个人简介
Ying Yan received a Ph.D. degree from the University of Connecticut, Storrs, U.S., in 2018. His supervisor is Peter B. Luh who is an IEEE Life Fellow and is well-known as an expert in smart grids and smart building. His associate supervisors are Krishna R. Pattipati and Shalabh Gupta. Krishna R. Pattipati is an IEEE Life Fellow and is well-known as an expert in fault prognostics and diagnostics and optimization. Shalabh Gupta is also an expert in fault diagnosis of cyber physical systems and information fusion. He is currently with the faculty of the School of Automation, Nanjing University of Information Science & Technology. His research interests include fault detection, diagnosis and prognosis of cyber physical systems, optimization, machine learning, production planning and scheduling and EEG.
Patents
1. 严颖，蔡骏，张菀，李涛，一种基于隐马尔可夫模型和离散P控制图的冷却盘管故障诊断方法，CN113029533A，2021年6月。已授权。
2. 严颖，蔡骏，张菀，李涛，一种基于DHMM和CPDSPC的空调机组故障诊断方法，CN113188818A, 2021年7月。已授权。
3. 严颖，蔡骏，李海波，张菀，陈亮，一种基于玻尔兹曼机投票的空调机组传感器故障诊断方法，CN114004374A，2022年2月。已公开。
4. 严颖; 蔡骏; 姚立; 陈亮; 赵兴强; 李涛; 吴奇，一种适用于不同类型故障特征的基于新型投票策略的故障诊断方法，CN115031357A，2022年5月。已公开。
5. 严颖，蔡骏，张菀，李涛，一种基于HSMM的空调机组设备的故障预测方法，CN113158546A，2021年7月。已公开。
6. 严颖; 蔡骏; 李海波; 李涛; 张菀，一种基于新型投票网络的空调机组传感器故障诊断方法，CN114484732A，2022年5月。已公开。
7. 严颖; 蔡骏; 吴奇; 赵兴强; 陈亮; 姚立，一种基于有监督投票机制的空调机组故障诊断方法，CN202210912736.0，2022年7月。已公开。
8. 蔡骏， 张仪， 张菀， 赵兴强，严颖，一种具有母线谐波吸收功能的动力电池集成充电功率变换器及控制方法，202011008649X，CN 112152490 B，2021.07.27。已授权。
9. 蔡骏，张菀，赵兴强，严颖，贾红云。一种高低压直流双输出集成型三相PWM整流变换器及控制方法，2020110086470，CN 112152489 B，2021.8.3， 已授权。
10. 杨丹丹; 陈亮; 蔡骏; 严颖; 章小刚，一种区域综合能源系统的网源联合优化方法，CN115204494A，2022年10月。已公开。
11. 蔡骏; 蔡宇欣; 李滨; 严颖; 陈亮，一种电动汽车V2G储能源充放电器电路及直接功率控制方法，CN115065080A，2022年9月。已公开。
12. 蔡骏; 汤云; 严颖; 陈亮，一种开关磁阻电机转矩的多维泰勒网估计器，CN115051613A，2022年9月。已公开。
13. 蔡骏; 李滨; 蔡宇欣; 严颖; 陈亮，一种母线电压不控的电动汽车V2G双向直接功率控制方法，CN115021296A，2022年9月。已公开。
14. 蔡骏; 董逸茹; 束寅志; 严颖; 赵兴强，一种三相开关磁阻电机集成型升压功率变换器及控制方法，CN112615539B，2021年11月。已公开。
Professional Affiliations and Services
Review for Journals
IEEE Transactions on Industrial Informatics
IEEE Transactions on Automation Science and Engineering
IEEE Transactions on Instrumentation and Measurement
IEEE Transactions on Control Systems Technology
Energy and Buildings
Building and Environment
Mechanical Systems and Signal Processing
Journal of Building Engineering
Building Simulation
International Journal of Production Research
Reliability Engineering & System Safety
Asian Journal of Control
International Journal of Control, Automation and Systems
IEEE Robotics and Automation Letters
Academic Employment
1. August 2013 - May 2017: Research Assistant, University of Connecticut，National Science Foundation project entitled: “CyberSEES: Fault Detection, Diagnosis, and Prognosis of HVAC Systems.”
2. August 2011 - August 2013: Research Assistant, University of Connecticut, National Science Foundation project entitled: “CPS: Synergy: Energy Smart Buildings.”
3. February 2009 - April 2010: Research Assistant, Southeast University, National Science Foundation of China project entitled: “Real-Time Supervisory Control of Networked One-of-a-Kind Production Based on the RFID/EPC Technology.”
研究领域
Fault Detection, Diagnosis, and Prognosis for Cyber Physical Systems
Machine learning and Pattern Recognition
EEG
Deep Learning
Optimization
Production Planning, Scheduling, and Control
近期论文
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Peer-reviewed Journal Articles
1. Y. Yan (严颖), J. Cai, Y. Tang and L. Chen, “Fault Diagnosis of HVAC AHUs based on a BP-MTN Classifier,” Building and Environment, https://doi.org/10.1016/j.buildenv.2022.109779, 2022, 109779 (IF = 7.093, 一区top).
2. Y. Yan (严颖), J. Cai, Y. Tang and Y. Yu, “A Decentralized Boltzmann-machine-based Fault Diagnosis Method for Sensors of Air Handling Units in HVACs,” Journal of Building Engineering, https://doi.org/10.1016/j.jobe.2022.104130, Vol. 50, 104130 (IF = 7.144, 二区).
3. Y. Yan (严颖), J. Cai, T. Li, W. Zhang, L. Sun, “Fault Prognosis of HVAC Air Handling Unit and Its Components Using Hidden-semi Markov Model and Statistical Process Control,” Energy and Buildings, https://doi.org/10.1016/j.enbuild.2021.110875, 2021 (IF = 7.201, 一区top).
4. Y. Yan (严颖), P. B. Luh and K. R. Pattipati, “Fault Prognosis of Key Components in HVAC Air-Handling Systems at Component and System Levels,” IEEE Transactions on Automation Science and Engineering, Vol. 17, No. 4, 2020, pp. 2145-2153 (IF = 6.636, 二区，控制领域顶刊).
5. Y. Yan (严颖), P. B. Luh and K. R. Pattipati, “Fault diagnosis of HVAC air handling systems considering fault propagation impacts among components,” IEEE Transactions on Automation Science and Engineering, Vol. 14, No. 2, 2017, pp. 705-717 (IF = 6.636, 二区,控制领域顶刊).
6. Y. Yan (严颖), and Z. Wang, “A two-layer dynamic scheduling method for minimizing the earliness and tardiness of a reentrant production line,” International Journal of Production Research, Vol. 50, No. 2, pp. 499-515, 2012, (IF = 4.577, 二区,工业工程领域权威期刊).
7. Y. Yan (严颖), P. B. Luh and K. R. Pattipati, “Fault Diagnosis of Components and Sensors in HVAC Air Handling Systems with New Types of Faults,” IEEE Access, Vol. 6, 2018, pp.21682–21696 (IF = 3.476).
8. J. Cai, X. Zhang, X. Peng, Y. Yan (严颖), Z. Q. Deng, “A Hybrid Sensorless Starting Strategy for SRM with Fault-tolerant Capability,” DOI: 10.1109/TTE.2022.3212442, IEEE Transactions on Transportation Electrification, Vol. 99, 2022, pp.21682–21696 (IF = 6.519, 一区).
9. J. Cai, Y. Yan (严颖), W. Zhang, and X. Zhao, “A Reliable Sensorless Starting Scheme for SRM With Lowered Pulse Injection Current Influences,” IEEE Transactions on Instrumentation and Measurement, Vol. 70, 2020, pp. 1-9. (IF = 5.332, 二区).
10. B. Wang, Z. L. Cao, Y. Yan (严颖), W. P. Liu and Z. Wang, “Fundamental technology for RFID-based supervisory control of shop floor production system,” International Journal Advance Manufacturing Technology, Vol. 57, pp. 1123-1141, 2011. (IF = 3.536, 三区).
11. 严颖；蔡骏；张菀；孙亮亮，基于动态HMM和离散SPC的空调机组的故障诊断，控制工程，2020，DOI： 10.14107/j.cnki.kzgc.20200349。
Peer-reviewed Conference Papers
1. Y. Yan (严颖), P. B. Luh, B. Sun, “Fault detection of cooling coils based on unscented Kalman filters and statistical process control,” in Proceedings of 2013 IEEE Conference on Automation Science and Engineering, Madison, Wisconsin, August 2013.
2. Y. Yan (严颖), P. B. Luh, K.R. Pattipati, “Fault Diagnosis Framework for Air Handling Units based on the Integration of Dependency Matrices and PCA,” in Proceedings of 2014 IEEE Conference on Automation Science and Engineering, Taipei, Taiwan, August 2014.
3. Y. Yan (严颖), P. B. Luh, and K. R. Pattipati, “A Fault Diagnosis Method for HVAC Air Handling Units Considering Fault Propagation,” in Proceedings of the 2015 IEEE Conference on Automation Science and Engineering, Gothenburg, Sweden, August 2015, pp. 961-966. Finalist for the Best Student Paper (最佳学生会议论文提名).
4. Y. Yan (严颖), P. B. Luh, and K. R. Pattipati, “Chiller plant fault diagnosis considering fault propagation,” in Proceedings of the Complex Systems Engineering (ICCSE) 2015, Storrs, Connecticut, November 2015.
5. Y. Yan (严颖), P. B. Luh, and K. R. Pattipati, “Fault Diagnosis of HVAC: Air Handling Units and Variables Air Volume Boxes,” in Proceedings of the 2016 IEEE Conference on Automation Science and Engineering, Fort Worth, Texas, USA, August 2016.
6. Y. Yan (严颖), P. B. Luh and K. R. Pattipati, “Fault diagnosis of HVAC: Air delivery and terminal systems,” in Proceedings of the 2017 IEEE Conference on Automation Science and Engineering, Xi’an, China, August 2017.
Conference Presentations
1. Y. Yan (严颖), P. B. Luh, B. Sun. (2013). Fault detection of cooling coils based on unscented Kalman filters and statistical process control. Talk presented at the IEEE International Conference on Automation Science and Engineering, Madison, Wisconsin.
2. Y. Yan (严颖), P. B. Luh, and K. R. Pattipati. (2015). A Fault Diagnosis Method for HVAC Air Handling Units Considering Fault Propagation. Talk presented at the IEEE International Conference on Automation Science and Engineering, Gothenburg, Sweden.
3. Y. Yan (严颖), P. B. Luh, and K. R. Pattipati. (2015). Chiller plant fault diagnosis considering fault propagation. Talk presented at the International Conference on Complex Systems Engineering, Storrs, Connecticut.
4. Y. Yan (严颖), P. B. Luh, and K. R. Pattipati. (2016). Fault Diagnosis of HVAC: Air Handling Units and Variables Air Volume Boxes. Talk presented at the IEEE Conference on Automation Science and Engineering, Fort Worth, Texas, USA.
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