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
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
  • [41] Heuristic Dynamic Programming for Semi-active Control of Vibration Isolation
    Yang, Tao
    Ma, Jia
    Hou, Zeng-Guang
    Tan, Min
    Yang, JianZhong
    2008 IEEE INTERNATIONAL CONFERENCE ON INDUSTRIAL TECHNOLOGY, VOLS 1-5, 2008, : 838 - +
  • [42] Complete stability analysis of a heuristic approximate dynamic programming control design
    Sokolov, Yury
    Kozma, Robert
    Werbos, Ludmilla D.
    Werbos, Paul J.
    AUTOMATICA, 2015, 59 : 9 - 18
  • [43] Convergence of direct heuristic dynamic programming in power system stability control
    Lu, Chao
    Si, Jennie
    Xie, Xiaorong
    Song, Jie
    2007 IEEE INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS, VOLS 1-6, 2007, : 908 - +
  • [44] Control Vector Parametrisation versus Iterative Dynamic Programming in dynamic optimisation of a distillation column
    Fikar, M
    Latifi, MA
    Fournier, F
    Creff, Y
    COMPUTERS & CHEMICAL ENGINEERING, 1998, 22 : S625 - S628
  • [45] 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
  • [46] Optimal Tracking Control for a Class of Nonlinear Discrete-Time Systems with Time Delays Based on Heuristic Dynamic Programming
    Zhang, Huaguang
    Song, Ruizhuo
    Wei, Qinglai
    Zhang, Tieyan
    IEEE TRANSACTIONS ON NEURAL NETWORKS, 2011, 22 (12): : 1851 - 1862
  • [47] Fourier-Hermite Dynamic Programming for Optimal Control
    Hassan, Syeda Sakira
    Sarkka, Simo
    IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2023, 68 (10) : 6377 - 6384
  • [48] Optimal signal control using adaptive dynamic programming
    Kim, CO
    Park, Y
    Baek, JG
    COMPUTATIONAL SCIENCE AND ITS APPLICATIONS - ICCSA 2005, VOL 4, PROCEEDINGS, 2005, 3483 : 148 - 160
  • [49] Approximation of optimal feedback control: a dynamic programming approach
    Bao-Zhu Guo
    Tao-Tao Wu
    Journal of Global Optimization, 2010, 46 : 395 - 422
  • [50] Determination of optimal control strategies for TSP by dynamic programming
    Aicardi, Michele
    Giglio, Davide
    Minciardi, Riccardo
    47TH IEEE CONFERENCE ON DECISION AND CONTROL, 2008 (CDC 2008), 2008, : 2160 - 2167