqiang Zhu, Jingyu Hu, Baoqing Guo (2026). Enhancing object detection in complex lighting conditions via illumination-guided feature fusion. Cluster Computing.DOI
8. Qian Pu, Liqiang Zhu, Xiaomin Zhu, Hongtian Chen, Haikuo Shen (2026). A bi-level energy-efficient optimization method with an extended solution space for urban railway train running. Robotic Intelligence and Automation.DOI
9. Wenlin Yang, Hongmei Shi, Xiaochuan Niu, Liqiang Zhu, Xining Xu, Aoyu Sun, Shuai Wu (2026). TFDRF-Net: a time-frequency dual-branch classification network for damage detection of turnout switch rails using ultrasonic guided waves. Nondestructive Testing And Evaluation.DOI
10. Wenlin Yang, Hongmei Shi, Xiaochuan Niu, Liqiang Zhu, Xining Xu, Aoyu Sun, Shuai Wu, Zujun Yu (2026). Microcrack identification and localization method for turnout switch rail with power extremum spectrum distribution and reconstruction. Measurement.DOI
11. Xining Xu, Chao Yu, Zecheng Pan, Zujun Yu, Liqiang Zhu, Xiaochuan Niu, Mai An, Yibo Ning (2026). Research on the method of guided wave mode excitation in rails based on mathematical model. Ultrasonics.DOI
12. 田思萌，王耀东，刘胜智，周伟，史红梅，朱力强（2025）. 地铁盾构隧道裂缝与渗漏水图像采集与智能识别算法研究. 《中南大学学报(自然科学版)》.
13. Weijun Tian, Jia Yin, Wei Wang, Zhonghua Guo, Liqiang Zhu, Jianbo Li (2025). Fusing a Slimming Network and Large Language Models for Intelligent Decision Support in Industrial Safety and Preventive Monitoring. Electronics.DOI
14. Yaodong Wang, Chenhao Guo, Zhen Liu, Liqiang Zhu, Baoqing Guo, Weizhen Zhou (2025). Tunnel Crack Detection and Evaluation Based on Improved Holistically Nested Edge Detection Network. Journal of Computing in Civil Engineering.DOI
15. Jialin Gao, Liqiang Zhu, Baoqing Guo, Yao Wang (2025). Lightweight and efficient railway foreign intrusion detection with feature enhancement and optimization. Measurement Science and Technology.DOI
16. Jialin Gao, Liqiang Zhu, Baoqing Guo, Yao Wang (2025). Multi-scale feature enhanced detection of foreign object intrusions on railways. The Journal of Supercomputing.DOI
17. Guanwei Jia, Lizhi Xu, Liqiang Zhu (2025). WTConv-Adapter: wavelet transform convolution adapter for parameter efficient transfer learning of object detection ConvNets. International Conference on Video and Image Processing (ICVIP).DOI
18. Zhirong Zhao, Yuanhao Zhang, Zujun Yu, Liqiang Zhu (2025). Point-plane better than point-point: for embedding-based USAD. International Conference on Video and Image Processing (ICVIP).DOI
19. YuanHao Zhang, Zujun Yu, Liqiang Zhu, Baoqing Guo, Yao Wang (2025). Rail-PatchCore: unsupervised learning-based detection of visual anomalies in the railway-turnout environment. Applied Intelligence.DOI
20. Xiaochuan Niu, Zhenhua Chen, Wenlin Yang, Liqiang Zhu, Xining Xu, Zujun Yu, Junfeng Fan (2025). Axial stress detection in pipelines based on ultrasonic guided waves. Nondestructive Testing And Evaluation.DOI
21. 余祖俊，唐涛，李开成，宿帅，朱力强（2024）. 智慧高速铁路运行控制系统发展趋势综述. 《铁道学报》.
22. 王耀东，于航，李宁，朱力强，史红梅，余祖俊（2024）. 基于纹理特征增强的重载铁路钢轨缺陷检测算法. 《铁道学报》.
23. 张永恒，徐海泽，王耀东，朱力强，曹源，苏广思（2024）. 基于探地雷达的隧道衬砌空洞检测方法. 《铁道建筑》.
24. 朱力强，许力之，赵文钰，王耀东，朱兴红（2024）. 铁路周界入侵目标多尺度特征感知算法. 《中国铁道科学》.
25. 王耀东，徐金杨，朱力强，史红梅，方妍（2024）. 隧道轮廓激光雷达点云线特征共面约束标定方法. 《光学精密工程》.
26. Yao Wang, Jinyang Xu, Liqiang Zhu, Hongmei Shi, Yan Fang (2024). Line feature coplanar constraint calibration method for lidar point cloud of tunnel contour. Optics and Precision Engineering.DOI
27. Xining Xu, Zhuo Li, Zujun Yu, Liqiang Zhu, Ziyu Wen, Xiaochuan Niu (2024). Research on detection of switch rail defects based on pulse reflection method of the dominant mode. Journal of Sound and Vibration.DOI
28. 杨文林，史红梅，牛笑川，许西宁，朱力强（2023）. 非线性超声导波钢轨裂纹检测模态选取研究. 《仪器仪表学报》.DOI
29. 王耀东，朱力强，余祖俊，史红梅，折昌美（2023）. 基于样本自动标注的隧道裂缝病害智能识别. 《西南交通大学学报》.
30. Yaodong Wang, Weisheng Liao, Anqi Dong, Lizhi Xu, Liqiang Zhu, Hongmei Shi, Zujun Yu (2023). High-speed acquisition and intelligent tunnel surface defects recognition. Tunnelling and Underground Space Technology.DOI
31. Xining Xu, Chaoming Su, Zujun Yu, Hongmei Shi, Liqiang Zhu, Wen Gao (2023). A Guided Wave Approach to Defect Detection in Switch Rail. Advanced Engineering Materials.DOI
32. Lizhi Xu, Yaodong Wang, Anqi Dong, Liqiang Zhu, Hongmei Shi, Zujun Yu (2023). Image-based intelligent detection of typical defects of complex subway tunnel surface. Tunnelling and Underground Space Technology.DOI
33. Xiaochuan Niu, Wen-Lin Yang, Liqiang Zhu, Hongmei Shi, Xing-Hong Zhu (2023). Numerical Simulation about Effects of Stress on Different Cumulative Second Harmonics. IEEE Far East NDT New Technology & Application Forum (FENDT).DOI
34. Xiaochuan Niu, Liqiang Zhu, Wenlin Yang, Zujun Yu, Haikuo Shen (2023). Temperature Effects on Nonlinear Ultrasonic Guided Waves. Materials.DOI
35. Xiaochuan Niu, Liqiang Zhu, Zujun Yu, Xining Xu, Haikuo Shen (2023). Detection method of the neutral temperature in continuous welded rails based on nonlinear ultrasonic guided waves. Nondestructive Testing And Evaluation.DOI
36. 朱力强，许力之，周鑫，王耀东（2022）. 高速铁路周界快速识别算法研究. 《铁道学报》.
37. 许力之，王耀东，朱力强，史红梅，余祖俊（2022）. 隧道表面图像多目标智能识别算法研究. 《铁道学报》.
38. 王耀东，史红梅，朱力强，周维桢（2022）. 地铁隧道裂缝图像采集与智能识别方法研究. 《现代城市轨道交通》.
39. Yao Wang, Zujun Yu, Liqiang Zhu (2022). Intrusion detection for high-speed railways based on unsupervised anomaly detection models. Applied Intelligence.DOI
40. Xuanran Liu, Liqiang Zhu, Yaodong Wang, Zujun Yu (2022). A crack detection system of subway tunnel based on image processing. Measurement and Control.DOI
41. Runliang Tian, Hongmei Shi, Baoqing Guo, Liqiang Zhu (2021). Multi-scale object detection for high-speed railway clearance intrusion. Applied Intelligence.DOI
42. Qimin Gong, Liqiang Zhu, Yaodong Wang, Zujun Yu (2021). Automatic subway tunnel crack detection system based on line scan camera. Structural Control and Health Monitoring.DOI
43. Wei Wang, Liqiang Zhu (2021). Reliable Network Search Based on Evolutionary Algorithm. International Conference on Computer, Control and Robotics (ICCCR).DOI
44. 牛笑川，朱力强，余祖俊（2020）. 基于非线性超声的无缝钢轨锁定轨温检测. 《铁道学报》.
45. 李兴鑫，朱力强，余祖俊（2020）. 自适应铁路场景前景目标检测. 《交通运输系统工程与信息》.DOI
46. 朱力强，罗婷，蔺潇（2020）. 基于压电效应的雨量与雨滴谱检测. 《振动、测试与诊断》.DOI
47. Bo Xing, Zujun Yu, Xining Xu, Liqiang Zhu, Hongmei Shi (2020). Mode Selection Model for Rail Crack Detection Based on Ultrasonic Guided Waves. Shock and Vibration.DOI
48. Wei Wang, Liqiang Zhu (2020). Structured feature sparsity training for convolutional neural network compression. Journal of Visual Communication and Image Representation.DOI
49. Xiaochuan Niu, Liqiang Zhu, Zujun Yu (2020). The Effects of Stress on Second Harmonics in Plate-Like Structures. Applied Sciences.DOI
50. Di Liu, Liqiang Zhu, Qian Zhang (2020). Weighted Calibration Algorithm of Multiple Laser Scanning Sensors Based on Measurement Error Correction. Journal of Physics Conference Series.DOI
51. Liqiang Zhu, Xiangyu Duan, Zujun Yu (2020). On the Identification of Elastic Moduli of In-Service Rail by Ultrasonic Guided Waves. Sensors.DOI
52. Xingxin Li, Liqiang Zhu, Zujun Yu, Baoqing Guo, Yanqin Wan (2020). Vanishing Point Detection and Rail Segmentation Based on Deep Multi-Task Learning. IEEE Access.DOI
53. 王玮，朱力强（2019）. 基于特征图裁剪的高铁周界入侵实时检测算法. 《铁道学报》.
54. 王尧，余祖俊，朱力强，郭保青（2019）. 基于高阶全连接条件随机场的高速铁路异物入侵检测方法. 《铁道学报》.
55. 朱力强，闻志强，邬成健，王尧（2019）. 高寒地区高速铁路路基冻胀远程监测. 《铁道学报》.
56. 方恩权，王耀东，袁敏正，朱力强，周伟（2019）. 地铁隧道表面裂缝智能视觉采集系统. 《铁道科学与工程学报》.DOI
57. 牛笑川，朱力强，余祖俊，李国直（2019）. 无缝钢轨中温度对应力非线性超声检测的影响. 《声学学报》.DOI
58. 王洋，朱力强，余祖俊，郭保青（2019）. 高速铁路场景的分割与识别算法. 《光学学报》.
59. 许西宁，余祖俊，邢博，朱力强（2019）. 板中Lamb波激励响应计算方法. 《振动、测试与诊断》.DOI
60. Wei Wang, Liqiang Zhu (2019). Channel Pruning for Efficient Convolution Neural Networks. Journal of Physics Conference Series.DOI
61. Baoqing Guo, Jiafeng Shi, Liqiang Zhu, Zujun Yu (2019). High-Speed Railway Clearance Intrusion Detection with Improved SSD Network. Applied Sciences.DOI
62. Wei Wang, Liqiang Zhu, Baoqing Guo (2019). Reliable identification of redundant kernels for convolutional neural network compression. Journal of Visual Communication and Image Representation.DOI
63. Baoqing Guo, Gan Geng, Liqiang Zhu, Hongmei Shi, Zujun Yu (2019). High-Speed Railway Intruding Object Image Generating with Generative Adversarial Networks. Sensors.DOI
64. Yang Wang, Liqiang Zhu, Zujun Yu, Baoqing Guo (2019). An Adaptive Track Segmentation Algorithm for a Railway Intrusion Detection System. Sensors.DOI
65. Xiao-chuan NIU, Liqiang Zhu, Zujun Yu, Bo Xing (2019). Effect of Temperature on Nonlinearity of Ultrasonic Waves in Metallic Solids. Far East NDT New Technology & Application Forum (FENDT).DOI
66. Xining Xu, Bo Xing, Zhuang Lu, Hongmei Shi, Liqiang Zhu (2019). A Graphical Analysis Method of Guided Wave Modes in Rails. Applied Sciences.DOI
67. Hongmei Shi, Lu Zhuang, Xining Xu, Zujun Yu, Liqiang Zhu (2019). An Ultrasonic Guided Wave Mode Selection and Excitation Method in Rail Defect Detection. Applied Sciences.DOI
68. Bo Xing, Zujun Yu, Xining Xu, Liqiang Zhu, Hongmei Shi (2019). Research on a Rail Defect Location Method Based on a Single Mode Extraction Algorithm. Applied Sciences.DOI
69. Hui Chao Shi, Liqiang Zhu, Hongmei Shi, Zujun Yu (2019). Estimation of Cement Asphalt Mortar Disengagement Degree Using Vehicle Dynamic Response. Shock and Vibration.DOI
70. 郭保青，马学志，余祖俊，王耀东，朱力强（2018）. 基于PTZ相机极向投影的铁路限界自动识别方法. 《铁道学报》.
71. 王嵘，余祖俊，朱力强，许西宁（2018）. 基于导波多模态融合的无缝钢轨温度应力估计算法. 《铁道学报》.
72. 王耀东，朱力强，史红梅，方恩权，杨玲芝（2018）. 基于局部图像纹理计算的隧道裂缝视觉检测技术. 《铁道学报》.
73. 郭一诗，余祖俊，史红梅，朱力强（2018）. 基于均匀化方法的无缝线路过渡段多尺度建模. 《西南交通大学学报》.
74. 王嵘，余祖俊，朱力强，许西宁（2018）. 基于导波速度的无缝钢轨应力检测方法. 《中国铁道科学》.
75. 邢博，余祖俊，许西宁，朱力强（2018）. 基于激光多普勒频移的钢轨缺陷监测. 《中国光学(中英文)》.
76. Hui Chao Shi, Liqiang Zhu, Hongmei Shi, Zujun Yu (2018). Effect of CA mortar disengagement on Dynamic characteristics of Slab Ballastless Track on Subgrade. IOP Conference Series Materials Science and Engineering.DOI
77. Baoqing Guo, Xingfang Zhou, Yingzi Lin, Liqiang Zhu, Zujun Yu (2018). Novel Registration and Fusion Algorithm for Multimodal Railway Images with Different Field of Views. Journal of Advanced Transportation.DOI
78. Yao Wang, Zujun Yu, Liqiang Zhu (2018). Foreground Detection with Deeply Learned Multi-Scale Spatial-Temporal Features. Sensors.DOI
79. Yao Wang, Liqiang Zhu, Zujun Yu (2018). Foreground Detection for Infrared Videos With Multiscale 3-D Fully Convolutional Network. IEEE Geoscience and Remote Sensing Letters.DOI
80. Qimin Gong, Yaodong Wang, Zujun Yu, Liqiang Zhu, Hongmei Shi, Haitao Huang (2018). A Tunnel Crack Identification Algorithm with Convolutional Neural Networks. IEEE Information Technology and Mechatronics Engineering Conference (ITOEC).DOI
81. Xuanran Liu, Yaodong Wang, Zujun Yu, Liqiang Zhu, Hongmei Shi, Haitao Huang (2018). Research on Cracks Image Detection System for Subway Tunnel. IEEE Information Technology and Mechatronics Engineering Conference (ITOEC).DOI
82. Hui Chao Shi, Hui Shi, Zujun Yu, Hongmei Shi, Hongmei Shi, Liqiang Zhu (2018). Recognition algorithm for the disengagement of cement asphalt mortar based on dynamic responses of vehicles. Proceedings of the Institution of Mechanical Engineers Part F Journal of Rail and Rapid Transit.DOI
83. 王洋，余祖俊，朱力强，郭保青（2017）. 基于CNN的高速铁路侵限异物特征快速提取算法. 《仪器仪表学报》.DOI
84. 郭保青，余祖俊，张楠，朱力强，高晨光（2017）. 铁路场景三维点云分割与分类识别算法. 《仪器仪表学报》.DOI
85. 王耀东，朱力强，余祖俊，郭保青（2017）. 用于机械系统瞬时目标的双视角高速视觉检测系统. 《光学精密工程》.
86. 王耀东，朱力强，史红梅，郭保青（2016）. 高速机械系统运动特性的实时视觉检测技术研究. 《机械工程学报》.
87. 史红梅，余祖俊，朱力强，刘文琪（2016）. 高速铁路无缝钢轨纵向位移在线监测方法研究. 《仪器仪表学报》.DOI
88. 朱力强，许西宁，余祖俊，史红梅，段翔宇（2016）. 基于超声导波的钢轨完整性检测方法研究. 《仪器仪表学报》.DOI
89. 朱力强，王春薇，王耀东，余祖俊，郭保青（2016）. 基于特征点集距离描述的裂缝图像匹配算法研究. 《仪器仪表学报》.DOI
90. 史红梅，赵蓉，余祖俊，朱力强（2016）. 基于钢轨振动响应分析的车轮扁疤检测方法研究. 《振动与冲击》.
91. Yang Wang, Zujun Yu, Liqiang Zhu, Baoqing Guo (2016). High-speed railway clearance surveillance system based on convolutional neural networks. Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE.DOI
92. Rong Wang, Zujun Yu, Liqiang Zhu (2016). Mode confusion for estimating the longitudinal thermal stress of continuously welded rail.DOI
93. Xiao Xue Duan, Zhixun Yu, Liqiang Zhu, Xining Xu (2016). Monitoring system of thermal stress for continuous welded rails. WIT transactions on the built environment.DOI
94. 余祖俊，许西宁，史红梅，朱力强，王耀东（2015）. 钢轨中超声导波激励响应计算方法研究. 《仪器仪表学报》.DOI
95. 朱力强，白彪，王耀东，余祖俊，郭保青（2015）. 基于特征分析的地铁隧道裂缝识别算法. 《铁道学报》.
96. Qiaozhi Wang, Liqiang Zhu, Yaodong Wang, Zujun Yu (2015). Real-time double-laser-stripes measurement system for subway tunnel profile based on high-speed vision. WIT transactions on engineering sciences.DOI
97. 宁滨，余祖俊，朱力强，王尧（2014）. 铁路远程瞭望系统研究与应用. 《铁道学报》.
98. 史红梅，吴攀，余祖俊，朱力强（2014）. 基于点集配准的非接触式地铁限界检测系统标定方法研究. 《铁道学报》.
99. 许西宁，郭保青，余祖俊，史红梅，朱力强（2014）. 半解析有限元法求解钢轨中超声导波频散曲线. 《仪器仪表学报》.DOI
100. 王耀东，余祖俊，白彪，许西宁，朱力强（2014）. 基于图像处理的地铁隧道裂缝识别算法研究. 《仪器仪表学报》.DOI
101. Yishi Guo, Zujun Yu, Hongmei Shi, Liqiang Zhu (2014). The estimation approach of rail thermal stress based on vehicle-track dynamic responses. IEEE International Conference on Intelligent Transportation Systems (ITSC).DOI
102. Biao Bai, Liqiang Zhu, Yaodong Wang (2014). Subway tunnel crack identification algorithm research based on image processing. Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE.DOI
103. 王尧，余祖俊，朱力强，杨玲芝（2013）. 基于脉冲耦合神经网络和Markov随机场的立体匹配研究. 《仪器仪表学报》.
104. 许西宁，余祖俊，朱力强，史红梅（2013）. 半解析有限元法分析兰姆波频散特性. 《仪器仪表学报》.DOI
105. 王尧，余祖俊，朱力强，郭保青（2013）. 高速铁路线路护栏完整性自动检测系统研究. 《铁道学报》.
106. 许西宁，余祖俊，朱力强（2012）. 图解法求解Lamb波频散方程. 《电子测量与仪器学报》.
107. 郭保青，朱力强，史红梅（2012）. 基于快速DBSCAN聚类的铁路异物侵限检测算法. 《仪器仪表学报》.
108. 史红梅，余祖俊，朱力强（2012）. 基于UKF的车辆轨道振动响应优化估计. 《电子测量与仪器学报》.
109. 同磊，朱力强，余祖俊，郭保青（2012）. 基于车载前视摄像机的轨道异物检测. 《交通运输系统工程与信息》.
110. 余祖俊，王尧，朱力强，郭保青（2012）. 多光点位置实时检测系统及其应用(英文). 《控制理论与应用》.
111. Zujun Yu, Shixin Li, Hongmei Shi, Liqiang Zhu (2012). Jointless track monitoring system based on Fiber Bragg Grating sensors.DOI
112. Zujun Yu, Hongtao Zhang, Baoqing Guo, Liqiang Zhu (2012). A mosaic method for large perspective distortion image.DOI
113. 郭保青，朱力强，史红梅，余祖俊（2011）. 基于单幅图像的轨检车位置校正方法研究. 《铁道学报》.
114. Yao Wang, Zujun Yu, Liqiang Zhu (2011). Automatic detection of fence completeness for high-speed railway.DOI
115. 余祖俊，卫研研，李真花，朱力强（2009）. 基于SOPC的钢轨断面高速测量系统. 《北京交通大学学报》.
116. Liqiang Zhu, Zujun Yu (2009). Instantaneous position and pose measurements of moving vehicles with applications to railway infrastructure monitoring.DOI
117. Liqiang Zhu (2009). Nonlinear Time Series Prediction by Using RBF Network. Lecture notes in computer science.DOI
118. Liqiang Zhu (2009). Study on High-Speed Rail Profile Measurement System Based on SOPC. Journal of Beijing Jiaotong University.
119. 张玮，余祖俊，朱力强（2008）. 基于PC104与单片机的铁路机车电气仪表校准系统的设计. 《铁道机车车辆》.
120. Liqiang Zhu (2008). Design of Accuracy Analyzing System of Train Electrical Meters Based on PC104 and MCU. Railway Locomotive & Car.
121. 余祖俊，朱力强，赵洁婷（2007）. 轨道交通线路全断面车载式动态检测系统研究. 《北京交通大学学报》.
122. 余祖俊，赵洁婷，朱力强（2007）. 轨道车辆瞬时姿态的测量方案研究. 《电子测量与仪器学报》.
123. 余祖俊，杨娅楠，朱力强（2007）. 三维激光扫描测量系统标定方法研究. 《电子测量与仪器学报》.
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预印本

1. YuanHao Zhang, Zujun Yu, Liqiang Zhu, Weijie Zhai, Fujie Qu (2026). DS-UMamba: Dynamic Sorting and Gated Multi-Scale Fusion for Semantic Understanding of Complex Railway Scenes. SSRN Electronic Journal.DOI