基本介紹
人物經歷,研究方向,主要貢獻,科研成果,期刊論文,書籍著作,
人物經歷
1999年畢業於北京航空航天大學飛行器設計與套用力學系，
師從韓國機械工程學會副主席及振動與噪聲學會主席Bo-suk Yang教授。同年進入香港城市大學“故障預測與系統健康管理中心”從事博士後科研工作，合作導師為美國馬里蘭大學CALCE中心主任、IEEE/ASME Fellow, Michael G. Pecht教授。
2010年8月進入中國航空綜合技術研究所協助開展“某型戰機預測與健康管理（PHM）總體架構”國防973重點課題和總裝電子信息部“十二五”預研項目方案規劃及相關標準規範編制等工作。2
過去5年累計發表論文27篇，其中SCI核心收錄9篇（包括第一作者7篇，第二作者2篇），EI核心收錄13篇（包括第一作者10篇，第二作者2篇，第三作者1篇），作為合作者參與編寫英文論著一部。並曾擔任多個國際學術會議執行委員、分會主席、特邀主講等。
Dr. Gang Niu is an associate professor at Tongji University in China. He graduated from Beihang University, and received his Ph.D. in mechatronics engineering and his M.S. in intelligent mechanical engineering at Pukyong National University in South Korea. His major research interests are in the fields of information fusion for PHM/CBM and intelligent algorithms, etc. He has written over 27 papers mainly found in international journals like Mechanical Systems and Signal Processing, Expert Systems with Applications, Structural Health Monitoring, Microelectronics Reliability, Mechanical Science and Technology, and various IEEE conferences, etc. Before joined Tongji University, he formerly worked as a research fellow scientist at the Centre for Prognostics and System Health Management at the City University of Hong Kong, and China Aero-polytechnology Establishment (CAPE). He is now addressing on the researches of PHM/CBM application for Aerospace and High-speed Railway.
學術任職/Academic Actions
● 機械與製造科學處國家自然科學基金委員會項目評審專家
● 香港城市大學PHM研究中心名譽技術顧問
● 國際期刊審稿人, 主要承擔期刊包括:
《Mechanical System and Signal Processing》，《Expert System with Applications》，《Journal of Sound and Vibration》，《Nondestructive Testing & Evaluation International》，《Neurocomputing》，《Journal of Mechanical Science and Technology》.
研究方向
現主要從事飛機、軌道交通裝備的系統狀態監測、信號處理、綜合診斷、智慧型維護、多源信息融合、測試性設計與綜合系統健康管理方面的研究工作。
主要貢獻
科研成果
（1）“集成先進技術的旋轉機械故障診斷通用平台的設計與開發”，2005年度中韓合作項目NSFC/KOSEF，韓方主要完成人，2005.04-2007.05;
（2）“感應電機故障診斷中的多類信號分析與性能比較”，合作方：韓國電力科學研究院（KERI），項目負責人，2006.03-2007.10；
（3）“基於無線智慧型感測器的複雜關鍵設備線上監測、故障診斷與性能退化預測集成系統開發”，合作方：韓國科學與工程基金會（KOSEF）、韓國標準化科學院、CMR株式會社、KENT株式會社，主要完成人，2007.01-2010.01；
（4）“AE聲發射技術和LS-SVR算法在核電站管道裂紋生成預測方面的研究”，合作方：Rectuson核能株式會社，前期項目負責人，2008.06-2009.06；
（5）“鋼板冷軋機線上監測與先進信號處理系統開發”，合作方：韓國浦項制鐵集團（POSCO）STS研發中心，前期項目負責人，2008.06-2009.06；
（6）“基於馬氏距離和韋伯決策標尺的電子系統健康監測技術”，合作方：美國馬里蘭大學CALCE中心、美國通用汽車（GM）研發中心，項目負責人，2009.08-2009.12。
（7）“預測與健康管理（PHM）技術研究與套用工作方案”，總裝十二五預研項目，項目編號：HK30120101ZL06,項目負責人，2010.01-2010.12。
（8）“城市軌道交通綜合試驗和測試平台”，科技部支撐項目，“可靠性安全與健康管理”子平台建設，負責人，2009.8-2012.8。
此外，過去一年參與申請立項的科研項目還包括：
（9）“航空電子系統的故障預測與健康管理技術合作研究”，科技部國際交流與合作重大專項，項目編號：2011-K2002, 2010.01-2012.12。
（10）“基於裝備綜合診斷和故障預測的測試性技術研究”，國防科工局質量與可靠性技術基礎計畫項目（科工技[2010]1425號），2011.01-2014.12。
（11）“先進戰機PHM系統構型與設計最佳化”，國防973項目“先進戰機故障預測與健康管理基礎問題研究”子課題， 2011.01-2014.12。
論文被收錄和引用情況/Publications and Citation Rates
期刊論文
1. Gang Niu, Satnam Singh, Steven W. Holland, Michael Pecht, Health monitoring of electronic products based on Mahalanobis distance and Weibull decision metrics, Microelectronics Reliability 51 (2011) 279-284.(SCI, IF=1.117, cited by 1)；
2. Gang Niu, Bo-Suk Yang, Intelligent condition monitoring and prognostics system based on data fusion strategy Expert Systems With Applications 37(12) (2010). (SCI, IF=2.908, cited by 4)；
3. Gang Niu, Bo-Suk Yang, Michael Pecht, Development of an optimized Condition-Based Maintenance system by data fusion and Reliability-Centered Maintenance, Reliability Engineering and System Safety 95(7) (2010) 786-796.(SCI, IF=1.908, cited by 4)；
4. Gang Niu, Bo-Suk Yang, Dempster-Shafer regression for multi-step ahead time-series prediction towards data-driven machinery prognosis, Mechanical Systems and Signal Processing 23(3) (2009) 740-751.(SCI, IF=1.984, cited by 13)；
5. Gang Niu, Achmad Widodo, Jong-Duk Son, Bo-Suk Yang, Don-Ha Hwang, Dong-Sik Kang, Decision-level fusion based on wavelet decomposition for induction motor fault diagnosis using transient current signal, Expert Systems with Applications 35(3) (2008) 918-928.(SCI, IF=2.908, cited by 8)；
6. Gang Niu, Tian Han, Bo-Suk Yang, Andy Chit Chiow Tan, Multi-agent decision fusion for motor fault diagnosis, Mechanical Systems and Signal Processing 21(3) (2007) 1285-1299. (SCI, IF=2.075, cited by 25)；
7. Gang Niu, Jong-Duk Son, Achmad Widodo, Bo-Suk Yang, Don-Ha Hwang, Dong-Sik Kang, A comparison of classifier performance for fault diagnosis of induction motor using multi-type signals, Structural Health Monitoring 6(3) (2007) 215-229. (ISI/JCR, IF=2.115, cited by 9)；
8. Gang Niu, Sun-Soon Lee, Bo-Suk Yang, Soo-Jong Lee, Decision fusion system for fault diagnosis of elevator traction machine, Journal of Mechanical Science and Technology 22(1) (2008) 85-95.(SCIE, cited by 4)；
9. Gang Niu, Daniel Lau, Michael Pecht, Prognostics and health management for next generation LED lighting systems, International Journal of Condition Monitoring and Diagnostic Engineering Management, (Accepted) (EI)；
10.Gang Niu, Daniel Lau, Michael Pecht, Computer manufacturing management integrating lean six sigma and prognostic health management, International Journal of Performability Engineering 6(4) (2010) 351-360. (EI)；
11. W. Caesarendra, Gang Niu, Bo-Suk Yang, Machine condition prognosis based on sequential Monte Carlo method, Expert Systems with Applications, 37 (2010) 2412-2420. (SCI, IF=2.908, ctied by 3)；
12. Jong-Duk Son, Gang Niu, Bo-Suk Yang, Don Ha Hwang, Dong Sik Kang, Development of smart sensors system for machine fault diagnosis, Expert Systems with Applications 36(9) (2009) 11981-11991.(SCI, IF=2.908, cited by 7)。
國際會議/Conference Papers
1. Gang Niu, Remain useful life prediction for compressor using MQE index and Particle Filter model, IEEE Prognostics & System Health Management Conference (PHM-2011 Shenzhen), May 23-25, 2011.
2. Gang Niu, Satnam Singh, Steven W. Holland, Michael Pecht, Anomaly detection of notebook computer based on Weibull decision metrics, IEEE Prognostics & System Health Management Conference (PHM-2010 Macau), January 12-14, 2010.
3. Gang Niu, Davinder Anand, Michael Pecht, Prognostics and health management for energetic material systems, IEEE Prognostics & System Health Management Conference (PHM-2010 Macau), January 12-14, 2010.
4. Shunong Zhang, Rui Kang, Gang Niu, Michael Pecht, Status of Research and Implementing on PHM in China, IEEE Prognostics & System Health Management Conference (PHM-2010 Macau), January 12-14, 2010.
5. Gang Niu, D. Lau, M. Pecht, Improving computer manufacturing management through lean six sigma and PHM, IEEE Prognostics & System Health Management Conference (PHM-2010 Macau), January 12-14, 2010.
6. Gang Niu, Daniel Lau, Michael Pecht, Lifetime assessment on LED lighting based on prognostics, IEEE Electrical Design of Advanced Packaging & Systems Symposium, Hong Kong, December 2-4, 2009.
7. Gang Niu, Ming Lu, Daniel Lau, Michael Pecht, Prognostics-based qualification for LED lighting systems, the 4th International Microsystems, Packaging ,Assembly and Circuits Technology Conference (IMPACT 2009), Taipei, October 21-23, 2009.
8. Gang Niu, M. Pecht, A framework for cost-effective and accurate maintenance combining CBM RCM and Data Fusion, The 8th International Conference on Reliability, Maintainability and Safety (ICRMS’2009), Chengdu, China, July 20-24, 2009.
9. Gang Niu, Bo-Suk Yang, Integrated Data Fusion System for Machinery Condition Monitoring and Prognosis, the Third World Congress on Engineering Asset Management and the Fourth International Conference on Condition Monitoring (WCEAM), Beijing, China, Oct. 2008.
10. Gang Niu, Bo-Suk Yang, Accurate Condition Monitoring using Data Fusion and Automatic Alarm Setting Technique, 15 International Congress on Sound and Vibration (ICSV15), Daejeon, South Korea, Aug. 2008.
11. Gang Niu, Bo-Suk YANG, Development of Accurate Condition Monitoring Technique, in Proceedings of International Symposium on Advanced Mechanical and Power Engineering (ISAMPE), Busan, South Korea, Dec. 2008.
12. Gang Niu, Achxmad Widodo, Jong-Duk Son, Bo-Suk Yang, Don-Ha Hwang, Dong-Sik Kang, Fusion of Multi-level Wavelet Decomposition for Induction Motor Fault Diagnosis using Transient Current Signal, the Second World Congress on Engineering Asset Management and the Fourth International Conference on Condition Monitoring(WCEAM-CM), pp. 1535-1544, Harrogate, UK, 2007.
13. Gang Niu, Bo-Suk Yang, Dempster-Shafer Regression for Time-series Monitoring and Prediction, the Korean Society of Mechanical Engineers (KSME), South Korea, 2007.
14. Gang Niu, Jong-Duk Son, Bo-Suk Yang, Performance Evaluation of Multi-sensors Signals and Classifiers for Faults Diagnosis of Induction Motor, the Korean Society for Noise and Vibration Engineering (KSNVE), South Korea, 2006.
15. Gang Niu, Tian Han, Bo-Suk Yang, Soo-Jong Lee, Fault Diagnosis of Rotating Machinery Based on Multi-agent Decision Fusion, in Proceedings of the 11 Asia-Pacific Vibration Conference (APVC), Langkawi, Malaysia, 2005.
書籍著作
1. Bo-Suk Yang, “Intelligent Machine Fault Diagnosis and Prognosis”, Nova Science Publishers, 2011. (編寫第六章，Chapter 6 - Decision Fusion Algorithms)
