孙永奎

博士、副教授

基本信息

办公电话: 电子邮件: sunyk@bjtu.edu.cn
通讯地址: 邮编:

教育背景

2016.9-2021.6 北京交通大学 电子信息工程学院 博士(导师:曹源教授)

2012.9-2016.6 北京交通大学 电子信息工程学院 本科

工作经历

2021.9-2023.10 北京交通大学 电子信息工程学院 副教授

2023.11-至今  北京交通大学 自动化与智能学院(轨道交通运行控制系统国家工程研究中心)  副教授

研究方向

  • 控制工程
  • 人工智能
  • 交通智能控制与优化
  • 新一代电子信息技术

招生专业

  • 控制工程硕士
  • 人工智能硕士
  • 交通信息工程及控制硕士
  • 新一代电子信息技术(含量子技术等)硕士

科研项目

自然科学横向项目: 重载铁路线路外观状态与几何参数检测技术及系统研制(测试部分), 2022-2023, 主持
国家自然科学基金"青年基金": 基于分数阶微积分和集成学习的铁路道岔转换设备故障诊断, 2023-2025, 主持
国家重点研发计划-任务: 重载铁路钢轨服役性能演化规律, 2021-2025, 主持
国家自然科学基金“国际(地区)合作与交流项目”: 边缘云计算架构下高速铁路运行控制系统设备故障诊断, 2022-2026, 参与
自然科学类人才基金项目: 基于数据驱动的转辙机健康管理方法研究, 2022-2024, 主持

教学工作

本科生课程,系统可靠性与安全性(48学时,秋季学期)

本科生课程,高级语言程序设计(48学时,秋季学期)

研究生课程,故障诊断与健康管理技术及应用(32学时,春季学期)

论文/期刊

  • 郑韵婷,陈少华,谭志勇,孙永奎.Research on fault diagnosis of a railway point machine based on a multi-entropy feature extraction method and support vector machine.Transportation Safety and Environment,2023,None(5)
  • 曹源,陈子豪,文韬,Roberts,孙永奎,宿帅.Rail fastener detection of heavy railway based on deep learning.高速铁路(英文),2023,1(1)
  • 孙永奎,曹源,李鹏,谢国,文韬,宿帅.Vibration-based fault diagnosis for railway point machines using VMD and multiscale fluctuation-based dispersion entropy.电子学报(英文),2024,3(33)
  • 孙永奎,曹源,刘海涛,杨卫峰,宿帅.Condition monitoring and fault diagnosis strategy of railway point machines using vibration signals.Transportation Safety and Environment,2023,2(5)
  • 孙永奎,曹源,李鹏,宿帅.Entropy Feature Fusion-Based Diagnosis for Railway Point Machines Using Vibration Signals Based on Kernel Principal Component Analysis and Support Vector Machine.IEEE Intelligent Transportation Systems Magazine,2023,None(15)
  • 杨能普,周苗,王文昆,张娟,孙永奎.基于R-P图像注意融合网络的列车轮对踏面缺陷识别.铁道科学与工程学报,2023,12(20)
  • 于程水,刘月,曹源,孙永奎,宿帅,杨卫峰,王文昆.Improved YOLOv8 for B-scan image flaw detection of the heavy-haul railway.MEASUREMENT SCIENCE AND TECHNOLOGY,2024,7(35)
  • 孙永奎,曹源,李鹏,宿帅.Sound Based Degradation Status Recognition for Railway Point Machines Based on Soft-Threshold Wavelet Denoising, WPD, and ReliefF.IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT,2024,None(73)
  • 曹源,孙永奎,李鹏,宿帅.Vibration-Based Fault Diagnosis for Railway Point Machines Using Multi-Domain Features, Ensemble Feature Selection and SVM.IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY,2024,1(73)
  • 曹源,安运通,宿帅,孙永奎.Is the safety index of modern safety integrity level(SIL) truly appropriate for the railway?.Accident Analysis and Prevention,2023,None(192)
  • 张旻昊,曹源,孙永奎,宿帅.Vibration signal-based defect detection method for railway signal relay using parameter-optimized VMD and ensemble feature selection.Control Engineering Practice,2023,None(139)
  • 曹源,孙永奎,谢国,李鹏.A Sound-Based Fault Diagnosis Method for Railway Point Machines Based on Two-Stage Feature Selection Strategy and Ensemble Classifier.IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS,2022,8(23)
  • 杨帅,曹源,孙永奎.混合动力动车组参数匹配研究.铁路计算机应用,2017,6(26)
  • 储依帆,曹源,孙永奎.基于随机Petri网的安全型继电器的可靠性分析.大连交通大学学报,2018,3(39)
  • 杨晓东,杨东颖,孙永奎,曹源.分布式列控目标控制器通信总线的研究.铁路计算机应用,2018,5(27)
  • 高莺,曹源,孙永奎,马连川,洪春华,张玉琢.面向车车通信的安全计算机时间约束性分析验证.通信学报,2018,12(39)
  • 曹源,于潇,孙永奎.交叉口路况的导向运输系统安全间隔控制研究.中国安全科学学报,2022,6(32)
  • 胡小溪,曹源,唐涛,孙永奎.Data-driven technology of fault diagnosis in railway point machines: review and challenges.Transportation Safety and Environment,2022,4(4)
  • 孙永奎,张玉琢,徐超凡,曹源.安全型继电器失效机理判别与寿命预测.交通运输工程学报,2018,3(18)
  • 胡小溪,曹源,孙永奎,唐涛.Railway Automatic Switch Stationary Contacts Wear Detection Under Few-Shot Occasions.IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS,2022,9(23)
  • 孙永奎,曹源,李鹏,李旭.基于小波包分解多尺度排列熵及2阶特征选择的转辙机故障诊断方法.中国铁道科学,2023,None(44)
  • 曹源,姬媛姝,孙永奎,宿帅.The Fault Diagnosis of a Switch Machine Based on Deep Random Forest Fusion.IEEE INTELLIGENT TRANSPORTATION SYSTEMS MAGAZINE,2023,1(15)
  • 曹源,宋迪,胡小溪,孙永奎.基于改进时域多尺度散布熵与支持向量机的转辙机故障诊断.电子学报,2023,1(51)
  • 曹源,安运通,宿帅,谢国,孙永奎.A statistical study of railway safety in China and Japan 1990–2020.ACCIDENT ANALYSIS AND PREVENTION,2022,2022(175)
  • 孙永奎,曹源,李鹏.Contactless Fault Diagnosis for Railway Point Machines Based on Multi-Scale Fractional Wavelet Packet Energy Entropy and Synchronous Optimization Strategy.IEEE Transactions on Vehicular Technology,2022,6(71)
  • 孙永奎,曹源,李鹏.Fault diagnosis for train plug door using weighted fractional wavelet packet decomposition energy entropy.Accident Analysis and Prevention,2022,无(166)
  • 杨佳,孙永奎,曹源,胡小溪.Predictive maintenance for switch machine based on Digital Twins.Information,2021,11(12)
  • 孙永奎,曹源,谢国,文韬.Sound based fault diagnosis for RPMs based on multi-scale fractional permutation entropy and two-scale algorithm.IEEE Transactions on Vehicular Technology,2021,11(70)
  • 孙永奎,曹源,马连川.A Fault Diagnosis Method for Train Plug Doors via Sound Signals.IEEE INTELLIGENT TRANSPORTATION SYSTEMS MAGAZINE,2021,3(13)
  • 孙永奎,曹源,谢国,文韬.Condition Monitoring for Railway Point Machines Based on Sound Analysis and Support Vector Machine.CHINESE JOURNAL OF ELECTRONICS,2020,4(29)
  • 黄小龙,樊磊,孙永奎.Research on Abnormal Detection Method of Rail Fastener Based on Yolov5.Proceedings of SPIE - The International Society for Optical Engineering,2023
  • 闫童瑞,张家桢,孙永奎.Fault diagnosis method of point machine based on vibration signal.Eighth International Conference on Electromechanical Control Technology and Transportation, ICECTT 2023,2023
  • 时磊,吴俊杰,孙永奎.Rail surface anomaly detection based on deep learning.Eighth International Conference on Electromechanical Control Technology and Transportation, ICECTT 2023,2023
  • 黄小龙,樊磊,孙永奎.Research on abnormal detection method of rail fastener based on YOLOV5.Eighth International Conference on Electromechanical Control Technology and Transportation, ICECTT 2023,2023
  • 孙永奎,谢国,曹源,文韬.A Fault Diagnosis Method for Train Plug Doors Based on MNPE and IPSO-MSVM.2018 INTERNATIONAL CONFERENCE ON CONTROL, AUTOMATION AND INFORMATION SCIENCES (ICCAIS),2018

专著/译著

专利

软件著作权

获奖与荣誉

社会兼职

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