激光工艺流程优化专家系统

V. S. Maiorov, M. Sternin
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引用次数: 0

摘要

许多激光工艺的用户正在尝试创建数据库,积累他们在激光加工材料方面的经验。数据库是帮助使用激光机器的技术人员的有用工具。但这只是智能计算机程序应用的第一步。在本文中,我们介绍了专家系统(ES)的发展成果,以帮助技术人员在选择最佳条件的激光加工材料。ES是根据专家的实践知识和收集到数据库的实验结果创建的。建立了描述激光工艺过程的参数集。每一个过程的特征是这些参数的值在一些合理的范围内变化。这些参数被分为输入组和输出组。输入参数组包括激光器的主要技术特性、材料类型和对激光加工产品质量的要求。输出参数组由专家系统推荐的一组激光加工条件组成。一般来说,ES是专家决策过程的计算机模型。这一过程的步骤包括新任务分析、查找最接近的过去案例、评估任务相似度等。本文以机器学习外壳(Machine Learning Shell, MALS)专家系统为例,对激光切割工艺的最佳选择提供咨询。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Expert systems for optimization of laser technology processes
Many users of laser technological processes are trying to create data bases accumulating their experience in laser processing of materials. The data bases are useful tools to render help to technicians working with laser machines. But it is only the first step in utilization of intelligent computer programs. In this paper we present the results of the development of expert system (ES) to help technicians in the choice of best conditions for laser processing of materials. The ES has been created on the basis of practical knowledge of experts and experimental results collected to the data base. The set of parameters was developed for the description of laser technological processes. Each of the processes was characterized by the values of such parameters changing in some reasonable diapasons. Those parameters were divided into input and output groups. The input group of parameters included the main technical characteristics of the laser, the type of the material and the demands on the quality of laser processing products. The output group of parameters consisted of the set of laser processing conditions recommended by the expert system. Generally, the ES presents a computer model of the expert's decision making process. The steps of such a process are a new task analysis, search of closest past cases, evaluation of tasks similarity and so on. The expert system called MALS (Machine Learning Shell) is presented in this paper as an example of ES which could give consultations on the best choice of the laser cutting process.
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