基于模糊逻辑的专家咨询系统的应用,以优化增材制造中的材料选择决策过程
Kinga Skrzek1, Emilia Mazgajczyk1, Bogdan Dybała1
1Centre for Advanced Manufacturing Technologies (CAMT/FPC), Faculty of Mechanical Engineering, Wrocław University of Science and Technology, Łukasiewicza 5 St., 50-370 Wroclaw, Poland.
Materials (Basel, Switzerland)
|January 25, 2025
概括
本研究引入了一个模糊逻辑咨询系统,以帮助中小企业 (SMEs) 选择增材制造 (AM) 材料. 该系统有效地与用户偏好保持一致,帮助复杂的材料选择决策.
科学领域:
- 制造业 工程 制造工程
- 材料科学 材料科学 材料科学
- 决策支持系统是什么?
背景情况:
- 工业4.0强调增材制造 (AM) 以优化生产,特别是对于中小企业 (SMEs).
- 用于增材制造的材料选择是复杂的,涉及许多不确定性的技术,经济和环境标准.
- 模糊逻辑系统提供了一个强大的决策方法,使用主观的用户偏好和不确定的数据.
研究的目的:
- 开发和评估基于模糊逻辑的咨询系统,用于AM材料选择.
- 支持中小企业为提高竞争力做出明智决策.
- 根据用户输入和系统逻辑动态调整标准权重.
主要方法:
- 开发一个整合分析层次过程 (AHP) 的咨询系统模型.
- 使用三角形和梯形模糊成员函数来处理不确定性.
- 实施动态标准权重调整机制.
主要成果:
- 开发的咨询系统与用户偏好保持了85%的一致性.
- 该系统有效地支持复杂的AM材料选择场景中的决策.
- 该模型证明能够动态调整标准权重.
结论:
- 基于模糊逻辑的咨询系统,结合AHP,对于AM材料选择是有效的.
- 开发的系统为中小企业导航材料选择提供了有价值的工具.
- 未来的工作应该探索将模糊逻辑与机器学习相结合,以提高精度和灵活性.
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