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谢磊,教授,博士生导师,研究院副院长

作者: 智能科学与工程研究院   信息来源:    发布时间: 2025-04-02


谢磊,教授,博士生导师,研究院副院长;

浙江大学智能系统与控制研究所教授。2004年4月至2005年3月赴德国柏林工业大学过程和设备研究所参加Sandwich合作研究项目,2005年3月获浙江大学工学博士学位。2005年4月至2008年6月在浙江大学先进控制研究所从事博士后研究工作。2008年9月至2009年3月赴荷兰Eindhoven技术大学交流合作。2016-1017任国际期刊Control Engineering Practice编委(AE)。现任国际标准化组织ISO TC184/SC5专家组成员。

主要研究方向:先进控制与性能评估;数据驱动故障检测与诊断;数据挖掘与过程知识发现。近年来负责国家自然科学基金面上项目2项,863项目子课题2项,浙江省自然科学杰出青年基金项目,工信部标准化项目1项。

论文著作:

(1). Zhang Z, Rossiter JA, Xie L, Su H. Predictive functional control for integrator systems. Journal of the Franklin Institute. 2020;357(7):4171-86.

(2). Ying A, Zeng J, Kruger U, Luo S, Xie L. Hierarchical density decompositions for abnormal event diagnosis in serially correlated non-Gaussian systems. Control Engineering Practice. 2020;96:104295.

(3). Wu X, Chen J, Xie L, Chan LLT, Chen C-I. Development of convolutional neural network based Gaussian process regression to construct a novel probabilistic virtual metrology in multi-stage semiconductor processes. Control Engineering Practice. 2020;96:104262.

(4). Chen Q, Chen J, Lang X, Xie L, Lu S, Su H. Detection and diagnosis of oscillations in process control by fast adaptive chirp mode decomposition. Control Engineering Practice. 2020;97:104307.

(5). Wu X, Chen J, Xie L. Fast economic nonlinear model predictive control strategy of Organic Rankine Cycle for waste heat recovery: Simulation-based studies. Energy. 2019;180:520-34.

(6). Wang K, Chen J, Xie L, Su H. Decision making scheme of integration design and control under uncertainty for enhancing the economic performance of chemical processes with multiplicity behaviors. Chemical Engineering Research and Design. 2019;150:327-40.

(7). Lu S, Xie L, Zhu L, Su H. Integrated scheduling of a hybrid manufacturing and recovering system in a multi-product multi-stage environment with carbon emission. Journal of Cleaner Production. 2019;222:695-709.

(8). Lu P-C, Chen J, Xie L. Disturbance-Based Alternate Feedback Control Scheme To Enhance Economic Performance of Batch Processes. Ind Eng Chem Res. 2019;58(10):4143-53.

(9). Liu Y, Zeng JS, Xie L, Luo SH, Su HY. Structured Joint Sparse Principal Component Analysis for Fault Detection and Isolation. Ieee Transactions on Industrial Informatics. 2019;15(5):2721-31.

(10). Liu Y, Zeng J, Xie L, Lang X, Luo S, Su H. An improved mixture robust probabilistic linear discriminant analyzer for fault classification. ISA Trans. 2019.

(11). Liu Y, Zeng J, Xie L, Kruger U, Luo S, Su H. Structured sequential Gaussian graphical models for monitoring time-varying process. Control Engineering Practice. 2019;91:104099.

(12). Chen Q, Lang X, Xie L, Su H. Detecting Nonlinear Oscillations in Process Control Loop Based on an Improved VMD. IEEE Access. 2019;7:91446-62.

(13). Xie L, Xie L, Su H, Wang J. Polyhedral feasible set computation of MPC-based optimal control problems. IEEE/CAA Journal of Automatica Sinica. 2018;5(4):765-70.

(14). Xie L, Su H, Lu S, Xie L. Linear Mismatched Model Based Offset-Free MPC for Nonlinear Constrained Systems With Both Stochastic and Deterministic Disturbances and Its Application to CSTR. IEEE Access. 2018;6:69172-84.

(15). Wu X, Chen J, Xie L. Integrated operation design and control of Organic Rankine Cycle systems with disturbances. Energy. 2018;163:115-29.

(16). Lu P-C, Chen J, Xie L. Iterative Learning Control (ILC)-Based Economic Optimization for Batch Processes Using Helpful Disturbance Information. Ind Eng Chem Res. 2018;57(10):3717-31.

(17). Liu Z, Xie L, Bemporad A, Lu S. Fast Linear Parameter Varying Model Predictive Control of Buck DC-DC Converters Based on FPGA. IEEE Access. 2018;6:52434-46.

(18). Lang X, Zheng Q, Zhang Z, Lu S, Xie L, Horch A, et al. Fast Multivariate Empirical Mode Decomposition. IEEE Access. 2018;6:65521-38.

(19). Lang X, Zhang Z, Xie L, Horch A, Su H. Time-Frequency Analysis of Plant-Wide Oscillations Using Multivariate Intrinsic Time-Scale Decomposition. Ind Eng Chem Res. 2018;57(3):954-66.

(20). Lang X, Lu S, Xie L, Zakharov A, Zhong D, Jämsä-Jounela S-L. Bihocerence based industrial control loop nonlinearity detection and diagnosis in short nonstationary time series. Journal of Process Control. 2018;63:15-28.

(21). Zeng J, Luo S, Cai J, Kruger U, Xie L. Nonparametric Density Estimation of Hierarchical Probabilistic Graph Models for Assumption-Free Monitoring. Ind Eng Chem Res. 2017;56(5):1278-87.

(22). Fu Y, Kruger U, Li Z, Xie L, Thompson J, Rooney D, et al. Cross-validatory framework for optimal parameter estimation of KPCA and KPLS models. Chemometrics & Intelligent Laboratory Systems. 2017.

(23). 谢澜涛, 谢磊, 苏宏业. 不确定系统的鲁棒与随机模型预测控制算法比较研究. 自动化学报. 2017;43(6):969-92.

(24). Xie L, Li Z, Zeng J, Kruger U. Block adaptive kernel principal component analysis for nonlinear process monitoring. Aiche J. 2016;62(12):4334-45.

(25). Xie L, Lang X, Horch A, Yang Y. Online oscillation detection in the presence of signal intermittency. Control Engineering Practice. 2016;55:91-100.

(26). Xie L, Lang X, Chen J, Horch A, Su H. Time-varying oscillation detector based on improved LMD and robust Lempel–Ziv complexity. Control Engineering Practice. 2016;51:48-57.

(27). Xie L, Cai X, Chen J, Su H. GA based decomposition of large scale distributed model predictive control systems. Control Engineering Practice. 2016;57:111-25.

(28). Bauer M, Horch A, Xie L, Jelali M, Thornhill N. The current state of control loop performance monitoring – A survey of application in industry. Journal of Process Control. 2016;38:1-10.

(29). 苏宏业, 谢磊. 工业控制系统性能评估: 科学出版社; 2016.

(30). Zeng J, Huang B, Xie L. A Bayesian sparse reconstruction method for fault detection and isolation. Journal of Chemometrics. 2015;29(6):349-60.

(31). Xie L, Zeng J, Kruger U, Wang X, Geluk J. Fault detection in dynamic systems using the Kullback–Leibler divergence. Control Engineering Practice. 2015;43:39-48.

(32). Wang Y, Su HY, Shao HS, Xie L. Unit-Specific Event-Based and Slot-Based Hybrid Model Framework with Hierarchical Structure for Short-Term Scheduling. Math Probl Eng. 2015.

(33). Sun P, Xie L, Chen JH. Spatial batch optimal design based on self-learning gaussian process models for LPCVD processes. Chinese J Chem Eng. 2015;23(12):1958-64.

(34). Sun P, Chen J, Xie L. Self-active and recursively selective Gaussian process models for nonlinear distributed parameter systems. Chemical Engineering Science. 2015;123(0):125-36.

(35). Luo L, Xie L, Kruger U, Alzebdeh K, Su H. A Novel Bayesian Robust Model and Its Application for Fault Detection and Automatic Supervision of Nonlinear Process. Ind Eng Chem Res. 2015;54(18):5048-61.

(36). Li Z, Kruger U, Xie Le, Almansoori A, Su H. Adaptive KPCA Modeling of Nonlinear Systems. Signal Processing, IEEE Transactions on. 2015;63(9):2364-76.

(37). Zeng J, Xie L, Kruger U, Gao C. Regression-based analysis of multivariate non-Gaussian datasets for diagnosing abnormal situations in chemical processes. Aiche J. 2014;60(1):148-59.

(38). Zeng J, Kruger U, Geluk J, Wang X, Xie L. Detecting abnormal situations using the Kullback–Leibler divergence. Automatica. 2014;50(11):2777-86.

(39). Yin F, Wang H, Xie L, Wu P, Song Z. Data driven model mismatch detection based on statistical band of Markov parameters. Computers & Electrical Engineering. 2014;40(7):2178-92.

(40). Xie L, Zeng J, Gao C. Novel Just-In-Time Learning-Based Soft Sensor Utilizing Non-Gaussian Information. Control Systems Technology, IEEE Transactions on. 2014;22(1):360-8.

(41). Li Z, Kruger U, Wang X, Xie L. An error-in-variable projection to latent structure framework for monitoring technical systems with orthogonal signal components. Chemometr Intell Lab. 2014;133(0):70-83.

(42). Guo Z, Xie L, Ye T, Horch A, Song C, Zhang J, editors. Real-Time Detector for Time-Variant Oscillation with Modifi Ed Intrinsic Time-Scale Decomposition. World Congress; 2014.

(43). Guo Z, Xie L, Ye T, Horch A. Online detection of time-variant oscillations based on improved ITD. Control Engineering Practice. 2014;32(0):64-72.

(44). Guo Z, Xie L, Horch A, Wang Y, Su H, Wang X. Automatic Detection of Nonstationary Multiple Oscillations by an Improved Wavelet Packet Transform. Ind Eng Chem Res. 2014;53(40):15686-97.

(45). Guo Z, Shen J, Xie L, Chen X, Su H. Automatic detection of multiple oscillations by wavelet analysis. Computers & Electrical Engineering. 2014;40(7):2167-77.

(46). Cai X, Tippett MJ, Xie L, Bao J. Fast distributed MPC based on active set method. Computers & Chemical Engineering. 2014;71(0):158-70.

(47). Cai X, Sun P, Chen J, Xie L. Rapid distributed model predictive control design using singular value decomposition for linear systems. Journal of Process Control. 2014;24(7):1135-48.

(48). Cai X, Sun P, Chen J, Xie L. ILC strategy for progress improvement of economic performance in industrial model predictive control systems. Journal of Process Control. 2014;24(12):107-18.

(49). Zeng J, Cai J, Xie L, Zhang J, Gu Y. Statistical Process Monitoring Based on the Kernel Mean Discrepancy Test. Ind Eng Chem Res. 2013;52(5):2000-7.

(50). Zakharov A, Zattoni E, Xie L, Garcia OP, Jämsä-Jounela S-L. An autonomous valve stiction detection system based on data characterization. Control Engineering Practice. 2013;21(11):1507-18.

(51). Xie L, Lin X, Zeng J. Shrinking Principal Component Analysis for Enhanced Process Monitoring and Fault Isolation. Ind Eng Chem Res. 2013;52(49):17475-86.

(52). Xie L, Cong Y, Horch A. An improved valve stiction simulation model based on ISA standard tests. Control Engineering Practice. 2013;21(10):1359-68.

(53). Chen G, Xie L, Zeng J, Chu J, Gu Y. Detecting Model–Plant Mismatch of Nonlinear Multivariate Systems Using Mutual Information. Ind Eng Chem Res. 2013;52(5):1927-38.

(54). Chen G, Xie L, Chu J. Measuring causality by directional symbolic mutual information approach. Chin Phys B. 2013;22(3):38902-038902.

(55). 谢磊, 冯皓, 张建明. 一种基于初始闭环系统的性能评估方法. 自动化学报. 2013;39(5):649-53.

(56). 林晓钟, 谢磊, 苏宏业. 模型不确定条件下预测控制经济性能评估的研究. 自动化学报. 2013;39(7):1141-5.

(57). 沈烨烨, 陈雪兰, 谢磊, 李修亮, 吴禹, 赵路军. 基于LPV模型的燃料电池空气进气系统控制. 化工学报. 2013;64(12):4529-35.

(58). 蔡星, 谢磊, 苏宏业, 古勇. 基于串联结构的分布式模型预测控制. 自动化学报. 2013;39(5):510-8.

(59). Zeng J, Xie L, Kruger U, Gao C. A non-Gaussian regression algorithm based on mutual information maximization. Chemometr Intell Lab. 2012;111(1):1-19.

(60). Wang H, Xie L, Song Z. A Review for Model Plant Mismatch Measures in Process Monitoring. Chinese J Chem Eng. 2012;20(6):1039-46.

(61). Lou H, Su H, Xie L, Gu Y, Rong G. Inferential Model for Industrial Polypropylene Melt Index Prediction with Embedded Priori Knowledge and Delay Estimation. Ind Eng Chem Res. 2012;51(25):8510-25.

(62). Liu Z, Gu Y, Xie L. An improved LQG benchmark for MPC economic performance assessment and optimisation in process industry. Canadian Journal of Chemical Engineering. 2012;90(6):1434-41.

(63). Krüger U, Xie L. Advances in statistical monitoring of complex multivariate processes : with applications in industrial process control. Chichester, West Sussex ; Hoboken, N.J.: Wiley; 2012.

(64). Ge Z, Xie L, Kruger U, Song Z. Local ICA for multivariate statistical fault diagnosis in systems with unknown signal and error distributions. Aiche J. 2012;58(8):2357-72.

(65). Gao X, Chen G, Xie L, Su H, Wang S, editors. Detecting model-plant-mismatch of nonlinear multivariate systems using mutual information. 8th IFAC International Symposium on Advanced Control of Chemical Processes, Kariwala, V, Samavedham, L, Braatz, RD, eds, International Federation of Automatic Control (IFAC), Singapore; 2012.

(66). Fu R, Xie L, Song Z, Cheng Y. PID control performance assessment using iterative convex programming. Journal of Process Control. 2012;22(9):1793-9.

(67). 刘詟, 苏宏业, 谢磊, 古勇. 基于线性二次型高斯基准的多变量预测控制技术经济性能评估. 控制理论与应用. 2012;29(12):1530-6.

(68). Zhou M, Xie L, Pan H, Wang S, editors. Performance assessment of PID controller with time-variant disturbance dynamics. Advanced Control of Industrial Processes (ADCONIP), 2011 International Symposium on; 2011 23-26 May 2011.

(69). Zeng J, Xie L, Gao C, Zhang J, editors. Independent component regression based on mutual information maximization. Advanced Control of Industrial Processes (ADCONIP), 2011 International Symposium on; 2011 23-26 May 2011.

(70). Liu Z, Gu Y, Xie L, Su H, editors. MPC economic performance assessment based on equal-grid LQG benchmark. Advanced Control of Industrial Processes (ADCONIP), 2011 International Symposium on; 2011 23-26 May 2011.

(71). Fu R, Xie L, Song Z, editors. Structure restricted (PID) controller performance assessment for multi-stage batch processes with tracking and regulatory requirements. Advanced Control of Industrial Processes (ADCONIP), 2011 International Symposium on; 2011 23-26 May 2011.

(72). 许仙珍, 谢磊, 王树青. 基于PCA混合模型的多工况过程监控. 化工学报 /CIESC Journal 2011;62(3):743-52.

(73). 陈贵, 杨江, 谢磊, 张荣金. 基于子空间方法的模型失配检测研究. 化工学报/CIESC Journal. 2011;62(9):2575-81.

(74). Ge Z, Kruger U, Lamont L, Xie L, Song Z. Fault detection in non-Gaussian vibration systems using dynamic statistical-based approaches. Mechanical Systems and Signal Processing. 2010;24(8):2972-84.

(75). Feital T, Kruger U, Xie L, Schubert U, Lima EL, Pinto JC. A unified statistical framework for monitoring multivariate systems with unknown source and error signals. Chemometr Intell Lab. 2010;104(2):223-32.

(76). 周猛飞, 蔡亦军, 谢磊, 王树青. 双层结构PID 控制器性能评估. 计算机与应用化学. 2010;27(10):1383-6.

(77). 张建明, 许仙珍, 谢磊, 王树青. 支持向量描述性能优化及其在非高斯过程监控中的应用. 化工学报. 2010;61(8):2072-7.

(78). 张建明, 徐磊, 许仙珍, 谢磊. 基于混合PCA模型的多工况过程监控方法. 控制工程. 2010;17(4):553-6.

(79). 韩俊林, 王树青, 谢磊, 周猛飞. 一种执行阀粘滞特性检测方法研究. 化工自动化与仪表. 2010;37(3):47-51.

(80). 韩俊林, 王树青, 谢磊, 周猛飞. 克服阀粘滞特性的控制方法研究. 计算机与应用化学. 2010;27(1):68-72.

(81). 韩俊林, 王树青, 谢磊. 控制阀粘滞特性的频域检测方法研究. 计算机工程与应用. 2010;46(33):244-8.

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