2025年招收专业: 交通运输与规划、安全科学与工程、控制科学与工程、人工智能、交通运输等方向的硕士生和博士生,欢迎感兴趣的同学报考和咨询! 欢迎本科生随时咨询大创项目与科研实践活动!(硕士生还有1-2个名额;优秀硕士毕业生可联系攻读博士,有名额!)
主要研究方向: (1)人工智能与深度学习理论;(2)基于机器视觉和机器学习的精细化检测;(3)交通运输系统检测和监测;(4)故障诊断与PHM技术;(5)数字孪生技术;(6)TinyML。 重点致力于高新技术在轨道交通自主运行系统中的应用研究。
在图像处理、人工智能、机器学习、机器视觉、故障诊断、故障预测与健康管理(PHM)、控制理论及相关理论工程应用等领域发表论文150多篇,其中SCI\EI\ISTP论文130多篇。论文累计引用次数2600多次。
毕业研究生主要去向: 铁道科学研究院,中铁勘探设计院三院、四院,中车研究院,华为,阿里,中汽智联技术有限公司,理想汽车, 各个铁路局,地铁公司,中国铁路通讯信号公司,中国中车集团,北京公交集团, 山东建筑大学,兰州交通大学,比亚迪集团,省市级设计院等
-
期刊->张慧贤,魏秀琨,丁亚宁,李静,Biobjective Maintenance Strategy Optimization for Complex Multistate Systems Based on PH Distribution,IEEE TRANSACTIONS ON RELIABILITY, 2024年 https://ieeexplore.ieee.org/document/10436423
-
期刊->汤庆锋,魏秀琨,魏德华等, High Precision Robust Real-Time Lightweight Approach for Railway Pantograph Slider Wear Estimation,IEEE Transactions on Intelligent Transportation Systems, 2024年5月, Vol.25, Issue. 5 3973 - 3985. https://ieeexplore.ieee.org/document/10318079 .
-
期刊->赵天可,魏秀琨,尹新强,汤庆锋, Subtle defect detection on the surface of railway PCCS based on deep learning, Measurement, Vol. 225, 113964,2024年2月。https://doi.org/10.1016/j.measurement.2023.11396 期刊->张慧贤,魏秀琨,丁亚宁,李静,Biobjective Maintenance Strategy Optimization for Complex Multistate Systems Based on PH Distribution,IEEE TRANSACTIONS ON RELIABILITY, 2024年 https://ieeexplore.ieee.org/document/10436423
-
期刊->沈星, 魏秀琨, A Real-Time Subway Driver Action Sensoring and Detection Based on Lightweight ShuffleNetV2 Network ,Sensors, 2023年12月, Vol. 23, https://www.mdpi.com/1424-8220/23/23/9503
-
期刊->魏德华,魏秀琨,汤庆峰,贾利民,尹新强,吉杨, RTLSeg: A novel multi-component inspection network for railway track line
based on instance segmentation ,Engineering Applications of Artificial Intelligence,2023年。https://doi.org/10.1016/j.engappai.2023.105822 (SCI)
-
期刊->尹贤贤,魏秀琨,Applying System Dynamics of Discrete Supported Track
to Analyze the Rail Corrugation Causation on Curved Urban Railway Tracks,Discrete Dynamics in Nature and Society,卷2021, ID:9958163。(SCI)
-
期刊->张慧贤,魏秀琨,管青鸾,张唯,Joint Maintenance Strategy Optimization for
Railway Bogie Wheelset,APPLIED SCIENCES-BASEL 卷: 12 期: 14,1-24.(SCI)
-
期刊->管青鸾,魏秀琨,白文飞,贾利民,Two-stage degradation modeling for remaining useful
life prediction based on the Wiener process with measurement errors, Quality and Reliability Engineering International,38卷7期, 3485-3512。(SCI)
-
期刊->魏德华,魏秀琨,贾利民, Automatic Defect Description of Railway Track Line
Image Based on Dense Captioning,Sensors, 2022年22卷17期, 1-22. (SCI )
-
期刊->尹贤贤,魏秀琨,肖宏,时谨等,The impact of wheel polygonisation to the railway corrugation, Vehicle System Dynamics, 2022年,60卷,8期,2636-3657.(SCI)
-
期刊->魏秀琨,所达,魏德华,武晓梦,江思阳,杨子明,机器视觉在轨道交通系统状态检测中的应用综述,控制与决策,2021年第2期,36卷,257-282. (获得《控制与决策》杂志2021年优秀论文奖)
-
期刊->魏秀琨,魏德华,所达,贾利民等,Multi-Target Defect Identification for Railway Track Line Based on Image Processing and Improved YOLOv3 Model,IEEE ACCESS 卷: 8 页: 61973-61988 出版年: 2020。 10.1109https://doi.org/10.1109/ACCESS.2020.2984264(SCI)
-
期刊->管青鸾,魏秀琨,贾利民等,RUL Prediction of Railway PCCS Based on Wiener Process Model with Unequal Interval Wear Data, APPLIED SCIENCES-BASEL 卷: 10 期: 5 文献号: 1616 出版年: MAR 2020。(SCI)
-
期刊->魏秀琨,孟鸿飞,何江海,贾利民,李振国, Wear analysis and prediction of rigid catenary contact wire and pantograph strip for railway system, wear, 442, 203118,2020. (SCI)
-
期刊->魏德华,魏秀琨,刘玉鑫,贾利民,张文强, The Identification and Assessment of Rail Corrugation Based on Computer Vision, Appl. Sci. 2019, 9, 3913; doi: 10.3390 / app9183913 .(SCI)
-
期刊->魏秀琨,尹贤贤,胡怡东,贺延芳,贾利民, Squats and corrugation detection of railway track based on time-frequency analysis by using bogie acceleration measurements, VEHICLE SYSTEM DYNAMICS, 2019, 1-21.(SCI)
-
期刊->李赛,魏秀琨,张蛰,贾利民,瑜军燕, Subway Station Capacity Maintained by Optimizing a Maintenance Schedule of Key Equipment, Applied Science, 2019,9,1386,1-22.(SCI)
-
期刊->魏秀琨,江思阳,李岩,李晨亮,贾利民,李永光,Defect Detection of Pantograph Slide Based on Deep Learning and Image Processing Technology, IEEE Transactions on Intelligent Transportation Systems,2020 https://doi.org/10.1109/TITS.2019.2900385 (SCI)
-
期刊->魏秀琨,杨子明,刘玉鑫,魏德华,贾利民,李宇杰,Railway track fastener defect detection based on image processing and deep learning techniques: A comparative study,Engineering Applications of Artificial Intelligence,2019年4期,66-81 https://doi.org/10.1016/j.engappai.2019.01.008(SCI).(2023年1-2月工程领域高被引论文)
-
期刊-> Y Zhang, Y Qin, Y Du, L Zhu, X Wei, Railway vehicle bearings risk monitoring based on normal region estimation for no-fault data situations, Journal of Transportation Safety & Security, 1-19 (SC))
-
期刊-> Chuan Zhao , Zhipeng Feng , 魏秀琨 , 秦勇, Sparse classification based on dictionary learning for planet bearing fault identification, Expert Systems With Applications, 2018年,233-245. (SCI)
-
期刊-> 程莉芳,魏秀琨,曹洪军,Two-parameter bifurcation analysis of limit cycles of a simplified railway wheelset model, Nonlinear Dynamics, 2018年,2415-2431. (SCI)
-
期刊-> X Zhao, G Wei, X Li, Y Qin, D Xu, W Tang, H Yin, X Wei, L Jia, Self-powered triboelectric nano vibration accelerometer based wireless sensor system for railway state health monitoring, Nano Energy 34, 2017, 549-555 (SCI)
-
期刊-> 魏秀琨, 朱明, 贾利民,A semi-active suspension control system for railway vehicle with MR dampers, Vehicle System Dynamics, 2016年4期, 1-22.(SCI ).
-
期刊-> 魏秀琨, 刘峰, 贾利民, Urban rail track condition monitoring based on in-service vehicle acceleration measurements, Measurements, 80卷,2016 第2期, 217-228. https://doi.org/10.1016/j.measurement.2015.11.033(SCI)
-
期刊 -> 魏秀琨,贾利民, 郭昆,On fault isolation for railway vehicle suspension systems, Vehicle System Dynamics, 2014年,52卷, 6期,847-873. (SCI)
-
期 刊-> 魏秀琨,郭昆,贾利民,刘光武,袁敏政.Fault Isolation of Light Rail Vehicle Suspension System Based on D-S Evidence Theory and Improvement Application Case[J]。Journal of Intelligent Learning Systems and Applications,,2013-11,2013(5),245:253
-
期 刊-> 魏强,魏秀琨,贾利民.FBG传感器在铁路监测中的应用[J]。中国铁路,2013-09,2013(9),96:99
-
期 刊-> 魏秀琨.《自动控制理论》课程的教学改革探讨[J]。教育教学论坛,2013-02,2013(2),55:57
-
期 刊-> 魏秀琨,贾利民,柳海.A comparative study on fault detection methods of rail vehicle suspension systems based on acceleration measurements[J]。Vehicle System Dynamics,2013-03,51(5),700:720 (SCI)
-
期 刊-> 魏秀琨,贾利民,刘丽华.Fault Diagnosis for High Order Systems Based on Model Decomposition[J]。International Journal of Control, Automation, and Systems,2013-01,11(1),75:83 (SCI)
-
期 刊-> 魏秀琨,Verhaegen.LMI solutions to the mixed H−/H∞ fault detection observer design for linear parameter-varying systems[J]。INTERNATIONAL JOURNAL OF ADAPTIVE CONTROL AND SIGNAL PROCESSING,2011-02,25(2),114:136 (SCI)
-
期 刊-> 魏秀琨,Verhaegen.Robust fault detection observer design for linear uncertain systems[J]。International Journal of Control,2011-01,84(1),197:215 (SCI)
-
期 刊-> 魏秀琨,Verhaegen.Sensor and actuator fault diagnosis for wind turbine systems by using robust observer and filter[J]。Wind Energy,2011-05,14(4),491:516 (SCI)
-
期 刊-> 魏秀琨.Robust Fault Detection Observer and Fault Estimation Filter Design for LTI Systems Based on GKYP Lemma[J]。European Journal of Control,2010-12,16(4),(SCI)
-
期刊 -> 魏秀琨, Michel Verhaegen, Sensor fault detection and isolation for winf turbine based on subspace identification and Kalman filter techniques, Internatinal Journal of Adaptive control and Signal processing, 2010, Vol. 24, No. 8, 687-707 (SCI)
-
期刊—> 魏秀琨, Luigi del Re, Gain Scheduled H_infinty Control for Air Path System of Diesel Engine by Using LPV Techniques, IEEE Transanction on Control System Technoly, Vol. 15, No. 3, 406-415. (SCI 封面论文)
-
会议论文-> 魏秀琨,郭英,贾利民,柳海.Fault Detection of Rail Vehicle Suspension System Based on CPCA。2013 Conference on Control and Fault-Tolerant Systems,Nice,700:700,2013-10
-
会议论文-> 魏秀琨,陈军.Study on Wheel-Flat Detection Method Based on Vehicle System Acceleration Measurement。2nd International Conference on Measurement, Information and Control,哈尔滨,61:61,2013-05
-
会议论文-> 魏秀琨,刘琰,孙衢,贾利民,汪煜婷.Rail Vehicle Ride Comfort Prediction Based on Bogie Acceleration Measurements。25th Chinese Control and Decision Conference,贵阳,3810:3810,2013-04
-
会议论文-> 魏秀琨,郭昆,贾利民,柳海.Fault Isolation for Light Rail Vehicle Suspension System based on Multi-sensor Information Fusion。25th Chinese Control and Decision Conference,贵阳,3532:3532,2013-04
-
会议论文-> 汪煜婷,秦勇,魏秀琨.Track Irregularities Estimation Based on Acceleration Measurements。International Conference on Measurement Information and Control,哈尔滨,83:83,2012-05
-
会议论文-> 魏秀琨,贾利民,柳海.Data-Driven Fault Detection of Vertical Rail Vehicle Suspension Systems。UKACC International Conference on Control 2012,Cardiff,589:589,2012-09
-
会议论文-> 魏秀琨,柳海,贾利民.Fault Detection of Urban Rail Vehicle Suspension System Based on Acceleration Measurements。IEEE/ASME International Conference on Advanced Intelligent Mechatronics,高雄,1129:1129,2012-07
-
会议论文-> 魏秀琨,林帅,柳海.Distributed Fault Detection Observer for Rail Vehicle Suspension Systems。Chinese Control and Decision Conference ,太原,3408:3408,2012-05
-
会议论文-> 魏秀琨,郭淑萍,柳海.ESTIMATION OF LATERAL TRACK IRREGULARITY BASED ON AN UNKNOWN INPUT IDENTIFICATION FILTER。International Conference on Automatic Control and Artificial Intelligence,厦门,316:316,2012-03
-
会议论文-> 魏秀琨.Fault Diagnosis for LTI Systems Based on System Identification。The 30th Chinese Control Conference,烟台,4291:4291,2011-07
-
会议论文-> 魏秀琨,柳海,秦勇.Fault Isolation of Rail Vehicle Suspension Systems By Using Similarity Measure。 IEEE International Conference on Intelligent Rail Transportation,北京,391:391,2011-07
-
会议论文-> 魏秀琨,柳海,秦勇.Fault Diagnosis of Rail Vehicle Suspension Systems by Using GLRT。2011 Chinese Control and Decision Conference ,中国,绵阳,1932:1932,2011-05
-
会议论文-> 贾天丽,魏秀琨,蔡国强.A Survey for the Bridge Condition Monitoring Technologies for Rail Traffic Systems。the international emergency managementsociety(TIEMS)17th Annual Conference,北京,2010-12
-
会议论文-> 魏秀琨,蔡国强,秦勇,贾利民.Robust Fault Detection Dynamic Observer Design for LTI Systems。2010 Chinese Control and Decision Conference,徐州,江苏,2010-12
-
会议论文-> 范会川,魏秀琨,贾利民,秦勇.Fault Detection of Railway Vehicle Suspension Systems。The 5th International Conference on Computer Science & Education,合肥,2010-12
-
会议论文-> 魏秀琨,秦勇,贾利民.Robust Fault Detection Observer for Discrete LTI Systems。the 29th Chinese Control Conference,北京,2010-12
-
会议论文-> 邵一琨,魏秀琨,蔡国强.轨道交通隧道健康状态监测技术发展现状。第17届国际应急管理学会(TIEMS)年会,北京,2010-12
-
会议论文-> 魏秀琨,刘力华.Fault Estimation of Large Scale Wind Turbine Systems。Proceedings of the 29th Chinese Control Conference,北京,2010-12
-
会议论文-> 魏秀琨,刘力华.Fault Detection of Large Scale Wind Turbine Systems。the 5th International Conference on Computer Science & Education,合肥,2010-12
-
会议论文-> 魏秀琨,鞠志强.H_inf/H_ Fault Detection Observer for LTI Systems and its Application。International Conference on Measurement and Control Engineering,成都,2010-12
|