This paper focuses on the solution of difficult Multidisciplinary Optimization formulations arising in ship design. The latter schemes are by nature the result of the interaction among several optimization problems. Each optimization problem summarizes the issues related to a specic aspect (discipline) of the formulation, and it may be hardly solved by stand-alone methods which ignore the other disciplines. This usually yields very challenging numerical optimization problems, due to the simultaneous solution of dierent schemes. In particular, in our ship design applications we stress the strong interaction between fluid-dynamics and optimization, in order to get remarkable achievements. The ordinary stand-alone methods from mathematical programming prove to be often unsatisfactory on the latter multidisciplinary problems. This scenario requires a specic integration of both Fluid-dynamics and Optimization, where constrained optimization schemes frequently arise. We give evidence that the proper use of Penalty Methods, combined with Global Optimization techniques, may both be a theoretically correct approach, and may yield a fruitful class of techniques for the solution of Multidisciplinary problems. We provide numerical results with dierent penalty functions, over difficult multidisciplinary formulations from ship design. Here, the introduction of penalty methods proved to be a valuable tool since feasibility issues strongly affect the formulation.

Penalty Function approaches for Ship Multidisciplinary Design Optimization (MDO)

FASANO, Giovanni;
2012-01-01

Abstract

This paper focuses on the solution of difficult Multidisciplinary Optimization formulations arising in ship design. The latter schemes are by nature the result of the interaction among several optimization problems. Each optimization problem summarizes the issues related to a specic aspect (discipline) of the formulation, and it may be hardly solved by stand-alone methods which ignore the other disciplines. This usually yields very challenging numerical optimization problems, due to the simultaneous solution of dierent schemes. In particular, in our ship design applications we stress the strong interaction between fluid-dynamics and optimization, in order to get remarkable achievements. The ordinary stand-alone methods from mathematical programming prove to be often unsatisfactory on the latter multidisciplinary problems. This scenario requires a specic integration of both Fluid-dynamics and Optimization, where constrained optimization schemes frequently arise. We give evidence that the proper use of Penalty Methods, combined with Global Optimization techniques, may both be a theoretically correct approach, and may yield a fruitful class of techniques for the solution of Multidisciplinary problems. We provide numerical results with dierent penalty functions, over difficult multidisciplinary formulations from ship design. Here, the introduction of penalty methods proved to be a valuable tool since feasibility issues strongly affect the formulation.
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/10278/30267
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