Methods for Modeling and Optimizing the Delayed Coking Process in a Fuzzy Environment

模糊逻辑 启发式 计算机科学 过程(计算) 自适应神经模糊推理系统 数学优化 模糊控制系统 人工智能 数学 操作系统
作者
Batyr Orazbayеv,Elmira Dyussembina,Gulzhan Uskenbayeva,Aliya Shukirova,Kulman Orazbayeva
出处
期刊:Processes [MDPI AG]
卷期号:11 (2): 450-450 被引量:11
标识
DOI:10.3390/pr11020450
摘要

Technological objects and processes are often characterized by fuzzy initial information necessary for developing their models and optimization. The purpose of the study is to develop a method for synthesizing linguistic models of fuzzy described objects and a heuristic method for solving the multicriteria optimization problem in a fuzzy environment. Based on the expert assessments and logical rules of conditional inference, a method for synthesizing linguistic models was developed for describing processes with fuzzy input and output parameters. To solve the problem of multicriteria optimization, a heuristic method based on the modification and combination of various optimality principles is proposed. Coking reactor models were developed by modifying the successive regression inclusion method and the least squares method. Linguistic models of the delayed coking process were developed in the Fuzzy Logic Toolbox, allowing to evaluate the coke quality depending on the temperature and pressure of coking reactors. Using the proposed heuristic method, the problem of two-criteria optimization of the delayed coking process with fuzzy constraints is solved. The results confirm the advantages of the proposed fuzzy approach compared with the well-known approaches. Unlike them, the proposed method allows making adequate decisions in a fuzzy environment by maximizing the use of available fuzzy information.
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