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An optimization-based method for designing modular systems that traverse dynamic s-Pareto frontiers

机译:基于优化的设计遍历动态s-Pareto边界的模块化系统的方法

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摘要

The use of multiobjective optimization in identifying systems that account for changes in needs (preferences), operating environments, concepts, and analysis models over time is generally not explored. In terms ofidentifying sets of non-dominated designs, these changes result in the concept of dynamic Pareto frontiers, or dynamic s-Pareto frontiers in cases where sets of system concepts are being evaluated simultaneously over time. In a previous work by the authors, a 6-step optimization-based method was presented to identify systems that account for predicted changes in preferences by moving from one s-Pareto design to another through module addition. Addressing some of the limitations of this method, this paper presents an improved 5-step optimization-based method that builds on recent developments in multiobjective problem formulations of dynamic s-Pareto frontiers. In addition, recognizing the inherent uncertainty associated with predicting future needs or preferences and dynamic s-Pareto frontiers, the incorporation of uncertainty analysis in this improved method is also presented as an additional method improvement. Application of the presented method is illustrated through a modular plywood cart system for developing countries.
机译:通常不会探索使用多目标优化来确定负责解决随时间变化的需求(偏好),操作环境,概念和分析模型的系统。在识别非主导设计集方面,这些变化导致了动态帕累托边界概念或动态s-帕累托边界概念(在系统概念集随时间同时进行评估的情况下)。在作者先前的工作中,提出了一种基于6步优化的方法,该方法通过模块添加从一个s-Pareto设计转移到另一个s-Pareto设计,从而确定说明偏好预测变化的系统。针对此方法的一些局限性,本文提出了一种改进的基于5步优化的方法,该方法建立在动态s-帕累托边界多目标问题公式的最新发展基础上。此外,由于认识到与预测未来需求或偏好以及动态s-Pareto边界相关的固有不确定性,因此还提出了将不确定性分析并入此改进方法中,作为另一种方法改进。通过模块化的胶合板推车系统为发展中国家说明了所提出方法的应用。

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