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Keywords: latent variable Gaussian process
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Proceedings Papers

Proc. ASME. IDETC-CIE2022, Volume 3A: 48th Design Automation Conference (DAC), V03AT03A049, August 14–17, 2022
Paper No: DETC2022-90177
... not been sampled yet. We show that domain knowledge about physical descriptors can be intuitively embedded into the latent variable Gaussian process approach — a mixed-variable GP modeling technique — and used to selectively explore levels of qualitative variables in the Bayesian optimization framework...
Proceedings Papers

Proc. ASME. IDETC-CIE2019, Volume 2A: 45th Design Automation Conference, V02AT03A066, August 18–21, 2019
Paper No: DETC2019-98222
... Optimization for multiple objectives to identify the Pareto Frontier within tens of iterations. These findings project Bayesian Optimization as a powerful tool for design of engineered material systems. data-centric material design latent variable Gaussian process mixed-variable Bayesian optimization...