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Bayesian optimization with reference models: A case study in MPC for HVAC central plants
ArticleAbstract: We present a framework for exploiting reference models in Bayesian optimization (BO). Our approach iPalabras claves:Bayesian optimization, HVAC Plants, MPC Tuning, Reference modelsAutores:González L.D., Kumar R., Lu Q., Víctor M. ZavalaFuentes:scopusNatural Rubber Blend Optimization via Data-Driven Modeling: The Implementation for Reverse Engineering
ArticleAbstract: Natural rubber formulation methodologies implemented within industry primarily implicate a high depePalabras claves:formulation, Machine learning, Modeling, Natural rubber, Optimization, Response Surface Methodology, Reverse Engineering, ViscoelasticityAutores:González L.D., Osswald T.A., Qin S., Rodríguez J.C., Román A.J., Víctor M. ZavalaFuentes:scopusNew paradigms for exploiting parallel experiments in Bayesian optimization
ArticleAbstract: Bayesian optimization (BO) is one of the most effective methods for closed-loop experimental designPalabras claves:Bayesian optimization, High-throughput experiments, parallelizationAutores:González L.D., Víctor M. ZavalaFuentes:scopus