See Google academic search monograph: Luo. Kinetics of chemical process. Beijing: Chemical Industry Press, 2005/04 Monograph: Luo, Xu Feng. Integration of process control and process design-dynamic mechanism modeling and control analysis design of catalytic cracking unit. Beijing: Science Press, April 2008, Luo, Yuan Pu, Lin Shixiong. Kinetic mechanism model of catalytic cracking unit (Ⅰ) Reactor part. Acta petrolei sinica (Petroleum Processing), 1998/03, 14 (1): 34-40 Luo, Yuan Pu, Lin Shixiong. Dynamic mechanism model of regenerator in catalytic cracking unit (Ⅱ). Acta petrolei sinica. 14 (2): 61–65 Luo, Yuan Pu, Lin Shixiong. Dynamic mechanism model of catalytic cracking unit (III) Pressure balance and pressure system of the two units. Acta petrolei sinica (Petroleum Processing), 1998/09, 14 (3): 33. Lin Shixiong. Solution of dynamic mechanism model of catalytic cracking unit (Ⅳ) and development of simulation software platform. Acta petrolei sinica (Petroleum Processing), 1998/ 12,14 (4): 50–56 Luo, Yuan Pu. Application of dynamic mechanism model of reaction control in catalytic cracking unit. 1999/ 12,15 (6): 75–80 Luo, Yuan Pu, Lin Shixiong. Stability analysis of catalyst reserve in catalytic cracking unit with high efficiency regenerator in pre-coking tank. Journal of Petroleum University (Natural Science Edition),1998/08,22. Lin Shixiong. Stability analysis of catalytic cracking unit with pre-coking and high efficiency regenerator. Journal of Chemical Engineering,1998/12,49 (6): 689–699. Variable model adaptive predictive control for highly nonlinear chemical processes. 2005 international conference on control and engineering. Automation (ICCA2005), June 27-29, 2005, Budapest, Hungary: 537-540 Du, Luo, Wu Shiguang. FCCU dynamic model and its application in hybrid fault diagnosis system. 2005 international conference on control and engineering. Automation (ICCA2005), June 27-29, 2005, Budapest, Hungary:1014–1kloc-0/7. Problems and Countermeasures of Advanced Process Control in China. Petroleum Science, 2005/09,2 (3): 44–49 June 27–29, 2005 Budapest, Hungary:1014–10/7, Romania. PID parameter tuning based on expert system and improved genetic algorithm. Petroleum Science, 2005/12,2 (4): 71–7614–17 Du DL, Wu CG, Luo XL, Zuo X. Study on time delay identification and dynamic characteristics of neural network soft measurement. The 6th International Conference on Intelligent System Design and Application, Jinan University, Jinan, China, 2006 10/6–18,,, Luo. Active control of surge in impeller compression system. Electric Power Engineering, 2006/ 12, (6): 808–813, Luo, Zhang Chunliang, Sun Guangkuan, On-line optimization strategy of propylene tower and its application. Petrochemical Industry, 2006/65438. 35 (12):1166–1170. Dynamic simulation and stability analysis of catalytic cracking unit. Acta petrolei sinica (Petroleum Processing Edition), August 23, 2007 (4): 54–62 He Renchu, Luo. Dynamic mechanism modeling of multicomponent distillation column considering downcomer ⅰ. Establishment of dynamic mechanism model. Acta petrolei sinica (Petroleum Processing Edition), June 23, 2007 (3): 58–62 He Renchu, Luo. Dynamic Mechanism Modeling of Multicomponent Distillation Column Considering downcomer Ⅱ. Model solving and simulation analysis. Acta petrolei sinica (Petroleum Processing), 2007/6544. 23 (5): 71–77 Xu Feng, Luo. Dynamic analysis of main air margin in regenerator of catalytic cracking unit. Journal of Chemical Technology, 2008/0/kloc-0, 59 (1):126–134 Li Yanhui. Luo. Convex optimization method for robust L 1 fixed-order filtering of polyhedral systems with multiple delays. Circuits, Systems and Signal Processing, 27 (1):1–22, February 2008. Optimal design of heat exchanger network bypass. Journal of Chemical Engineering, March 59, 2008 (3): 646–652 Luo, Wang Lin. Xie zengzhong. Pinch analysis and bypass optimal control of heat exchanger network operation. Journal of Chemical Engineering, May 59, 2008 (5):1200–1206, Xu Feng. Two-dimensional heterogeneous dynamic modeling and analysis of acetylene hydrogenation reactor. Journal of Chemical Engineering, June 59, 2008 (6):1454–1461Xu Feng, Luo. Analysis and control design of regenerator of catalytic cracking unit based on dynamic optimization I. Mathematical description of dynamic optimization. Journal of Chemical Engineering, 2009/03,60 (3): 675–682 Xu Feng, Luo,. Margin analysis and control design of regenerator of catalytic cracking unit based on dynamic optimization II. Solution method and result analysis. Journal of Chemical Engineering, 2009/03,60 (3): 683–690, Lin, Luo. Order reduction of Hankel norm model for uncertain neutral stochastic time-delay systems. International journal of innovative computing, information and control. May 9, 2009: 2819–2828. A new method of soft sensor correction based on multi-rate data fusion technology. Journal of Process Control, 20 10/0,20 (10):1252-1260 Xu Feng, Guan Juan, Luo. Design of adaptive state observer for nonlinear differential algebraic systems. Systems Engineering and Electronics, 201011,32 (62. Luo. Design of output fusion soft instrument based on adaptive EKF algorithm. Journal of Chemical Engineering, 201010,61(10): 2627–2635 Li,; Liang and Yan; Luo,. Delay-dependent L 1 filtering for LPV systems with parametric delay. Journal of Dynamic Systems, Measurement and Control (Journal of the American Society of Mechanical Engineers), 20 1 1, 133(4): 44502, Luo. Multi-pass heat exchanger network synthesis based on pinch technology. Computer and electronic products. Chemical engineering, July 20 1 1, 35 (7): 1257- 1264,, Hou Benquan, Bypass design of heat exchanger network based on relative gain analysis. Acta chemical engineering, 20 165438. 62 (5):1318–1325 Hou Benquan, Luo. Optimal design of heat exchanger network bypass based on structural controllability analysis. Journal of Chemical Engineering, 2011/05,62 (5): 65438. Luo. Feasibility analysis and constraint treatment of constrained optimal control in chemical process. Journal of Chemical Engineering, 2011/09,62 (9): 2546–2554 Xu Feng, Guan Juan, Luo. On-line estimation of unmeasurable variables in FCC unit based on state observer. Journal of chemical engineering, 20 16544. 62 (10): 2828–2838 Luo, Hou Benquan, Temperature measuring point analysis and control system design of observable structure heat exchanger network. Journal of Chemical Engineering, 20 12/0 1, 63 (1): 148. Luo. Controllability analysis of bypass control heat exchanger network structure. Journal of Chemical Engineering, 2012/02,63 (2): 530–537 Xu Feng, Luo. Analysis of operating margin and control performance of chemical process under advanced control conditions. Journal of Chemical Engineering, 2012/03,63 (3): Sun Lin. Optimal design of bypass heat exchanger network based on total cycle energy saving. Journal of Chemical Engineering, 2012/05,63 (5):1449–1458, Luo, Wang Shubin. Feasibility study and online adjustment of constraints in process predictive control. Journal of chemical technology, 2065438. 63 (5):1459–1467 Wang Shubin, Shan, Luo. Nonlinear predictive control based on T-S fuzzy model and particle swarm optimization. Journal of Chemical Engineering, 2012/05,63 (S1): 65438. Luo. Online feedback optimization based on dynamic model. Journal of Chemical Engineering, 2012/07,63 (7): 2149–2155 Luo, Zhao Juezheng, Active control of instability of axial compression system based on CCV. Journal of chemical technology, 20 12. 63 (8): 2482–2491Zhang Qifang, Luo, Yang Bin, Xu Feng. On-line coordination and optimization of large-scale systems based on dependent variable rotation of subsystems. Journal of Chemical Engineering, 2012/08,63 (8): 2500–2506, Luo. 2012/09,63 (9): 2991–2999 Wei Minghui, Luo, Feng. Predictive control of nonlinear asymmetric systems based on control performance comparison. Journal of Chemical Engineering, 2012/10,63 (65438+). Three-dimensional numerical simulation and analysis of instability and surge of multistage axial compressor. 2065438+2002 Annual Meeting of China Process Systems Engineering, 2012/08/20–22, Guiyang, Guizhou; Journal of Chemical Engineering, 2012/12,63 (12): 3956–3964, Luo, Zhao Juezheng, Design and analysis of small-scale post-active control scheme for FCC rich gas compressor. Journal of chemical engineering, 20 12/ 12. 63 ():112–117 Luo, Zhao Juezheng, Dual time scale dynamic simulation of surge control of air compressor in catalytic cracking unit. Journal of Chemical Engineering, 2012/12,63 (S2). Wei Minghui, Luo. Input feedback predictive control and controllability analysis of asymmetric systems. Journal of Chemical Engineering, 2012/12,63 ():106–11Wu Yao, Romania. Kalman filtering for multirate systems. 38 (2):156–174 Liu Jianwei, Romania. P-norm regularization support vector machine classification algorithm. Acta automatica sinica, 20 12/0 1, 38 (1): 76–87. 2013/08,64 (8): 2930–2937 Luo, Zhou Xiaolong, Wang Shubin. Analysis of influence characteristics of input associated constraints on constrained optimal control. Acta automatica sinica, 2013/05,38 (5): 679–689 Sun Lin, Luo Xixi. Bai Yujie. Bypass selection of heat exchanger network control. Journal of China Chemical Engineering, 2013/03,21(3): 276-284 Xiong, Xia Chekui, Margin design, online optimization and control method of bypass heat exchanger network. Computer and electronic products. Chemical engineering, 2013/06,53:102-121,Li Shuangcheng, Romania. Iterative weighted non-integer norm regularization SVM for gene expression data classification. Calculation and mathematical methods in medicine, 20 13, article number 768404 yue, Luo. Confidence based on ridge estimation in measurement and its application. China Journal of Chemical Engineering, 2013/10,21(10):144-154 Liu Jianwei. On-line classification algorithm for non-approximate addition update and multiplication update. 35 (2): 327–340 Cao Pengfei, Luo. Research progress of soft sensor modeling method for chemical process. Journal of Chemical Engineering, 2013/03,64 (3): 778–790, Luo,, Hou Benquan, Bypass selection of heat exchanger network control. 2065438+2002 China annual meeting of process system engineering, 2012/08/20–22, Guiyang, Guizhou; Journal of Chemical Engineering, 2013/03,21(3): 276–284 Liu Yubo, Luo, Xu Feng. Global coordination and stability analysis of distributed predictive control. Journal of Chemical Engineering, 2013/04,64 (4):1318–133/lo, Xia Chekui,. Realization method of dynamic optimal control of full-cycle energy saving for heat exchanger network with bypass. Journal of Chemical Engineering, 2013/04,64 (4): 6544. Von. Model predictive control for nonlinear asymmetric systems. Control and decision-making, 2013/05,28 (5): 763–768+773 Xu Feng, Wang, Luo. Soft instrument of catalytic cracking unit based on generalized state observer. Journal of Chemical Engineering, 2013/05,64 (5):1683–1695 Liu Jianwei, Wang, Luo. L2 norm least squares SVM classification algorithm with coordinate descent. 20 1 1 China automation conference, 20 1 1/65438. Pattern recognition and artificial intelligence, 2013/05,25 (5): 474–480 Xu Feng, Jiang,,, Luo. Evaluation and bottleneck analysis of catalytic cracking unit. Journal of Chemical Engineering, 2013/06,64 (6): 265438+. Che Kuixia, Sun Lin. Margin design, online optimization and control method of bypass heat exchanger network. Computer &; Chemical engineering, 2013/06,53:102–121,Xu Feng. Multistable analysis of catalytic cracking unit with adjustable combustion conditions. Journal of Chemical Engineering, 2013/08,64 (8). Luo. Discussion on improving measurement reliability by using biased estimation. Journal of Chemical Engineering, 2013/09,64 (9): 3270–3276 Xu Feng, Wei Xiaoli, Ren, Luo. Control structure selection method of unstable system based on multivariable generalized predictive control. 23rd China Process Control Conference, Xiamen, Fujian, 206543. Acta automatica sinica, 2013/09,38 (9):1547–1551Xu Feng, Wang, Luo. Soft sensing of chemical process input and parameters based on nonlinear singular state observer. . Journal of Chemical Engineering, 2013/09,21(9):1038–1047. Confidence based on ridge estimation in measurement and its application. . Journal of Chemical Engineering, 2013//kloc-0, 21(10):144-154, Luo. ECOnomic and control performance of fluidized catalytic cracking unit: interaction between combustion air and co promoter. Industry and trade. Engineering chemistry research, 2014/0108,53 (1): 287–304 Xu Feng, Jiang,,, Luo. Influence of design margin on operation optimization and control performance of chemical process. China Journal of Chemical Engineering, 20 14/0 1, 22( 1):5 1-58, Liu Yubo, Xu Feng. Interaction analysis and decomposition principle of large-scale system of process control structure. Journal of Chemical Engineering, 20 14/0 1, 22 (1): 59–71Liu Jianwei, Liu Yuan, Romania. Research progress of Boltzmann machine. Computer research and development, 20 14/0 1, 51(1):1–16 Luo, Wei Minghui, Zhou Xiaolong,. Input feedback control of manipulated variable in model predictive control. IJIIC, 20 14/06, 10 (3): 963-978 Liu Jianwei, Li Haien, Luo. Research progress of probability graph model learning technology. Acta automatica sinica, 2014/06,40 (6):1025-1044 Liu Jianwei, Liu Yuan, Romania. A summary of semi-supervised learning methods. Chinese journal of computers, China, 2014/07,37 (7) Cao Pengfei, Luo. Modeling of soft sensor system and online updating of parameters. Journal of Process Control, 2014/06,24 (6): 975–990 Liu Jianwei, Sun, Luo. Research progress of domain adaptive learning. Acta automatica sinica, 2014/08,40 (8):1576–1600,, Luo. Design margin and control performance analysis of FCCU regenerator under model predictive control. Industry and trade. Engineering Chemistry Research, 2014/09,53 (37):14339–14351Wei Ping, Ding Mao, Luo. Steady-state control of distributed parameter systems based on symmetry of differential equations. Acta automatica sinica, 20 14. 40 (10): 2163–2170 Cao Pengfei, Luo. Soft sensor model and identification algorithm based on wiener structure. Acta automatica sinica, 2014/10,40 (10): 266. Luo. Multi-sensor data fusion biased estimation method for improving measurement reliability. 24th China Process Control Conference, Hohhot, Inner Mongolia, 2013/08/02–05; Acta automatica sinica, 2014/09,40 (9):1843–1852, Xu Yun, Luo. Research on the boundary effect of predictive control constraints and its solutions. 24th China Process Control Conference, Hohhot, Inner Mongolia, 20 13/. Acta automatica sinica, 2014/09,40 (9):1922–1932. Optimization and synthesis of multi-pass heat exchanger networks based on pinch technology and superstructure model. Journal of chemical engineering, 2014/03,65 (. Luo. Iterative Weighted Linear Least Squares-Support Vector Machine Classification Algorithm * * * Yoke Gradient Q Norm Regularization. 24th China Process Control Conference, Hohhot, Inner Mongolia, 2013/08/02–05; Control Theory and Application, 2014/03,31(3): 334–342, Yue, Luo. Data fusion based on biased estimation improves the reliability of dual-sensor measurement. Journal of Chemical Engineering, 2014/04,65 (4): 6544. Luo. Trade-off optimization between overall margin and control performance of chemical process. Journal of Chemical Engineering, 2014/04,65 (4):1303–1309, Xu Feng. Effect of CO combustion improver on air distribution of FCC combustion during near-complete combustion. Journal of Chemical Engineering, 2014/05,22 (5): 531–537 Cao Pengfei, Luo,. Soft sensor system derived from Wiener nonlinear model structure: modeling and identification (modeling and identification of soft instrument system derived from Wiener nonlinear model) China Chemical Industry Journal, 2014/05,22 (5): 538–548 Cao Pengfei, Luo. Stochastic Newton recursive identification under the framework of two-rate system auxiliary model. Control and decision-making, 20 15/0 1 30 (1):17–124, Xu Feng. Double time scale modeling and dynamic characTEristics analysis of flash tank in te process. Journal of Chemical Engineering, 20 15/0 1 66 (Luo, 65438. Network Synthesis of Multi-pass Heat Exchanger with Optimal Shell-and-Tube Number Based on Pinch Technology. Chemical engineering research and design, 20 15/0 1, 93:185–193 Luo, Zuo Ruixiang, Feng, Xu Feng. Buffer temperature rise correction switching control for unsteady start-up of chemical process. Journal of chemical engineering, 20 15/02. Cao Pengfei, Luo. Structure design of regulator based on model predictive control. Journal of Process Control, 20 15/04, 28: 95–103 Liu Jianwei, Cui, Luo. A survey of sparse population model and its algorithm. Journal of Electronics, 2015/04,43 (4): 776–782, Wang, Luo. Adaptive soft sensor based on nonlinear differential algebraic observer. IEEE Sensor Journal, 20 15/06,15 (6): 3249–3257 Liu Jianwei, Cui,, Luo. Regularized sparse model. Chinese journal of computers, China, 2015/07,38 (7):1307–1325 Liu Jianwei, Liu Yuan. 38 (8):1592–1617 Liu Jianwei, Ren Zhengping, Li Haien, Luo. Adaptive sparse learning of paired Markov networks. Acta automatica sinica, 2015/08,41(8):1419–1437, Ton J. J. van den Boom, Bart De Schutter, Xiong. Continuous piecewise imitation. IEEE automatic control transactions, 20 16, doi10.109/tac.2015.2465212 Huang Min. Soft sensor calibration method based on Bayesian Gaussian process regression. International Journal of Innovative Computing, Information and Control (ijicic), 20 16/04, 12 (2) Liu Jianwei; Sun Kangzheng; Liu Zeyu; Luo. Feature extraction of kernel canonical correlation analysis and adaptive learning of kernel logic regression domain. Journal of Electronics, 20 16 Liu Jianwei, Cui, Luo. A survey of sparse learning of probability graph model. Chinese journal of computers, 20 16 Xiong, Yue Yuanlong,. Analysis of the relationship between ridge estimation and other typical biased estimation. International Journal of Innovative Computing, Information and Control