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Research on intelligent expert system of green cutting process and its application

机译:绿化切割智能专家系统的研究与应用

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摘要

Due to the urgent need for more flexible and intelligent response to rapid changing customer demand in highly competitive market environment, intelligent optimization of the cutting process parameters based on the cutting process cases were researched, and an expert system (ES) of the green cutting process technology was constructed. Its processor was performed by hybrid reasoning method of cases and rules while part model and process model of the workpiece to be manufactured were carried out. The mathematical model of machine tool energy consumption was given using response surface methodology (RSM) based on experimental data collected from the machining tool manufacturing enterprise. Based on the case library, the basic database, the model library and the rule library, the part model and the process model of the typical machine tool parts were established, thus those formed a knowledge base. The cutting process technology of the head spindle on certain machine tool was optimized as one instance, the process of similar calculation and the optimization procedure was given. The optimization process technology was verified, and it proved the feasibility and applicability of the ES. Those provided one optimization plan and program of green processing technology for the sustainable manufacturing enterprises. The ES of the green cutting process technology could help the technologist of enterprises more rapidly respond to the demands of customers in highly competitive market environment and relieve the impact to the environment. (C) 2018 Elsevier Ltd. All rights reserved.
机译:由于迫切需要在竞争激烈的市场环境中对快速变化的客户需求做出更灵活,更智能的响应,因此研究了基于切割工艺案例的切割工艺参数的智能优化,并开发了绿色切割工艺的专家系统(ES)技术得以构建。它的处理器通过案例和规则的混合推理方法执行,同时执行要制造的工件的零件模型和过程模型。基于响应面方法(RSM),基于从机床制造企业收集的实验数据,给出了机床能耗的数学模型。在案例库的基础上,建立了典型机床零件的基础数据库,模型库和规则库,建立了零件模型和过程模型,形成了知识库。以某机床上主轴的切削加工工艺为例进行了优化,给出了相似的计算过程和优化步骤。对优化过程技术进行了验证,证明了ES的可行性和适用性。这些为可持续制造企业提供了一种绿色加工技术的优化计划和程序。绿色切割工艺技术的ES可以帮助企业技术人员在竞争激烈的市场环境中更快地响应客户的需求,并减轻对环境的影响。 (C)2018 Elsevier Ltd.保留所有权利。

著录项

  • 来源
    《Journal of Cleaner Production》 |2018年第1期|904-911|共8页
  • 作者单位

    Hunan Univ Sci & Technol, Hunan Prov Key Lab High Efficiency & Precis Machi, Xiangtan 411201, Hunan, Peoples R China;

    Hunan Univ Sci & Technol, Hunan Prov Key Lab High Efficiency & Precis Machi, Xiangtan 411201, Hunan, Peoples R China;

    Hunan Univ Sci & Technol, Hunan Prov Key Lab High Efficiency & Precis Machi, Xiangtan 411201, Hunan, Peoples R China;

    Hunan Univ Sci & Technol, Hunan Prov Key Lab High Efficiency & Precis Machi, Xiangtan 411201, Hunan, Peoples R China;

    Hunan Univ Sci & Technol, Hunan Prov Key Lab High Efficiency & Precis Machi, Xiangtan 411201, Hunan, Peoples R China;

  • 收录信息
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Green cutting process technology; Intelligent optimization; Expert system; Hybrid reasoning; Case library;

    机译:绿色切割工艺技术;智能优化;专家系统;混合推理;案例库;

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