ARGONAUT: AlgoRithms for Global Optimization of coNstrAined grey-box compUTational problems

Global optimization advances in Mixed-Integer Nonlinear Programming, MINLP, and Constrained Derivative-Free Optimization, CDFO

(2016) Fani Boukouvala et al.   EUROPEAN JOURNAL OF OPERATIONAL RESEARCH

Global optimization of general constrained grey-box models: new method and its application to constrained PDEs for pressure swing adsorption

(2015) Fani Boukouvala et al.   JOURNAL OF GLOBAL OPTIMIZATION

Derivative-free optimization for expensive constrained problems using a novel expected improvement objective function

(2014) Fani Boukouvala et al.   AICHE JOURNAL

Optimal scenario reduction framework based on distance of uncertainty distribution and output performance: I. Single reduction via mixed integer linear optimization

(2014) Zukui Li et al.   COMPUTERS & CHEMICAL ENGINEERING

Using surrogate models for efficient optimization of simulated moving bed chromatography

(2014) Suzhou Li et al.   COMPUTERS & CHEMICAL ENGINEERING

PGS-COM: A hybrid method for constrained non-smooth black-box optimization problems

(2014) Emanuele Martelli et al.   COMPUTERS & CHEMICAL ENGINEERING

Nationwide, Regional, and Statewide CO2 Capture, Utilization, and Sequestration Supply Chain Network Optimization

(2014) M. M. Faruque Hasan et al.   INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH

Influence of ensemble surrogate models and sampling strategy on the solution quality of algorithms for computationally expensive black-box global optimization problems

(2014) Juliane Müller et al.   JOURNAL OF GLOBAL OPTIMIZATION

ANTIGONE: Algorithms for coNTinuous / Integer Global Optimization of Nonlinear Equations

(2014) Ruth Misener et al.   JOURNAL OF GLOBAL OPTIMIZATION

Improvements in surrogate models for process synthesis. Application to water network system design

(2013) J.E.A. Graciano et al.   COMPUTERS & CHEMICAL ENGINEERING

Constrained optimization by radial basis function interpolation for high-dimensional expensive black-box problems with infeasible initial points

(2013) Rommel G. Regis   ENGINEERING OPTIMIZATION

A variance-based method to rank input variables of the Mesh Adaptive Direct Search algorithm

(2013) Luc Adjengue et al.   Optimization Letters

A surrogate-based optimization method with RBF neural network enhanced by linear interpolation and hybrid infill strategy

(2013) W. Yao et al.   OPTIMIZATION METHODS & SOFTWARE

Estimation of plume distribution for carbon sequestration using parameter estimation with limited monitoring data

(2013) Antoine Espinet et al.   WATER RESOURCES RESEARCH

Surrogate-Based Optimization of Expensive Flowsheet Modeling for Continuous Pharmaceutical Manufacturing

(2013) Fani Boukouvala et al.   Journal of Pharmaceutical Innovation

Process synthesis of biodiesel production plant using artificial neural networks as the surrogate models

(2012) Ismail Fahmi et al.   COMPUTERS & CHEMICAL ENGINEERING

Modeling, Simulation, and Optimization of Postcombustion CO2 Capture for Variable Feed Concentration and Flow Rate. 2. Pressure Swing Adsorption and Vacuum Swing Adsorption Processes

(2012) M. M. Faruque Hasan et al.   INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH

GloMIQO: Global mixed-integer quadratic optimizer

(2012) Ruth Misener et al.   JOURNAL OF GLOBAL OPTIMIZATION

Efficient global optimization algorithm assisted by multiple surrogate techniques

(2012) Felipe A. C. Viana et al.   JOURNAL OF GLOBAL OPTIMIZATION

Derivative-free optimization: a review of algorithms and comparison of software implementations

(2012) Luis Miguel Rios et al.   JOURNAL OF GLOBAL OPTIMIZATION

Algorithm 909

(2011) Sébastien Le Digabel   ACM TRANSACTIONS ON MATHEMATICAL SOFTWARE

Use of quadratic models with mesh-adaptive direct search for constrained black box optimization

(2011) Andrew R. Conn et al.   OPTIMIZATION METHODS & SOFTWARE

Surrogate-based superstructure optimization framework

(2010) Carlos A. Henao et al.   AICHE JOURNAL

Sure independence screening in generalized linear models with NP-dimensionality

(2010) Jianqing Fan et al.   ANNALS OF STATISTICS

Constrained optimization in expensive simulation: Novel approach

(2009) Jack P.C. Kleijnen et al.   EUROPEAN JOURNAL OF OPERATIONAL RESEARCH

A method for simulation based optimization using radial basis functions

(2009) Stefan Jakobsson et al.   OPTIMIZATION AND ENGINEERING

Recent advances in surrogate-based optimization

(2009) Alexander I.J. Forrester et al.   PROGRESS IN AEROSPACE SCIENCES

Comparison of derivative-free optimization methods for groundwater supply and hydraulic capture community problems

(2008) K.R. Fowler et al.   ADVANCES IN WATER RESOURCES

An algorithm for the use of surrogate models in modular flowsheet optimization

(2008) José A. Caballero et al.   AICHE JOURNAL

A review of recent advances in global optimization

(2008) C. A. Floudas et al.   JOURNAL OF GLOBAL OPTIMIZATION

Sure independence screening for ultrahigh dimensional feature space

(2008) Jianqing Fan et al.   JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY

A mixed-integer simulation-based optimization approach with surrogate functions in water resources management

(2008) Thomas Hemker et al.   OPTIMIZATION AND ENGINEERING

An adaptive radial basis algorithm (ARBF) for expensive black-box mixed-integer constrained global optimization

(2008) Kenneth Holmström et al.   OPTIMIZATION AND ENGINEERING

Kriging metamodeling in simulation: A review

(2007) Jack P.C. Kleijnen   EUROPEAN JOURNAL OF OPERATIONAL RESEARCH