基本信息
王锴  男  硕导  中国科学院沈阳自动化研究所
电子邮件: wangkai@sia.cn
通信地址: 沈阳市南塔街114号
邮政编码:

招生信息

   
招生专业
081101-控制理论与控制工程
081104-模式识别与智能系统
080202-机械电子工程
招生方向
可靠性工程
故障预测与健康管理
工业数字通信

教育背景

2001-09--中国科学院沈阳自动化研究所   博士学位

工作经历

   
工作简历
2014-09~2016-02,美国马里兰大学, 访问学者
2011-01~现在, 中国科学院沈阳自动化研究所, 副研究员
2005-09~现在, 中国科学院沈阳自动化研究所, 助理研究员
社会兼职
2016-05-10-今,国家自然科学基金委员会通信评审专家,
2012-04-30-今,国家自然科学基金委员会项目通讯评审专家,

专利与奖励

   
奖励信息
(1) MFPT 2016国际会议最佳学生论文奖, 其他, 2016
(2) 中科院沈阳自动化所“五四青年学术交流会”优秀学术报告奖, 三等奖, 研究所(学校), 2014
(3) 2013 IEEE ICEMI国际会议"The best presentation award", 一等奖, 其他, 2013
专利成果
[1] 王锴, 何天放, 徐皑冬, 曾鹏, 王志平, 闫炳均. 面向压力仪表监测的过程噪声的模拟与采集装置及方法. CN: CN113218573A, 2021-08-06.
[2] 王锴, 迈克尔·佩希特, 于海斌, 徐皑冬, 郭海丰, 王志平, 闫炳均, 金妮. 基于柱塞振动信号的电磁阀故障诊断方法. CN: CN107515105B, 2021-03-30.
[3] 金妮, 徐皑东, 刘明哲, 张吉龙, 王晨曦, 王锴, 王志平, 闫炳均, 胡波. 一种涂胶显影设备运动参数检测装置及方法. CN: CN111829433A, 2020-10-27.
[4] 杨顺昆, 苟晓冬, 黄婷婷, 郑征, 于海斌, 徐皑冬, 王锴, 吴玉美, 李国旗, 路云峰, 姜博, 李大庆. 基于静态分析和神经网络的软件故障预测技术的构建方法. CN: CN107832219B, 2020-08-25.
[5] 于海斌, 徐皑冬, 闫炳均, 胡波, 王志平, 冮明旭, 王锴. 基于SHEL和区间直觉模糊评价的车间人因可靠性评估方法. CN: CN110766248A, 2020-02-07.
[6] 于海斌, 曾鹏, 徐皑冬, 闫炳均, 宋岩, 王志平, 胡波, 王锴, 孙俊男. 嵌入式系统外部易失性存储器高可靠性存储与诊断方法. CN: CN106815101B, 2019-09-06.
[7] 王志平, 徐皑冬, 曾鹏, 俞建成, 黄琰, 闫炳均, 胡波, 王锴. 一种水下滑翔机控制器低功耗装置及其控制方法. CN: CN109581903A, 2019-04-05.
[8] 于海斌, 闫炳均, 徐皑冬, 宋岩, 王志平, 曾鹏, 王锴. 基于多级稳压技术的电源故障诊断及保护装置. 中国: CN105703326B, 2018-05-18.
[9] 于海斌, 王锴, 迈克尔·佩希特, 徐皑冬, 郭海丰, 王志平, 闫炳均, 金妮. 一种基于力传感器信号的电磁阀故障诊断方法. 中国: CN108019555A, 2018-05-11.
[10] 于海斌, 徐皑冬, 王志平, 姜晶, 曾鹏, 王锴, 宋岩, 闫炳均, 胡波. 基于噪声分析的仪表故障在线诊断方法. 中国: CN106767986A, 2017-05-31.
[11] 徐皑冬, 王志平, 宋岩, 闫炳均, 王锴. 电容型安全压力变送器采集诊断电路. 中国: CN104729794A, 2015-06-24.
[12] 金妮, 徐皑冬, 刘明哲, 王锴, 王晨曦. 一种IC装备多数据源曲线绘制系统及其设计方法. 中国: CN104281438A, 2015-01-14.
[13] 王锴, 徐皑冬, 刘明哲. 面向数据角色的以太网确定性数据传输方法. 中国: CN102843390A, 2012-12-26.
[14] 于海斌, 徐皑冬, 刘明哲, 李正, 王锴, 金妮, 张吉龙. 面向IC装备控制软件的GUI平台化实现方法. 中国: CN102455910A, 2012-05-16.

出版信息

   
发表论文
[1] 夏冰洁, 王锴, 徐皑冬, 曾鹏. Intelligent Fault Diagnosis for Bearings of Industrial Robot Joints under Varying Working Conditions Based on Deep Adversarial Domain Adaptation. IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT[J]. 2022, [2] Zhang, Ning, Xu, Aidong, Wang, Kai, Han, Xiaojia, Hong, Wenhuan, Hong, Seung Ho. Remaining Useful Life Prediction of Lithium Batteries Based on Extended Kalman Particle Filter. IEEJ TRANSACTIONS ON ELECTRICAL AND ELECTRONIC ENGINEERING[J]. 2021, 16(2): 206-214, https://www.webofscience.com/wos/woscc/full-record/WOS:000610818400004.
[3] Wang, Qizhao, Wang, Kai, Li, Qing, Yang, Zuye, Jin, Guangshu, Wang, Hong. MBNN: A Multi-Branch Neural Network Capable of Utilizing Industrial Sample Unbalance for Fast Inference. IEEE SENSORS JOURNAL[J]. 2021, 21(2): 1809-1819, http://dx.doi.org/10.1109/JSEN.2020.3017686.
[4] Wang, Qizhao, Li, Qing, Wang, Kai, Wang, Hong, Zeng, Peng. Efficient federated learning for fault diagnosis in industrial cloud-edge computing. COMPUTING[J]. 2021, 103(10): 2319-2337, http://dx.doi.org/10.1007/s00607-021-00970-6.
[5] Guo, Haifeng, Xu, Aidong, Wang, Kai, Sun, Yue, Han, Xiaojia, Hong, Seung Ho, Yu, Mengmeng. Particle Filtering Based Remaining Useful Life Prediction for Electromagnetic Coil Insulation. SENSORS[J]. 2021, 21(2): https://doaj.org/article/ea1a327d8ce342a6996acc034fd9051c.
[6] 何天放, 王锴, 徐皑冬, 曾鹏. Health Monitoring of Pressure Transmitter Sensing Line Based on Convolutional Neural Network. The 11th International Conference on Quality, Reliability, Risk, Maintenance, and Safety Engineering & The 4th International Conference on Reliability Systems Engineering (null. 2021, [7] 王其朝, 金光淑, 李庆, 王锴, 杨祖业, 王宏. 工业边缘计算研究现状与展望. 信息与控制. 2021, 257-274, https://nxgp.cnki.net/kcms/detail?v=3uoqIhG8C46NmWw7YpEsKIiWgUt1OIIOag2XIKnaLQF12Pn_e9c9SS_Xz-l46-EDK5uPpikeZSHyN24L6YuRZg13iiozBMAL&uniplatform=NZKPT.
[8] Li, Yixin, Li, Chen, Li, Xiaoyan, Wang, Kai, Rahaman, Md Mamunur, Sun, Changhao, Chen, Hao, Wu, Xinran, Zhang, Hong, Wang, Qian. A Comprehensive Review of Markov Random Field and Conditional Random Field Approaches in Pathology Image Analysis. ARCHIVES OF COMPUTATIONAL METHODS IN ENGINEERING. 2021, http://dx.doi.org/10.1007/s11831-021-09591-w.
[9] Yu, Mengmeng, Zhang, Xiongfeng, Jiang, Junhui, Lee, ChangDae, Hong, Seung Ho, Wang, Kai, Xu, Aidong. Assessing the Feasibility of Game-Theory-Based Demand Response Management by Practical Implementation. IEEE ACCESS[J]. 2021, 9: 8220-8232, https://doaj.org/article/9e7d5f5ede6a4269899a5ad4c9e16598.
[10] 王其朝, 金光淑, 李庆, 王锴, 杨祖业. A Fast and Energy-Saving Neural Network Inference Method for Fault Diagnosis of Industrial Equipment Based on Edge-End Collaboration. Proceedings of 11th IEEE International Conference on CYBER Technology in Automation, Control, and Intelligent Systemsnull. 2021, [11] Wang, Kai, Zhao, Wei, Xu, Aidong, Zeng, Peng, Yang, Shunkun. One-Dimensional Multi-Scale Domain Adaptive Network for Bearing-Fault Diagnosis under Varying Working Conditions. SENSORS[J]. 2020, 20(21): https://doaj.org/article/8499b6684ef747db8815ffac97f58b05.
[12] 徐皑冬. Anomaly Detection of Marine Diesel Engine Valve System based on Mahalanobis Distance. 2020 Global Reliability and Prognostics and Health Management. 2020, [13] Wang, Kai, Guo, Haifeng, Xu, Aidong, Pecht, Michael. Degradation Monitoring of Insulation Systems Used in Low-Voltage Electromagnetic Coils under Thermal Loading Conditions from a Creep Point of View. SENSORS[J]. 2020, 20(13): https://doaj.org/article/5fbddee30ab943d7952162c5c3ed6386.
[14] 赵威, 王锴, 徐皑冬, 曾鹏, 杨顺昆, 孙越, 郭海丰. 面向智能制造的工业机器人健康评估方法. 机器人[J]. 2020, 42(4): 460-468, http://lib.cqvip.com/Qikan/Article/Detail?id=7102566941.
[15] Li, Chen, Kong, Fanjie, Wang, Kai, Xu, Aidong, Zhang, Gexiang, Xu, Ning, Liu, Zhihua, Guo, Haifeng, Wang, Xue, Liang, Kuan, Yuan, Jianying, Qi, Shouliang, Jiang, Tao. Microscopic Machine Vision Based Degradation Monitoring of Low-Voltage Electromagnetic Coil Insulation Using Ensemble Learning in a Membrane Computing Framework. IEEE ACCESS[J]. 2019, 7: 97216-97241, https://doaj.org/article/7ecb894518e84d5d8371b859aadb00b0.
[16] Li, Chen, Wang, Kai, Xu, Ning. A survey for the applications of content-based microscopic image analysis in microorganism classification domains. ARTIFICIAL INTELLIGENCE REVIEW[J]. 2019, 51(4): 577-646, http://dx.doi.org/10.1007/s10462-017-9572-4.
[17] Han, Xiaojia, Xu, Aidong, Wang, Kai, Guo, Haifeng, Zhang, Ning, Liu, Yang, Hong, Seung Ho. Quadratic-Wavelet-Transform-Based Fault Detection Approach for Temperature Sensor. IEEJ TRANSACTIONS ON ELECTRICAL AND ELECTRONIC ENGINEERING[J]. 2019, 14(1): 148-156, [18] 江俊慧, 韩晓佳, 张凝, 滕玉坤, 刘洋, 刘明哲, 徐皑冬, 王锴. 基于消息代理的OPC UA发布/订阅模式研究与实现. 高技术通讯[J]. 2018, 28(6): 553-559, http://lib.cqvip.com/Qikan/Article/Detail?id=676473087.
[19] Wang, Kai, Guo, Haifeng, Xu, Aidong, Jameson, Noel Jordan, Pecht, Michael, Yan, Bingjun. Creating Self-Aware Low-Voltage Electromagnetic Coils for Incipient Insulation Degradation Monitoring for Smart Manufacturing. IEEE ACCESS[J]. 2018, 6: 69860-69868, http://ir.sia.cn/handle/173321/23578.
[20] 张晓峰, 刘洋, 韩晓佳, 律德才, 郭海丰, 徐皑冬, 王锴. A Particle Filtering Based Approach for Transformer Winding Degradation Prognostics. 2018 PROGNOSTICS AND SYSTEM HEALTH MANAGEMENT CONFERENCE (PHM-CHONGQING 2018)null. 2018, 697-703, http://ir.sia.cn/handle/173321/23826.
[21] 韩晓佳, 徐皑冬, 王锴, 张凝, 刘洋, 姜晶. 基于噪声分析的调节阀故障检测方法研究. 仪表技术与传感器[J]. 2018, 128-131,136, http://lib.cqvip.com/Qikan/Article/Detail?id=7000942248.
[22] Kong Fanjie, Wang Kai, Qi Shouliang, Guo Haifeng, Xu Aidong, Liu Zhihua, Li Chen. Degradation Monitoring of Low-voltage Electromagnetic Coil Insulation Based on Microscopic Image Analysis. 2018 PROGNOSTICS AND SYSTEM HEALTH MANAGEMENT CONFERENCE (PHM-CHONGQING 2018)null. 2018, 692-696, http://ir.sia.cn/handle/173321/23829.
[23] Hong Seung Ho, 王锴, 徐皑冬, Li Yuting, Jiang Junhui. A time-sensitive networking (tsn) simulation model based on omnet++. Proceedings of 2018 ieee international conference on mechatronics and automation, icma 2018null. 2018, 643-648, http://ir.sia.cn/handle/173321/23589.
[24] 王锴, 张凝, 徐皑冬, 韩晓佳, Seung Ho Hong. 基于粒子滤波算法的锂离子电池剩余寿命预测方法研究. 高技术通讯. 2017, 27(8): 699-707, http://lib.cqvip.com/Qikan/Article/Detail?id=674161725.
[25] Jameson N Jordan, Azarian Michael H, Pecht Michael, 王锴, 徐皑冬. Electromagnetic coil equivalent circuit model sensitivity analysis for impedance-based insulation health monitoring. 2017 Prognostics and System Health Management Conference, PHM-Harbin 2017 - Proceedingsnull. 2017, 1-6, http://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcApp=PARTNER_APP&SrcAuth=LinksAMR&KeyUT=WOS:000426864600066&DestLinkType=FullRecord&DestApp=ALL_WOS&UsrCustomerID=3a85505900f77cc629623c3f2907beab.
[26] Chiu, HanChieh, Hsieh, RenHorn, Wang, Kai, Jang, JerHuan, Yu, ChengRu. The heat transfer characteristics of liquid cooling heat sink with micro pin fins. INTERNATIONAL COMMUNICATIONS IN HEAT AND MASS TRANSFER[J]. 2017, 86: 174-180, http://dx.doi.org/10.1016/j.icheatmasstransfer.2017.05.027.
[27] 王锴, 韩晓佳, 刘洋, 徐皑冬, 郭海丰. 面向智能制造的电磁线圈绝缘退化监测方法. 信息与控制[J]. 2017, 46(4): 469-473, 512, [28] 徐皑冬. A Novel Method of Fault Detection for Solenoid Valves Based on Vibration Signal Measurement. The 2016 IEEE International Conference on SmartData(SmartData2016). 2016, [29] 徐皑冬. A Prognostics and Health Management Method for Instrumentation System Remanufacturing. Proceedings of IEEE Conference on Technologies for Sustainability. 2016, [30] Wang Kai. Impedance-based Health Monitoring of Solenoid Valve Electromagnetic Coil Insulation Under Thermal Deterioration. Joint Conference on Machinery Failure Prevention Technology Conference, MFPT 2016 and ISA's 62nd International Instrumentation Symposium. 2016, [31] 徐皑冬. A Review of Prognostics and Health Management for Electronics. Journal of the Japan Society of Mechanical Engineers. 2015, [32] Kai Wang, Jing Tian, Michael Pecht, Aidong Xu. A Prognostics and Health Management Based Method for Refurbishment Decision Making for Electromechanical Systems. IFAC PapersOnLinenull. 2015, 48(3): 460-465, [33] 刘元锋, 徐皑冬, 刘明哲, 王锴, 刘秦宁. 基于噪声分析的温度传感器故障诊断技术研究. 制造业自动化. 2014, 36(23): 20-22, http://lib.cqvip.com/Qikan/Article/Detail?id=663089095.
[34] Sun, Peiwei, Jiang, Jin, Wang, Kai. DECOUPLING CONTROL OF CANADIAN SUPERCRITICAL WATER-COOLED REACTORS. NUCLEAR TECHNOLOGY[J]. 2014, 185(3): 239-258, http://www.irgrid.ac.cn/handle/1471x/933100.
[35] 王锴, 徐皑冬, 王宏, 刘捷. 冗余系统不完全覆盖问题研究. 工业安全与环保. 2014, 86-89, http://lib.cqvip.com/Qikan/Article/Detail?id=662523031.
[36] 刘捷, 王锴, 徐皑冬, 王宏. 考虑人因差异因素的共因失效分析方法研究. 安全与环境工程. 2014, 21(3): 103-108, http://lib.cqvip.com/Qikan/Article/Detail?id=49777109.
[37] 宋岩, 王天然, 徐皑冬, 杨志家, 王锴. 基于loo2D体系结构的高可用安全仪表. 信息与控制[J]. 2013, 42(4): 521-528, [38] Wang Kai, Xu Aidong, Wang Hong, Liu Jie, Song Yan. A novel method to assess the effect of diversity on Common Cause Failure mitigation. Proceedings of the IEEE International Conference on Industrial Technologynull. 2013, 1204-1209, http://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcApp=PARTNER_APP&SrcAuth=LinksAMR&KeyUT=WOS:000322785200188&DestLinkType=FullRecord&DestApp=ALL_WOS&UsrCustomerID=3a85505900f77cc629623c3f2907beab.
[39] 王锴, 徐皑冬, 王宏. 基于差异化设计技术的安全仪表系统共因失效分析方法研究. 中国安全科学学报[J]. 2013, 23(3): 91-96, http://www.irgrid.ac.cn/handle/1471x/933013.
[40] 周亚, 徐皑冬, 白占元, 王锴, 刘梁兴. 功能安全温度变送器设计和可靠性分析. 自动化仪表. 2013, 34(6): 70-73, http://lib.cqvip.com/Qikan/Article/Detail?id=46208764.
[41] Liu Jie, Wang Kai, Xu Aidong, Wang Hong. The analysis of common cause failure based on impact vector considering human factor diversity. Proceedings of the 2013 IEEE 8th Conference on Industrial Electronics and Applications, ICIEA 2013null. 2013, 1733-1738, http://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcApp=PARTNER_APP&SrcAuth=LinksAMR&KeyUT=WOS:000326679200318&DestLinkType=FullRecord&DestApp=ALL_WOS&UsrCustomerID=3a85505900f77cc629623c3f2907beab.
[42] Aidong Xu, Ya Zhou, Zhanyuan Bai, Kai Wang, Liangliang Liu. Design of Functional Safety Temperature Transmitter and Reliability Analysis. Advanced Materials Researchnull. 2013, 2433: 521-526, http://www.irgrid.ac.cn/handle/1471x/720137.
[43] Wang Kai. Assessment of the Effect of Common Cause Failure and Diversity on Diagnostic Coverage of a Self-checking Pair. Proceedings of the 11th IEEE International Conference on Electronic Measurement and Instruments. 2013, [44] Wang Kai, Xu Aidong, Wang Hong. Verifying diversity defense mechanisms against common cause failures for safety instrumented systems using a stress-strength model. Proceedings - 2012 International Conference on Control Engineering and Communication Technology, ICCECT 2012null. 2012, 362-367, http://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcApp=PARTNER_APP&SrcAuth=LinksAMR&KeyUT=WOS:000316387300088&DestLinkType=FullRecord&DestApp=ALL_WOS&UsrCustomerID=3a85505900f77cc629623c3f2907beab.
[45] Wang Kai, Xu Aidong, Wang Hong, Song Yan, Bai Zhanyuan. Common cause failure analysis of fault tolerance systems with diversity defense mechanism. 2012 IEEE International Conference on Industrial Technology, ICIT 2012, Proceedingsnull. 2012, 778-782, http://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcApp=PARTNER_APP&SrcAuth=LinksAMR&KeyUT=WOS:000309185900130&DestLinkType=FullRecord&DestApp=ALL_WOS&UsrCustomerID=3a85505900f77cc629623c3f2907beab.
[46] Song Yan, Wang Tianran, Xu Aidong, Wang Kai, Yang Zhijia. CAN Based Unified Customizable Diagnostic Measure Research And Realization. Proceedings of the 2012 UKACC International Conference on Control, CONTROL 2012null. 2012, 825-829, http://www.irgrid.ac.cn/handle/1471x/531561.
[47] Song Yan, Wang Tianran, Xu Aidong, Wang Kai, Yang Zhijia. Communication security problem and solution in safety-related system. 2012 International Conference on Systems and Informatics, ICSAI 2012null. 2012, 524-528, http://www.irgrid.ac.cn/handle/1471x/509359.
[48] Wang Kai, Xu Aidong, Wang Hong. Design and quantitative evaluation of a novel FlexRay bus guardian. Proceedings - 2010 IEEE International Conference on Intelligent Computing and Intelligent Systems, ICIS 2010null. 2010, 782-786, http://www.irgrid.ac.cn/handle/1471x/428024.
[49] Wang Kai, Xu Aidong, Wang Hong, IEEE. Avoiding the Babbling Idiot Failure in a Communication System Based on Flexible Time Division Multiple Access: A Bus Guardian Solution. ISIE: 2009 IEEE INTERNATIONAL SYMPOSIUM ON INDUSTRIAL ELECTRONICSnull. 2009, 1281-1286, http://apps.webofknowledge.com/CitedFullRecord.do?product=UA&colName=WOS&SID=5CCFccWmJJRAuMzNPjj&search_mode=CitedFullRecord&isickref=WOS:000276815500232.
[50] 徐皑冬, 王宏, 王锴. 下一代车载网络FlexRay及其应用研究. 计算机工程与应用. 2008, 44(20): 77-79, http://lib.cqvip.com/Qikan/Article/Detail?id=27693991.
[51] 王锴. 基于SAE J1939通信协议的线控节气门控制系统的研制. 计算机工程与设计. 2008, [52] 王锴. 面向线控应用的汽车控制网络研究与开发. 2008, 108页-, http://210.72.131.170//handle/173321/147.
[53] Wang Kai. Enforcing Fail-Silence in the Entire FlexRay Communication Cycle. SAE World Congress. 2007, [54] 王锴, 林跃, 王宏. 基于基金会现场总线高速以太网的软PLC设备的研制. 仪器仪表学报. 2006, 27(2): 118-122, http://lib.cqvip.com/Qikan/Article/Detail?id=21286207.
[55] Wang Kai, Wang Hong. Application of FF FFB in hybrid/batch control. 2005 IEEE INTERNATIONAL CONFERENCE ON CONTROL APPLICATIONS (CCA), VOLS 1AND 2null. 2005, 809-813, http://www.irgrid.ac.cn/handle/1471x/933288.

科研活动

   
科研项目
( 1 ) 基于差异化冗余设计的安全仪表系统定量可靠性评估方法研究, 主持, 国家级, 2011-01--2013-12
( 2 ) 安全仪表技术研究与开发, 参与, 国家级, 2012-01--2014-06
( 3 ) 安全PLC关键技术研究与装置开发及应用, 参与, 国家级, 2013-01--2015-12
( 4 ) 大规模PLC关键技术研发与产品开发及应用, 参与, 国家级, 2013-01--2015-12
( 5 ) 多机械手调度控制及设备与工厂自动化系统联网控制技术开发, 参与, 国家级, 2012-01--2014-12
( 6 ) 自动化仪表和传感器在线诊断技术研究, 主持, 省级, 2015-10--2018-06
( 7 ) 面向智能制造的工业物联网技术研究, 参与, 国家级, 2017-01--2019-12
( 8 ) 机器人制造数字化车间运行管理及装备互联互通互操作标准研究与验证, 参与, 国家级, 2016-07--2018-12
( 9 ) 无人驾驶线控无人车关键技术及系统研发, 参与, 国家级, 2017-01--2021-12
参与会议
(1)A Prognostics and Health Management Method for Instrumentation System Remanufacturing   Kai Wang   2015-07-30
(2)A Prognostics and Health Management Based Method for Refurbishment Decision Making for Electromechanical Systems   Kai Wang   2015-05-11
(3)A Novel Method to Assess the Effect of Diversity on Common Cause Failure Mitigation   Kai Wang   2013-02-25
(4)Verifying Diversity Defense Mechanisms Against Common Cause Failures for Safety Instrumented Systems Using a Stress-strength Model   Kai Wang   2012-12-07
(5)Common Cause Failure Analysis of Fault Tolerance Systems with Diversity Defense Mechanism   Kai Wang   2012-03-19

指导学生

现指导学生

郭海丰  博士研究生  081102-检测技术与自动化装置