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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:scopusBenchmarking ADMM in nonconvex NLPs
ArticleAbstract: We study connections between the alternating direction method of multipliers (ADMM), the classical mPalabras claves:ADMM, Augmented Lagrangian, COORDINATION, decomposition, Large-scale, NLPAutores:Laird C.D., Nicholson B., Rodriguez J.S., Víctor M. ZavalaFuentes:scopusA computational framework for quantifying and analyzing system flexibility
ArticleAbstract: We present a computational framework for analyzing and quantifying system flexibility. Our frameworkPalabras claves:Complex systems, Flexibility, UNCERTAINTYAutores:Pulsipher J.L., Rios D., Víctor M. ZavalaFuentes:scopusA framework for multi-stakeholder decision-making and conflict resolution
ArticleAbstract: We propose a decision-making framework to compute compromise solutions that balance conflicting prioPalabras claves:Compromise, Conditional value-at-risk, Multi-stakeholder, Multiobjective, Optimization, Pareto optimalityAutores:Dowling A.W., Ruiz-Mercado G.J., Víctor M. ZavalaFuentes:scopusA mixed-integer conic programming formulation for computing the flexibility index under multivariate gaussian uncertainty
ArticleAbstract: We present a methodology for computing the flexibility index when uncertainty is characterized usingPalabras claves:Ellipsoidal, Flexibility, mixed-integer, UNCERTAINTYAutores:Pulsipher J.L., Víctor M. ZavalaFuentes:scopusA scalable stochastic programming approach for the design of flexible systems
ArticleAbstract: We study the problem of designing systems in order to minimize cost while meeting a given flexibilitPalabras claves:Complex systems, design, Flexibility, Joint chance constraintsAutores:Pulsipher J.L., Víctor M. ZavalaFuentes:scopusA spatial superstructure approach to the optimal design of modular processes and supply chains
ArticleAbstract: Modularity is a design principle that aims to provide flexibility for spatio-temporal assembly/disasPalabras claves:design, Modularity, Supply chainsAutores:Ma J., Shao Y., Víctor M. ZavalaFuentes:scopusA tractable approximation for stochastic MPC and application to mechanical pulping processes
ArticleAbstract: This paper develops a tractable approximation for stochastic model pbkp_redictive control (SMPC). UnPalabras claves:ECONOMICS, Pulp and paper, Stochastic model pbkp_redictive controlAutores:Gopaluni R.B., Olson J.A., Prakash J., Tian H., Víctor M. ZavalaFuentes:scopusA unifying modeling abstraction for infinite-dimensional optimization
ArticleAbstract: Infinite-dimensional optimization (InfiniteOpt) problems involve modeling components (variables, objPalabras claves:Infinite-dimensional, measures, Optimization, Random, Space-timeAutores:Hongisto T.J., Pulsipher J.L., Víctor M. Zavala, Zhang W.Fuentes:scopusADAM: A web platform for graph-based modeling and optimization of supply chains
ArticleAbstract: Modeling and optimization are essential tasks that arise in the analysis and design of supply chainsPalabras claves:Graph Theory, Optimization, supply chain, Web toolsAutores:Göreke D., Hu Y., Martin M., Martín-Hernández E., Ruiz-Mercado G.J., Shen M., Tominac P.A., Víctor M. Zavala, Zhang W.Fuentes:scopus