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Development of a new multi-criteria optimization method for engineering design problems

机译:开发新的针对工程设计问题的多准则优化方法

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In this study, we developed a new multiple criteria optimization method in the context of engineering design. The design of experiment (DoE) and Technique for Order Preference by Similarity to Ideal Solution (TOPSIS) methods are combined to identify an objective function of the selected problem by fitting a polynomial to the experimental data in a multiple linear regression analysis. Then, the regression function is incorporated into a mathematical model with the criteria constraints to determine an optimal criteria set. The proposed method can be used to compare the functionality and results provided by different scenario analyses of a building design optimization problem, which represent design solutions. We applied the DoE-TOPSIS model to solve different multi-criteria design optimization problems using two examples from the literature and obtained satisfactory results. In the examples, the results obtained using the combined DoE-TOPSIS model are almost in agreement with those derived from conventional multi-criteria design optimization methods, which demonstrates the simplicity, usability, and flexibility of the proposed method in solving engineering design problems.
机译:在这项研究中,我们在工程设计的背景下开发了一种新的多准则优化方法。通过将多项式拟合到多元线性回归分析中的实验数据,结合了实验设计(DoE)和“与理想解决方案相似的顺序偏好技术”(TOPSIS)方法,以识别所选问题的目标函数。然后,将回归函数合并到具有标准约束条件的数学模型中,以确定最佳标准集。所提出的方法可用于比较代表设计解决方案的建筑设计优化问题的不同方案分析所提供的功能和结果。我们使用文献中的两个例子,将DoE-TOPSIS模型用于解决不同的多准则设计优化问题,并获得令人满意的结果。在示例中,使用组合的DoE-TOPSIS模型获得的结果与从常规多准则设计优化方法获得的结果几乎一致,这证明了所提出方法解决工程设计问题的简单性,可用性和灵活性。

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