Gradient-Based Trade-Off Design for Engineering Applications

Q2 Engineering Designs Pub Date : 2023-06-24 DOI:10.3390/designs7040081
Lena A. Royster, Gene Hou
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Abstract

The goal of the trade-off design method presented in this study is to achieve newly targeted performance requirements by modifying the current values of the design variables. The trade-off design problem is formulated in the framework of Sequential Quadratic Programming. The method is computationally efficient as it is gradient-based, which, however, requires the performance functions to be differentiable. A new equation to calculate the scale factor to control the size of the design variables is introduced in this study, which can ensure the new design achieves the targeted performance objective. Three formal approaches are developed in this study for trade-off design to handle various design scenarios, which include one that can handle cases with linearly dependent constraints and with more constraints than the number of design variables. Three engineering design problems are presented as examples to validate and demonstrate the use of these trade-off approaches to find the best way to adjust the design variables to meet the revised performance requirements.
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基于梯度的工程应用权衡设计
本研究中提出的权衡设计方法的目标是通过修改设计变量的当前值来达到新的目标性能要求。在顺序二次规划的框架下提出了权衡设计问题。该方法是基于梯度的,计算效率高,但要求性能函数是可微的。本文引入了一种新的计算比例因子的公式来控制设计变量的大小,从而保证新设计达到预定的性能目标。本研究为权衡设计开发了三种正式方法来处理各种设计场景,其中包括一种可以处理具有线性相关约束和约束多于设计变量数量的情况的方法。本文以三个工程设计问题为例,验证和演示了这些权衡方法的使用,以找到调整设计变量以满足修订后的性能要求的最佳方法。
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来源期刊
Designs
Designs Engineering-Engineering (miscellaneous)
CiteScore
3.90
自引率
0.00%
发文量
0
审稿时长
11 weeks
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