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专著和教材
黄德先，叶心宇，竺建敏，李秀改. 化工过程先进控制. 化学工业出版社，2006
黄德先，王京春，金以慧.过程控制系统. 清华大学出版社，2011，获北京市精品教材
学术论文
Shang, C; Ji, HQ; Huang, XL; Yang, F; Huang, DX. Generalized grouped contributions for hierarchical fault diagnosis with group Lasso. CONTROL ENGINEERING PRACTICE,卷92，DEC 2019.
Wang, KC; Shang, C; Liu, L; Jiang, YH; Huang, DX; Yang, F .Dynamic So Sensor Development Based on Convolutional Neural Networks. 58(26)-11521-11531. 2019
Shang, C; Yang, F; Huang, B; Huang, DX. Recursive Slow Feature Analysis for Adaptive Monitoring of Industrial Processes. IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS. 65(11): 8895-8905. 2018
Gao, Xiaoyong; Wang, Yuhong; Feng, Zhenhui; Huang, DX. Plant Planning Optimization under Time-Varying Uncertainty: Case Study on a Poly(vinyl chloride) Plant. IDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH. 57(6):12182-12191. 2018
Gao, XY; Huang, DX; Jiang, YH; Chen, T. A decision tree based decomposition method for oil refinery scheduling. CHINESE JOURNAL OF CHEMICAL ENGINEERING. 26(SI): 1605-1612.2018
Su, JJ; Guo, C; Zang, H; Yang, F; Huang, DX; Gao, XY; Zhao, YA. A multi-setpoint delay-timer alarming strategy for industrial alarm monitoring. JOURNAL OF LOSS PREVENTION IN THE PROCESS INDUSTRIES. 54: 1-9. 2018
Gao, XY; Feng, ZH; Wang, YH; Huang, XL; Huang, DX; Chen, T; Lian, X. Piecewise Linear Approximation Based MILP Method for PVC Plant Planning Optimization. INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH. 57( 4): 1233-1244. 2018
F. Li, J. Zhang, C. Shang, D. Huang, E. Oko, and M. Wang. Modelling of a post-combustion CO2 capture process using deep belief network. Applied Thermal Engineering, 130, 997-1003. 2018
王康成;尚超;柯文思;江永亨;黄德先，化工过程深度神经网络软测量的结构与参数自动调整方法，化工学报，69(3):900-906+1253,2018
Gao, Xinqing; Shang, Chao; Huang, Dexian; Yang, Fan，A novel approach to monitoring and maintenance of industrial PID controllers， CONTROL ENGINEERING PRACTICE， 64:111-126. 2017
Gao, XY; Qi, LG; Lyu, WX; Chen, T; Huang, DX. RIMER and SA based thermal efficiency optimization for fired heaters. FUEL. 205: 272-285. 2017
X. Gao, F. Yang, C. Shang, and D. Huang. A novel data-driven method for simultaneous performance assessment and retuning of PID controllers. Industrial & Engineering Chemistry Research, 56(8), 2127-2139. 2017
X. Gao, J. Zhang, F. Yang, C. Shang, and D. Huang. Robust Proportional-Integral-Derivative (PID) design for parameter uncertain Second-Order Plus Time Delay (SOPTD) processes based on reference model approximation. Industrial & Engineering Chemistry Research, 56(41), 11903-11918. 2017
黄德先;江永亨;金以慧，炼油工业过程控制的研究现状、问题与展望,自动化学报，43（06）：902-916，2017
K. Wang, C. Shang, F. Yang, Y. Jiang, and D. Huang. Automatic hyper-parameter tuning for soft sensor modeling based on dynamic deep neural network. IEEE International Conference on Systems, Man, and Cybernetics, Banff, Canada, October 5-8, 2017.
Wensi Ke，Dexian Huang， Fan Yang and Yongheng Jiang, Soft sensor development and applications based on LSTM in deep neural network，2017 IEEE Symposium Series on Computational Intelligence (SSCI) ，Hilton Hawaiian Village Resort in Waikiki, USA, November 27-December 1, 2017
C. Shang, B. Huang, F. Yang, and D. Huang. Slow feature analysis for monitoring and diagnosis of control performance. Journal of Process Control, 39, 21-34. 2016
B. Jiang, F. Yang, D. Huang. Simultaneous structure and parameter identification of multivariate systems by matrix decomposition. Transactions of the Institute of Measurement and Control, 38: 1411–1420, 2016.
Tian, MM; Gao, XY; Jiang, YH; Wang, L; Huang, DX, Plantwide Scheduling Model for the Typical Polyvinyl chloride Production by Calcium Carbide Method, INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH,55(21): 6161-6174, 2016
Tian, MM; Gao, XY; Jiang, YH; Huang, DX; Wang, L，Decomposition Algorithm for the Scheduling of Typical Polyvinyl Chloride Production by Calcium Carbide Method，, INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH,55(47): 12256-12267, 2016
X. Gao, F. Yang, C. Shang, and D. Huang. A review of control loop monitoring and diagnosis: Prospects of controller maintenance in big data era. Chinese Journal of Chemical Engineering, 24(8), 952-962.2016
F. Guo, C. Shang, B. Huang, K. Wang, F. Yang, and D. Huang. Monitoring of operating point and process dynamics via probabilistic slow feature analysis. Chemometrics and Intelligent Laboratory Systems, 151, 115-125. 2016
高小永； 江永亨； 黄德先；基于装置级优化控制与厂级调度优化集成的过程模型方法. 化工学报, 2016年，67（12）：5105-5111
B. Jiang, F. Yang, W. Wang, D. Huang. Simultaneous identification of bi-directional paths in closed-loop systems with colored noise. Automatica, 58:139–142, 2015.
C. Shang, B. Huang, F. Yang, and D. Huang. Probabilistic slow feature analysis-based representation learning from massive process data for soft sensor modeling. AIChE Journal, 61(12), 4126-4139. 2015
C. Shang, F. Yang, X. Gao, X. Huang, J.A.K. Suykens, and D. Huang. Concurrent monitoring of operating condition deviations and process dynamics anomalies with slow feature analysis. AIChE Journal, 61(11), 3666-3682. 2015
B. Jiang, X. Zhu, D. Huang, R.D. Braatz. Canonical variate analysis-based monitoring of process correlation structure using causal feature representation. Journal of Process Control, 32:109–116, 2015.
B. Jiang, X. Zhu, D. Huang, J. Paulson, R.D. Braatz. A combined canonical variate analysis and fisher discriminant analysis (CVA-FDA) approach for fault diagnosis. Computers & Chemical Engineering, 77:1-9, 2015
B. Jiang, D. Huang, X. Zhu, F. Yang, R.D. Braatz. Canonical variate analysis-based contributions for fault identification. Journal of Process Control, 26: 17–25, 2015.
B. Jiang, F. Yang, W. Wang, D. Huang. Simultaneous identification of bi-directional path models based on process data. IEEE Transactions on Automation Science and Engineering, 12: 666–679, 2015.
L.H. Chiang, B. Jiang, X. Zhu, D. Huang, R.D. Braatz. Diagnosis of multiple and unknown faults using the causal map and multivariate statistics. Journal of Process Control, 28: 27–39, 2015.
C. Shang, X. Huang, J.A.K. Suykens, and D. Huang. Enhancing dynamic soft sensors based on DPLS: A temporal smoothness regularization approach. Journal of Process Control, 28, 17-26. 2015
Xiaoyong Gao; Yongheng Jiang; Tao Chen; Dexian Huang. Optimizing scheduling of refinery operations based on piecewise linear models , Computers & Chemical Engineering, 75:05-119, 2015
Lei Shi, Yongheng Jiang, Ling Wang, Dexian Huang, A novel two-stage Lagrangian decomposition approach for refinery production scheduling with operational transitions in mode switching. Chinese Journal of Chemical Engineering. 23: 1793–1800. 2015
田妙苗; 江永亨; 黄德先, 聚氯乙烯生产过程全流程调度, 化工学报, 66(1):251-258, 2015.
Shang, Chao; Yang, Fan; Huang, Dexian; Lyu, Wenxiang, Data-driven soft sensor development based on deep learning technique, Journal of Process Control, v 24, n 3, p 223-233, March 2014
C. Shang, X. Gao, F. Yang, and D. Huang. Novel Bayesian framework for dynamic soft sensor based on support vector machine with finite impulse response. IEEE Transactions on Control Systems Technology, 22(4), 1550-1557. 2014
X. Gao, C. Shang, Y. Jiang, D. Huang, and T. Chen. Refinery scheduling with varying crude: A deep belief network classification and multimodel approach. AIChE Journal, 60(7), 2525-2532. 2014
Shi, Lei; Jiang, Yongheng; Wang, Ling; Huang, Dexian, Refinery production scheduling involving operational transitions of mode switching under predictive control system, Industrial and Engineering Chemistry Research, v 53, n 19, p 8155-8170, May 14, 2014
Gao, XY; Jiang, YH ; Huang, DX ; Xiong, ZH. A novel high level canonical piecewise linear model based on the simplicial partition and its application. ISA TRANSACTIONS. 53(5): 1420-1426. 2014
Gao, Xinqing; Yang, Fan; Huang, Dexian; Ding, Yanjun, An iterative two-level optimization method for the modeling of wiener structure nonlinear dynamic soft sensors, Industrial and Engineering Chemistry Research, v 53, n 3, p 1172-1178, January 22, 2014
Wei, YJ; Jiang, YH; Huang, DX. A Three-section Algorithm of Dynamic Programming Based on Three-stage Decomposition System Model for Grade Transition Trajectory Optimization Problems. CHINESE JOURNAL OF CHEMICAL ENGINEERING. 22(10): 1122-1130. 2014
Wang, P ; Yang, CH; Tian, XM; Huang, DX. Adaptive Nonlinear Model Predictive Control Using an On-line Support Vector Regression Updating Strategy. CHINESE JOURNAL OF CHEMICAL ENGINEERING. 22(7): 774-781. 2014
魏宇杰; 尚超; 高莘青; 范志; 黄德先, 基于动态过程划分的熔融指数软测量建模, 化工学报, 65(8): 3062-3070,2014
Yu X., Xiong Z., Huang D., Jiang Y. Model-based iterative learning control for batch processes using generalized hinging hyperplanes. Industrial and Engineering Chemistry Research,52（4）：1627-1634, 2013
Wei Y., Jiang Y., Yang F., Huang D.，Three-stage decomposition modeling for quality of gas-phase polyethylene process based on adaptive hinging hyperplanes and impulse response template. Industrial and Engineering Chemistry Research,52（16）：5747-5756, 2013
吕文祥，张金柱，江奔奔，栾志业，黄德先, 热集成耦合的精馏过程控制,化工学报, v 64, n 12, p 4319-4324, 2013
余冰，高小永，摆亮，施磊，江永亨，黄德先，炼油企业全厂调度优化系统的设计与开发,化工进展, 32（2）：475-480, 2013年
Zhou, Chang; Liu, Qiyue; Huang, Dexian; Zhang, Jie. Inferential estimation of kerosene dry point in refineries with varying crudes. Journal of Process Control, v 22, n 6, p 1122-1126, July 2012
Yu, Xiaodong; Huang, Dexian; Jiang, Yongheng; Jin, Yihui. Iterative learning belief rule-base inference methodology using evidential reasoning for delayed coking unit. Control Engineering Practice, v 20, n 10, p 1005-1015, October 2012
Bai, Liang; Jiang, Yongheng; Huang, Dexian. A novel two-level optimization framework based on constrained ordinal optimization and evolutionary algorithms for scheduling of multipipeline crude oil blending. INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH, v 51, n 26, p 9078-9093, July 4, 2012
BAI Liang, WANG Junyan, JIANG Yongheng and HUANG Dexian. Improved hybrid differential evolution-estimation of distribution algorithm with feasibility rules for NLP/MINLP engineering optimization problems. Chinese Journal of Chemical Engineering, v 20, n 6, p 1074-1080, December 2012
黄德先； 余冰； 高小永； 摆亮； 施磊； 江永亨；基于分片线性代理模型的成品油调合优化, 清华大学学报(自然科学版),52 (9): 1230-1235, 2012, TNList，973
王平； 田学民； 黄德先；双环管聚丙烯反应过程牌号切换优化控制策略，清华大学学报(自然科学版),52 (9):1236-1243, 2012, 973
Yu, Xiaodong ; Wei, Yujie ; Huang, Dexian1 ; Jiang, Yongheng ; Liu, Bo ; Jin, Yihui, Intelligent switching expert system for delayed coking unit based on iterative learning strategy, Expert Systems with Applications,2011,38(7): 9023-9029
张伟勇，李映，黄德先等，基于稳态模型的加热炉烟风系统控制，浙江大学学报（工学版），2011，45（12）：140-145
Bai, Liang; Jiang, Yongheng; Huang, Dexian; Liu, Xianguang, A novel scheduling strategy for crude oil blending, Chinese Journal of Chemical Engineering, v 18, n 5, p 777-786, October 2010
江永亨，蔡阳阳，黄德先，无主炼原油的原油调合调度问题，化工学报，2010，61（8）：, p 365-368, 2010
朱鹰，刘祁跃，吕文祥，江永亨，黄德先，基于分片线性近似方法的煤油干点估计，化工学报，2010，61（8）：2035-2039
江永亨，蔡阳阳，黄德先，基于序的原油调合调度问题，化工学报，2010，61（2）：365-368
LU, Wenxiang; ZHU, Ying; HUANG, Dexian; JIANG, Yongheng; JIN, Yihui, A New Strategy of Integrated Control and On-line Optimization on High-purity Distillation Process, Chinese Journal of Chemical Engineering, v 18, n 1, p 66-79, February 2010
吕文祥，摆亮，黄德先等,针对原油性质变化的常减压先进控制研究与应用, 化工学报, v 60, n 10, p 2522-2528, 2009
Qian, B.; Wang, L.; Hu, R.; Huang, D.X.; Wang, X., A DE-based approach to no-wait flow-shop scheduling, Computers and Industrial Engineering,v 57, n 3, p 787-805, October 2009
Qian, B.; Wang, L.; Huang, D.X.; Wang, X., An effective hybrid DE-based algorithm for flow shop scheduling with limited buffers,International Journal of Production Research, v 47, n 1, p 1-24, January 2009
吕文祥; 施大鹏; 黄德先; 金以慧, 二甲苯精馏装置先进控制与节能优化应用，化工学报, v 61, n 1, p 193-198, 2009
Qian, Bin; Wang, Ling; Huang, De-xian; Wang, Wanliang;Wang, Xiong, An effective hybrid DE-based algorithm for multi-objective flow shop scheduling with limited buffers, Computers and Operations Research, v 36, n 1, p 209-233, January 2009
Qian, Bin; Wang, Ling; Huang, De-Xian; Wang, Xiong, Multi-objective no-wait flow-shop scheduling with a memetic algorithm based on differential evolution, Soft Computing, v 13, n 8-9, p 847-869, 2009
Qian, Bin; Wang, Ling; Huang, De-Xian; Wang, Xiong, Scheduling multi-objective job shops using a memetic algorithm based on differential evolution, International Journal of Advanced Manufacturing Technology, v 35, n 9-10, p 1014-1027, January 2008
Qian, Bin; Wang, Ling; Hu, Rong; Wang, Wan-Liang;Huang, De-Xian; Wang, Xiong, A hybrid differential evolution method for permutation flow-shop scheduling,International Journal of Advanced Manufacturing Technology, v 38, n 7-8, p 757-777, September 2008
王钧炎，黄德先. 基于混合差分进化算法的混沌系统参数估计. 物理学报，2008，57（5）：2755-2759
ZHANG, Weiyong; HUANG, Dexian; WANG, Yudong; WANG，Adaptive State Feedback Predictive Control and Expert Control for a Delayed Coking Furnace，Chinese Journal of Chemical Engineering, v 16, n 4, p 590-598, 2008
于晓栋，吕文祥，黄德先，金以慧. 基于HYSYS和NSGA-Ⅱ的常压塔多目标优化. 化工学报，2008 59 (7): 1646-1649
王钧炎，黄德先. 基于差分进化算法和HYSYS机理模型的催化重整过程优化. 化工学报，2008 59 (7): 1755-1760
王钧炎，黄德先. 基于混合差分进化算法的软测量时延参数估计. 化工学报，2008 59 (8):2058-2064
徐杰,黄德先. 基于混合粒子群算法的多目标车辆路径研究. 计算机集成制造系统，2007，34(4): 14-17
栾志业,黄德先,金以慧. 间歇聚丙烯反应温度的一般模型控制方法. 天津大学学报，2007，40（ 3）：346-351
Liu, Bo ; Wang, Ling; Jin, Yi-Hui; Huang, De-Xian;Tang, Fang, Control and synchronization of chaotic systems by differential evolution algorithm, Chaos, Solitons and Fractals, v 34, n 2, p 412-419, October 2007
Liu, Bo; Wang, Ling; Jin, Yi-Hui; Tang, Fang; Huang,De-Xian, Directing orbits of chaotic systems by particle swarm optimization, Chaos, Solitons and Fractals, v 29, n 2, p 454-461, July 2006
Li, Xiugai; Huang, Dexian; Jin, Yihui, Nonlinear predictive control based on wavelet neural network applied to polypropylene process steady states controller for nonlinear system and its application,: Lecture Notes in Computer Science, v 3498, n III, p 15-20, 2005
马勇, 黄德先, 金以慧. 动态软测量建模方法初探. 化工学报，2005，8，1516-1519
Li, Xiugai; Huang, Dexian; Gao, Dongjie, State feedback predictive control for hybrid system via parametric optimization, Chinese Journal of Chemical Engineering, v 13, n 5, p 634-641, October 2005
Wang, Yuhong; Huang, Dexian; Jin, Yihui, Hybrid model predictive control for handling infeasibility and constraint prioritization, Chinese Journal of Chemical Engineering, v 13, n 2, p 211-217, April 2005
张伟勇，黄德先，金以慧. 互联网环境下基于预测控制的闭环控制方法. 控制与决策，2004,12,1341-1344
Wang, Yu-Hong; Huang, De-Xian; Gao, Dong-Jie; Jin, Yi-Hui, Nonlinear predictive control based on LS-SVM, Control and Decision, v 19, n 4, p 383-387, April 2004
Chen, Libei; Hontoir, Yves; Huang, Dexian; Zhang, Jie; Morris, A. Julian, Combining first principles with black-box techniques for reaction systems, Control Engineering Practice, v 12, n 7, p 819-826, July 2004
王宇红; 黄德先; 高东杰; 金以慧. 预测控制可行性与约束优先级的混杂处理. 控制与决策. 19( 8): 847-51. 2004
王宇红; 黄德先; 高东杰; 金以慧. 基于LS-SVM的非线性预测控制技术. 控制与决策. 19(4): 383-387. 2004
马勇; 黄德先; 金以慧. 基于支持向量机的软测量建模方法. 信息与控制. 33(4): 417-21. 2004
Huang, DX; Jin, YH; Zhang, J; Morris, AJ. Non-linear chemical process modelling and application in epichlorhydrine production plant using wavelet networks. CHINESE JOURNAL OF CHEMICAL ENGINEERING. 10(4):435-443. 2002
Dexian Huang; Yihui Jin. Wavelet networks based general multi-variable non-linear system identification arithmetic and its application. Control Theory & Applications. 18:3-8. 2001
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