AI Research
Optimal Transport-based Permutation-Invariant Bayesian Optimization of Offshore Wind Farm Layouts
Bayesian Optimization (BO) is widely and successfully adopted for solving optimization problems having an expensive-to-evaluate, black-box, and non-convex objective function. However, the vanilla BO algorithm is not able to exploit possible symmetries characterizing the target pr...
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ArXiv CS.AI
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ArXiv CS.AI
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This research introduces a permutation-invariant Bayesian Optimization method (PIBO) for optimizing offshore wind farm layouts. By leveraging Optimal Transport theory, PIBO effectively handles the inherent symmetry of such problems, leading to improved layouts and reduced computational costs.
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