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Separation process synthesis: A knowledge-based system using spreadsheet macros

机译:分离过程综合:使用电子表格宏的基于知识的系统

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摘要

A task-oriented approach to the syntheses of flowsheets separating multicomponent mixtures, and the selection of the appropriate unit operation(s) has been developed.;Built in the environment of spreadsheet macros, PROSHEET (PROcess design spreadSHEET) was designed, based on a combination of heuristic and algorithmic approaches. The expert system is rule-based with the design knowledge organized into a query with system hierarchy, by dividing the main separation problem into subproblems. The subproblems were of two types, (a) split definition, and (b) unit operation selection. Heuristics helped in this subdivision. Each subproblem contains a series of ordered heuristics based on process characteristics and component properties.;PROSHEET has been designed to handle vapor-liquid, gas, and non-volatile solute/solvent separations. The knowledge base is governed by rules which are forward-chained, while the inference engine is governed by rules which are distracted chained, i.e., a combination of forward and backward chaining. Algorithms are used to calculate physical properties from a supporting database and make unit operation calculations.;The separation sequences recommended and the flowsheets developed for sample problems were compared to those found in commercial designs and process synthesis literature. The sequences recommended conformed to commercial designs and PROSHEET at times suggested considering alternative unit operations for a particular split. Although not considered a high-level programming language, spreadsheet macros clearly emulate a rule-based approach used by high-level languages, and the spreadsheet environment itself is very versatile for developing numerous other expert systems.
机译:已开发出一种面向任务的方法来合成分离多组分混合物的流程图,并选择适当的单元操作。;基于电子表格宏的环境,设计了PROSHEET(PROcess design spreadSHEET),基于启发式和算法方法的结合。通过将主要分离问题划分为子问题,专家系统是基于规则的,其设计知识被组织成具有系统层次结构的查询。子问题有两种类型,(a)拆分定义,(b)单元操作选择。启发式方法在此细分中有所帮助。每个子问题都包含基于过程特性和组件属性的一系列有序启发法; PROSHEET旨在处理汽-液,气和非挥发性溶质/溶剂分离。知识库由前向链接的规则控制,而推理引擎由分散链接的规则(即,前向链接和后向链接的组合)控制。使用算法从支持的数据库中计算物理性质,并进行单元操作计算。将建议的分离顺序和针对样品问题开发的流程图与商业设计和过程合成文献中的相比较。建议的顺序符合商业设计要求,并且PROSHEET有时建议考虑针对特定拆分的替代单元操作。电子表格宏虽然不被认为是高级编程语言,但显然可以模仿高级语言使用的基于规则的方法,并且电子表格环境本身对于开发许多其他专家系统非常灵活。

著录项

  • 作者

    Mundkur, Siddharth Dinesh.;

  • 作者单位

    University of Louisville.;

  • 授予单位 University of Louisville.;
  • 学科 Chemical engineering.;Computer science.;Operations research.;Artificial intelligence.
  • 学位 Ph.D.
  • 年度 1995
  • 页码 144 p.
  • 总页数 144
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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