基于模糊案例推理和模糊层次分析法在刀具规划控制中的应用

IF 1.4 Q4 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE Advances in Fuzzy Systems Pub Date : 2023-10-13 DOI:10.1155/2023/8072930
Fentahun Moges Kasie, Glen Bright
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引用次数: 0

摘要

刀具规划与控制是机械加工过程中的关键问题。目前的文献表明,刀具规划和控制问题在过去的金属切削过程中没有得到充分的研究。通常,刀具规划和控制问题是通过不同的优化、仿真和计算机辅助规划(CAP)方法来解决的。为了弥补这一知识缺口,本研究提出了一种基于模糊案例推理(F-CBR)和模糊层次分析法(F-AHP)相结合的决策支持系统(DSS)。这种整合被应用于确定新案例和先前案例之间的混合相似性度量。该研究为模糊集理论(FST)、CBR和AHP的集成解决加工刀具规划和控制问题提供了新的见解。我们提出的系统检索最好的相似的先前案例来重用和调整它们以适应新的订单到达。通过数值算例验证了所研究的决策支持系统的可靠性。
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Application of Fuzzy Case-Based Reasoning and Fuzzy Analytic Hierarchy Process for Machining Cutter Planning and Control
Cutter planning and control are the crucial problems in machining processes. The current literature indicates that the issue of cutter planning and control problem was not adequately researched in the past in a metal-cutting process. Usually, cutter planning and control problems were addressed using different optimization, simulation, and computer-aided planning (CAP) methods. To bridge this knowledge gap, this study proposed a decision support system (DSS) that can integrate fuzzy case-based reasoning (F-CBR) and fuzzy analytic hierarchy process (F-AHP) methods. This integration was applied to determine hybrid similarity measures between new and prior cases. The study provides new insights into the integration of fuzzy set theory (FST), CBR, and AHP for solving machining cutter planning and control problems. Our proposed system retrieves the best similar prior cases to reuse and adapt them to new order arrivals. A numerical example was illustrated to validate the soundness of the researched DSS.
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来源期刊
Advances in Fuzzy Systems
Advances in Fuzzy Systems MATHEMATICS, APPLIED-
CiteScore
4.10
自引率
7.70%
发文量
15
审稿时长
21 weeks
期刊介绍: Advances in Fuzzy Systems is an international journal which aims to provide a forum for original research articles in the theory and applications of fuzzy subsets and systems. The goal of the journal is to help promote the advances in the development and practice of fuzzy system technologies in the areas of engineering, management, medical, economic, environmental, and societal problems. Advances in Fuzzy Systems is intended to provide a rapid communication of fully refereed papers through the open access publication model, which will enable the journal to reach a far greater audience than traditional subscription-based journals.
期刊最新文献
The Investigation of Some Essential Concepts of Extended Fuzzy-Valued Convex Functions and Their Applications Usage of the Fuzzy Adomian Decomposition Method for Solving Some Fuzzy Fractional Partial Differential Equations Application of Fuzzy Case-Based Reasoning and Fuzzy Analytic Hierarchy Process for Machining Cutter Planning and Control Research on fuzzy control based flexible composite winding system Quantitative analyses and development of a q -incrementation algorithm for FCM with tsallis entropy maximization
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