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A MATLAB GUI Toolbox for Surrogate-Based Design and Optimization

机译:用于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:替代模型技术是一种快速解决方案和基于数据的技术,在复杂工程系统的设计和优化中具有重要意义,并且已被用于近似问题而没有明确的功能。本文提出了一种名为SBDO Toolbox的基于代理的设计和优化(SBDO)图形用户界面(GUI),它将MATLAB的强大数学分析功能与GUIDE的出色界面设计功能相结合。该工具箱由三个模块组成,即实验设计(DOE),替代模型的构建和预测/优化。通过输入自变量的信息,设置一些选项(或仅保留默认值),用户可以轻松解决优化问题,并且每个模块的结果都可以图形方式显示。模块之间的数据传输是连续的,因此可以确保设计过程的完整性。提出的SBDO工具箱可通过简单地设置参数而无需任何有关替代模型技术的专业知识,即可普遍应用于工程设计和优化。因此,SBDO Toolbox的开发是为了简化工程系统中SBDO流程的步骤和操作,并推广SBDO技术。

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