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A MATLAB GUI Toolbox for Surrogate-Based Design and Optimization

机译:基于代理的设计和优化的Matlab GUI工具箱

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摘要

The surrogate model technique, a fast-solving and data-based technology, has great significances in design and optimization of complex engineering systems and has been used to approximate problems without explicit functions. In this paper, a surrogate-based design and optimization (SBDO) Graphical User Interface (GUI) named SBDO Toolbox is proposed, which combines the powerful mathematical analysis capability of MATLAB with the superb interfacial design function of GUIDE. This toolbox consists of three modules, i.e., design of experiments (DOE), construction of surrogate models and prediction/optimization. Users can address an optimization problem easily by inputting the information of independent variables, setting some options (or just keeping default values), and the results of each module can be displayed graphically. The data transmission between modules is continuous, so the integrity of design process can be guaranteed. The proposed SBDO Toolbox can be commonly applied to engineering design and optimization by simply setting parameters without any professional knowledge about surrogate model techniques. Therefore, the development of SBDO Toolbox is to simplify the steps and operations of the SBDO process in engineering systems and to promote the SBDO technology.
机译:代理模型技术,快速解决和基于数据的技术,在复杂工程系统的设计和优化方面具有很大的重要性,并且已被用来近似没有明确功能的问题。在本文中,提出了一种基于代理的设计和优化(SBDO)图形用户界面(GUI)名为SBDO Toolbox的,它与MATLAB的强大数学分析能力与指南的Superb界面设计功能相结合。该工具箱由三个模块,即实验设计(DOE),代理模型的构建和预测/优化。用户可以通过输入独立变量的信息来轻松解决优化问题,设置某些选项(或仅保留默认值),并且可以以图形方式显示每个模块的结果。模块之间的数据传输是连续的,因此可以保证设计过程的完整性。建议的SBDO工具箱可以通过简单地设置参数而没有任何关于代理模型技术的专业知识来应用于工程设计和优化。因此,SBDO工具箱的开发是简化工程系统中SBDO过程的步骤和操作,并促进SBDO技术。

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