Algorithm for Solving the Problem of Optimal Control of a Chemical-Technological Process with Terminal Constraints

IF 0.1 Q4 ENGINEERING, MULTIDISCIPLINARY Engineering Technologies and Systems Pub Date : 2022-09-30 DOI:10.15507/2658-4123.032.202203.410-422
Evgeniya V. Antipina, S. Mustafina, A. F. Antipin, N. D. Morozkin
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Abstract

Introduction. The problem of determining the optimal mode parameters during the mathematical modeling of chemical and technological processes is the most important. Numerical methods and algorithms for the solution provide the basis for developing software packages to calculate processes and their digital twins. The mathematical model of the chemical-technological process can be described by a system of differential equations, highlighting the phase variables that determine the state of the process, and the control parameters, which can be changed and thereby affect the course of the process. The aim of the work is to develop a numerical algorithm for solving the problem of optimal control of a chemical-technological process in the presence of terminal constraints and the constraints on the control parameter. Materials and Methods. There was formulated the problem of optimal control in general terms. To solve it, the penalty method and method of artificial immune systems were applied. There was described a method for including constraints in the penalty function and for choosing a sequence of coefficients with which the penalty is taken. To overcome local extrema, a random choice of initial values of control parameters was used. Results. The article presents a step-by-step numerical algorithm for solving the problem of optimal control of a chemical-technological process with terminal constraints. A computational experiment was carried out for a model example, as a result of which the structure of the optimal process control and the corresponding optimal trajectories of phase variables are determined. It is shown that the calculated solution of the optimal control problem consists with the solution obtained by the needle linearization method. Discussion and Conclusion. The developed algorithm allows finding a numerical solution to the problem of optimal control of a chemical-technological process with terminal constraints. The solution does not depend on the choice of the initial approximation.
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具有终端约束的化工过程最优控制问题的求解算法
介绍。在化工工艺过程的数学建模中,最优模态参数的确定是最重要的问题。该解决方案的数值方法和算法为开发计算过程及其数字孪生的软件包提供了基础。化学工艺过程的数学模型可以用微分方程系统来描述,突出了决定过程状态的相变量和控制参数,这些变量可以改变,从而影响过程的进程。本工作的目的是开发一种数值算法,用于解决存在终端约束和控制参数约束的化工工艺过程的最优控制问题。材料与方法。用一般术语表述了最优控制问题。为了解决这一问题,采用了罚罚法和人工免疫系统的方法。描述了一种在惩罚函数中包含约束条件和选择惩罚所用系数序列的方法。为了克服局部极值,采用随机选择控制参数的初始值。本文提出了一种分步求解具有终端约束的化工工艺过程最优控制问题的数值算法。通过实例计算实验,确定了最优过程控制的结构和相变量的最优轨迹。结果表明,最优控制问题的计算解与用针线性化方法得到的解一致。讨论与结论。所开发的算法可以找到具有终端约束的化工工艺过程最优控制问题的数值解。解不依赖于初始近似的选择。
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来源期刊
Engineering Technologies and Systems
Engineering Technologies and Systems ENGINEERING, MULTIDISCIPLINARY-
自引率
33.30%
发文量
29
审稿时长
12 weeks
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