Detecting Nonlinear Oscillations in Process Control Loop Based on an Improved VMD
Qiming Chen, Xun Lang, Lei Xie, Hongye Su. IEEE Access. (2019).
CV
Education（教育经历）
Ph.D in Institute of Cyber-Systems and Control, State Key Laboratory of Industrial Control Technology, Zhejiang University
浙江大学控制科学与工程学院工业控制技术国家重点实验室博士
Supervisor: Prof. Xie Lei
导师：谢磊教授
Work experience（工作经历）
- 2020 - 2022: Algorithm Engineer (Part-time/Intern)（算法工程师实习生）
Zhejiang CYBSTAR Technology Co., Ltd
Duties included: Intelligent controller tuning , fault detection and diagnosis
工作职责：控制器智能整定，故障检测与诊断
- 2022 - : Senior Algorithm Engineer （高级算法工程师）
DAMO Academy, Alibaba Group
Duties included: Research and application of time series analysis algorithm
工作职责：时间序列分析算法研究与应用
Research Interests（研究方向）
- Time series analysis（时间序列分析）
- AIOps/Anomaly detection（智能运维/异常检测）
- Electric load Forecasting（电力负荷预测）
- Causality analysis（因果分析）
- Signal processing（信号处理）
- Signal decomposition（信号分解）
- Time-frequency analysis（时频分析）
- Multivariate signal decomposition（多元信号分解）
- Control performance assessment（控制系统性能评估）
- Oscillation detection and diagnosis（振荡检测与诊断）
- Fault root cause location（异常源头定位）
- Intelligent control（智能控制）
- Intelligent controller tuning（智能控制器整定）
- Control system identification（控制系统辨识）
- System simulation and modeling（系统仿真与建模）
Programing language（编程语言）
- Python
- Matlab
- C
Publications（论文成果）
Detecting oscillations via adaptive chirp mode decomposition
Qiming Chen, Xun Lang, Lei Xie, Hongye Su. CAA Symposium on Fault Detection, Supervision and Safety for Technical Processes (SAFEPROCESS). (2019).
Detection and diagnosis of oscillations in process control by fast adaptive chirp mode decomposition
Qiming Chen, Junghui Chen, Xun Lang, Lei Xie, Shan Lu, Hongye Su. Control Engineering Practice. (2020).
Diagnosis of nonlinearity-induced oscillations in process control loops based on adaptive chirp mode decomposition
Qiming Chen, Junghui Chen, Xun Lang, Lei Xie, Chenglong Jiang, Hongye Su. American Control Conference (ACC). (2020).
Multivariate nonlinear chirp mode decomposition
Qiming Chen, Lei Xie, Hongye Su. Signal Processing. (2020).
MNCMD-based causality analysis of plant-wide oscillations for industrial process control system
Qiming Chen, Xiaozhou Xu, Yao Shi, Xun Lang, Lei Xie, Hongye Su. Chinese Automation Congress (CAC). (2020).
Extracting fetal heart rate from abdominal ECGs based on fast multivariate empirical mode decomposition
Jiayue Zhang, Xiaozhou Xu, Qiming Chen, Lei Xie, Hongye Su. International Conference on Control, Automation, Robotics and Vision. (2020).
Batch-normalization-based soft filter pruning for deep convolutional neural networks
Xiaozhou Xu, Qiming Chen, Lei Xie, Hongye Su. International Conference on Control, Automation, Robotics and Vision. (2020).
Causality analysis in process control based on denoising and periodicity-removing CCM
Qiming Chen, Xinyi Fei, Lie Xie, Dongliu Li, Qibing Wang. Journal of Intelligent Manufacturing and Special Equipment. (2020).
Detection and root cause analysis of multiple plant-wide oscillations using multivariate nonlinear chirp mode decomposition and multivariate granger causality
Qiming Chen, Xun Lang, Shan Lu, Naveed ur Rehman, Lei Xie, Hongye Su. Computers & Chemical Engineering. (2021).
Multivariate intrinsic chirp mode decomposition
Qiming Chen, Xun Lang, Lei Xie, Hongye Su. Signal Processing. (2021).
Median Complementary Ensemble Empirical Mode Decomposition and its application to time-frequency analysis of industrial oscillations
Songhua Liu, Bingbing He, Qiming Chen, Xun Lang, Yufeng Zhang. Chinese Control Conference (CCC). (2021).
Adaptive clutter filtering for ultrafast Doppler imaging of blood flow using fast multivariate empirical mode decomposition
Xun Lang, Bingbing He, Yufeng Zhang, Qiming Chen, Lei Xie. IEEE International Ultrasonics Symposium (IUS). (2021).
Self-tuning variational mode decomposition
Qiming Chen, Junghui Chen, Xun Lang, Lei Xie, Naveed ur Rehman, Hongye Su. Journal of the Franklin Institute. (2021).
Two-layer structure strategy for large-scale systems integrating online adaptive constraints adjustment method and cooperative distributed DMC algorithm
Yao Shi, Zhiming Zhang, Pei Sun, Lei Xie, Qiming Chen, Hongye Su, Xiaoqiang Chen. Control Engineering Practice. (2021).
Detecting multiple plant-wide oscillations in process control systems based on multivariate intrinsic chirp component decomposition
Qiming Chen, Xun Lang, Yi Pan, Yao Shi, Lei Xie, Hongye Su. SAFEPROCESS. (2021).
SVD-Based Robust Distributed MPC for Tracking Systems Coupled in Dynamics With Global Constraints
Yao Shi, Zhiming Zhang, Xiaorong Hu, Pei Sun, Lei Xie, Qiming Chen, Hongye Su. IEEE Transactions on Cybernetics. (2022).
Quality-Relevant Process Monitoring with Concurrent Locality-Preserving Dynamic Latent Variable Method
Qi Zhang, Shan Lu, Lei Xie, Qiming Chen, Hongye Su. ACS omega. (2022).
Multivariate time-varying complex signal processing framework and its application in rotating machinery rotor-bearing system
Jie Huang, Xiaolong Cui, Chaoshun Li, Zhihuai Xiao, Qiming Chen. Measurement Science and Technology. (2022).
Controlling Pressure of Gas Pipeline Network Based on Mixed Proximal Policy Optimization
Haiying Chang, Qiming Chen, Runze Lin, Yao Shi, Lei Xie, Hongye Su. Chinese Automation Congress (CAC). (2022).
On demodulation of time-varying oscillations in process plant
Xun Lang, Qiming Chen, Shan Lu, Alexander Horch, Yufeng Zhang. Journal of Process Control. (2022).
中值互补集合经验模态分解
刘淞华， 何冰冰， 郎恂， 陈启明， 张榆锋， 苏宏业. 自动化学报 ACTA AUTOMATICA SINICA. (2021).
一元及多元信号分解发展历程与展望
陈启明， 文青松， 郎恂， 谢磊， 苏宏业. 自动化学报 ACTA AUTOMATICA SINICA. (2023).
A Hybrid Deep Neural Network for Nonlinear Causality Analysis in Complex Industrial Control System
Tian Feng, Qiming Chen*, Yao Shi, Xun Lang, Lei Xie*, Hongye Su. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). (2023).
A Modified Multivariate Variational Mode Decomposition for Multi-channel Signal Processing
Jiayi Wang, Qiming Chen, Xun Lang, Songhua Liu, Yanjiang Liu, Hongsheng Su. International Conference on Communication, Image and Signal Processing (CCISP). (2023).
Energy forecasting with robust, flexible, and explainable machine learning algorithms
Zhaoyang Zhu, Weiqi Chen, Rui Xia, Tian Zhou, Peisong Niu, Bingqing Peng, Wenwei Wang, Hengbo Liu, Ziqing Ma, Xinyue Gu, Jin Wang, Qiming Chen, Linxiao Yang, Qingsong Wen, Liang Sun. AI Magazine. (2023).
Data-driven identification and fast model predictive control of the ORC waste heat recovery system by using Koopman operator
Yao Shi, Xiaorong Hu, Zhiming Zhang, Qiming Chen, Lei Xie, Hongye Su. Control Engineering Practice. (2023).
Detection and time–frequency analysis of multiple plant-wide oscillations using adaptive multivariate intrinsic chirp component decomposition
Qiming Chen, Qingsong Wen, Xialai Wu, Xun Lang, Yao Shi, Lei Xie, Hongye Su. Control Engineering Practice. (2023).
Adaptive multi-scale TF-net for high-resolution time–frequency representations
Tao Chen, Qiming Chen*, Qian Zheng, Zhishan Li, Ziyi Zhang, Lei Xie*, Hongye Su. Control Engineering Practice. (2024).
Federated Domain Separation for Distributed Forecasting of Non-IID Household Loads
Nan Lu, Shu Liu, Qingsong Wen, Qiming Chen, Liang Sun, Yi Wang. IEEE Transactions on Smart Grid. (2024).
Detection of Oscillations in Process Control Loops from Visual Image Space Using Deep Convolutional Networks
Tao Wang, Qiming Chen, Xun Lang, Lei Xie, Peng Li, Hongye Su. IEEE/CAA Journal of Automatica Sinica. (2024).
Major awards（主要奖励）
- 2022.06 浙江省优秀毕业生, Zhejiang Province Outstanding Ph.D. Graduate Student
- 2022.06 浙江大学优秀毕业生, Zhejiang University Outstanding Ph.D. Graduate Student
- 2021.10 博士生国家奖学金, National Scholarship
- 2020.12 博士生国家奖学金, National Scholarship
- 2016.11 本科生国家奖学金, National Scholarship
Service and leadership（其他）
- Reviewers of multiple journals and conferences