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首页> 外文期刊>IEEE transactions on industrial informatics >Robust Evolutionary Optimal Tolerance Design for Machining Variables of Surface Grinding Process
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Robust Evolutionary Optimal Tolerance Design for Machining Variables of Surface Grinding Process

机译:平面磨削加工变量的鲁棒演化最优公差设计

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摘要

A Taguchi sliding-based differential evolution algorithm with orthogonal array (TDEOA) is proposed for solving tolerance design problems. Tolerance affects system performance and leads to violation of design constraints. By including a Taguchi three-level orthogonal array, the proposed TDEOA obtains robust optimal solutions that minimize the impact of variations in machining variables and that maintain compliance with a comprehensive set of process constraints. After evaluating its performance in practical case studies of rough and finish grinding processes, the performance of the proposed TDEOA is compared with those of other nature-inspired optimization approaches. In addition, a distinct way has been introduced to estimate the reliability of a set of measurements for a surface grinding process. Reliability tests from the proposed TDEOA approach confirm its effectiveness as specified tolerances are considered.
机译:为解决公差设计问题,提出了一种基于Taguchi滑模的正交阵列差分进化算法(TDEOA)。公差会影响系统性能并导致违反设计约束。通过包括Taguchi三级正交阵列,所提出的TDEOA获得了鲁棒的最佳解决方案,该解决方案可最大程度地减少加工变量变化的影响并保持对一系列综合工艺约束的合规性。在粗加工和精磨工艺的实际案例研究中评估了其性能之后,将拟议的TDEOA的性能与其他自然启发性的优化方法进行了比较。另外,已经引入了一种独特的方式来估计用于表面研磨过程的一组测量的可靠性。提议的TDEOA方法的可靠性测试证实了其有效性,因为考虑了指定的公差。

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