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Engineering design optimization method and system based on multi-objective evolutionary algorithm

机译:基于多目标进化算法的工程设计优化方法和系统

摘要

The present invention discloses systems and methods of conducting multi-objective evolutionary algorithm (MOEA) based engineering design optimization of a product (e.g., automobile, cellular phone, etc.). Particularly, the present invention discloses an archive configured for monitoring the progress and characterizing the performance of the MOEA based optimization. Further, an optimization performance indicator is created using the archive's update history. The optimization performance indicator is used as a metric of the current state of the optimization. Finally, a stopping or termination criterion for the MOEA based optimization is determined using a measurement derived from the optimization performance indicators. For example, a confirmation of a "knee" formation has developed in the optimization performance indicators. The optimization performance indicators include, but are not limited to, consolidation ratio, improvement ratio, hypervolume.
机译:本发明公开了进行产品(例如,汽车,蜂窝电话等)的基于多目标进化算法(MOEA)的工程设计优化的系统和方法。特别地,本发明公开了一种档案,其被配置为监视进度并表征基于MOEA的优化的性能。此外,使用档案的更新历史记录来创建优化性能指标。优化性能指标用作优化当前状态的度量。最后,使用基于优化性能指标的度量来确定基于MOEA的优化的停止或终止标准。例如,在优化性能指标中已经确定了“膝盖”形成。优化性能指标包括但不限于合并率,改善率,超量。

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