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Evolutionary system design using a generalized component–resource model

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ABSTRACT This article presents a method for multiobjective optimization of a complex system, modelling it as a collection of components and resource flows between them. Constraints can be imposed on… Click to show full abstract

ABSTRACT This article presents a method for multiobjective optimization of a complex system, modelling it as a collection of components and resource flows between them. Constraints can be imposed on a component basis or system-wide, based on the resource flows. Optimization is performed by a genetic algorithm utilizing a variable-length genome. This specialized genome enables a more open-ended design capability than previous similar frameworks. Systems are evaluated through a user-defined simulation, and results can be presented in any trade space of interest based on the performance in the simulation. The framework is then applied to the design of a table as a simple proof of concept. In this problem, the framework was found to identify a design within 4% of the theoretical optimum 80% of the time, and within 8% of the theoretical optimum the remaining 20% of the time.

Keywords: evolutionary system; system; design using; resource; system design; design

Journal Title: Engineering Optimization
Year Published: 2020

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