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Progressive design methodology for complex engineering systems based on multiobjective genetic algorithms and linguistic decision making

机译:基于多目标遗传算法和语言决策的复杂工程系统渐进设计方法

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摘要

This work focuses on a design methodology that aids in design and development of complex engineering systems. This design methodology consists of simulation, optimization and decision making. Within this work a framework is presented in which modelling, multi-objective optimization and multi criteria decision making techniques are used to design an engineering system. Due to the complexity of the designed system a three-step design process is suggested. In the first step multi-objective optimization using genetic algorithm is used. In the second step a multi attribute decision making process based on linguistic variables is suggested in order to facilitate the designer to express the preferences. In the last step the fine tuning of selected few variants are performed. This methodology is named as progressive design methodology. The method is applied as a case study to design a permanent magnet brushless DC motor drive and the results are compared with experimental values.
机译:这项工作侧重于有助于复杂工程系统设计和开发的设计方法论。这种设计方法包括仿真,优化和决策。在这项工作中,提出了一个框架,其中使用建模,多目标优化和多准则决策技术来设计工程系统。由于设计系统的复杂性,建议采用三步设计过程。第一步,使用基于遗传算法的多目标优化。在第二步中,提出了一种基于语言变量的多属性决策过程,以帮助设计人员表达偏好。在最后一步中,对选定的几个变体进行微调。该方法称为渐进设计方法。该方法作为案例研究设计了永磁无刷直流电动机驱动器,并将结果与​​实验值进行了比较。

著录项

  • 作者

    Kumar, P.; Bauer, P.;

  • 作者单位
  • 年度 2008
  • 总页数
  • 原文格式 PDF
  • 正文语种 en
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