The Optimal Control of Heuristic Dynamic Programming in Molecular Distillation

被引:1
|
作者
Zhang, Xiumei [1 ]
Dai, Wei [1 ]
Liu, Yang [1 ]
Zhang, Jia [1 ]
Liu, Xinran [1 ]
机构
[1] Changchun Univ Technol, Inst Elect & Elect Engn, Changchun, Jilin, Peoples R China
来源
2017 NINTH INTERNATIONAL CONFERENCE ON INTELLIGENT HUMAN-MACHINE SYSTEMS AND CYBERNETICS (IHMSC 2017), VOL 2 | 2017年
关键词
Molecular distillation; Heuristic Dynamic Programming; neural networks; optimal control;
D O I
10.1109/IHMSC.2017.169
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Molecular distillation technology is a kind of industrial separation technology, which can greatly improve the purity and yield of the product. However, due to the process of molecular distillation is very complex, it is difficult to establish a precise mathematical model to realize an expected control. So, in this paper, considering that BP neural network can approximate any nonlinear system, a large amount of off-line experimental data is used to establish the model of molecular distillation system by BP neural network. To obtain optimal control in molecular distillation, Heuristic Dynamic Programming technique is applied. The simulation example is provided to demonstrate the validity of the derived optimal control scheme.
引用
收藏
页码:249 / 252
页数:4
相关论文
共 50 条
  • [21] Event-triggered optimal trajectory tracking control of underactuated ships based on goal representation heuristic dynamic programming
    Deng, Yingjie
    Zhang, Shitong
    Xu, Yifei
    Zhang, Xianku
    Zhou, Weina
    OCEAN ENGINEERING, 2024, 308
  • [22] Dissipativity in Infinite Horizon Optimal Control and Dynamic Programming
    Angeli, David
    Gruene, Lars
    APPLIED MATHEMATICS AND OPTIMIZATION, 2024, 89 (02)
  • [23] Dissipativity in Infinite Horizon Optimal Control and Dynamic Programming
    David Angeli
    Lars Grüne
    Applied Mathematics & Optimization, 2024, 89
  • [24] Optimal control problems on manifolds: a dynamic programming approach
    Chryssochoos, I
    Vinter, RB
    JOURNAL OF MATHEMATICAL ANALYSIS AND APPLICATIONS, 2003, 287 (01) : 118 - 140
  • [25] Optimal control of hybrid systems based on dynamic programming
    Yin, ZS
    Li, P
    PROCEEDINGS OF THE 2001 AMERICAN CONTROL CONFERENCE, VOLS 1-6, 2001, : 880 - 881
  • [26] Dynamic programming for some optimal control problems with hysteresis
    Bagagiolo, F
    NODEA-NONLINEAR DIFFERENTIAL EQUATIONS AND APPLICATIONS, 2002, 9 (02): : 149 - 174
  • [27] Comparison of heuristic dynamic programming and dual heuristic programming adaptive critics for neurocontrol of a turbogenerator
    Venayagamoorthy, GK
    Harley, RG
    Wunsch, DC
    IEEE TRANSACTIONS ON NEURAL NETWORKS, 2002, 13 (03): : 764 - 773
  • [28] RLS Algorithms and Convergence Analysis Method for Online DLQR Control Design via Heuristic Dynamic Programming
    Santos, Watson R. M.
    Queiroz, Jonathan A.
    Neto, Joao Viana da F.
    Rego, Patricia H. M.
    Santana, Ewaldo
    Andrade, Gustavo
    2014 UKSIM-AMSS 16TH INTERNATIONAL CONFERENCE ON COMPUTER MODELLING AND SIMULATION (UKSIM), 2014, : 77 - 83
  • [29] Model-free event-triggered optimal control with performance guarantees via goal representation heuristic dynamic programming
    Jianfeng Wang
    Yan Wang
    Zhicheng Ji
    Nonlinear Dynamics, 2022, 108 : 3711 - 3726
  • [30] Dynamic Programming, Neuro-Dynamic Programming, Rollout Method and Model Predictive Control to Optimal Control of a Fermentation Process
    Ilkova, Tatiana
    Petrov, Mitko
    CONTEMPORARY MATHEMATICS, 2024, 5 (03): : 3790 - 3803