Recent trends on hybrid modeling for Industry 4.0

J Sansana, MN Joswiak, I Castillo, Z Wang… - Computers & Chemical …, 2021 - Elsevier
The chemical processing industry has relied on modeling techniques for process monitoring,
control, diagnosis, optimization, and design, especially since the third industrial revolution …

Metamodel-based simulation optimization: A systematic literature review

JVS do Amaral, JAB Montevechi… - … Modelling Practice and …, 2022 - Elsevier
Over the past few decades, modeling, simulation, and optimization tools have received
attention for their ability to represent and improve complex systems. The use of …

Design of computer experiments: A review

SS Garud, IA Karimi, M Kraft - Computers & Chemical Engineering, 2017 - Elsevier
In this article, we present a detailed overview of the literature on the design of computer
experiments. We classify the existing literature broadly into two categories, viz. static and …

Overview of surrogate modeling in chemical process engineering

K McBride, K Sundmacher - Chemie Ingenieur Technik, 2019 - Wiley Online Library
The ability to accurately model and simulate chemical processes has been paramount to the
growing success and efficiency in process design and operation. These improvements …

Global optimization advances in mixed-integer nonlinear programming, MINLP, and constrained derivative-free optimization, CDFO

F Boukouvala, R Misener, CA Floudas - European Journal of Operational …, 2016 - Elsevier
This manuscript reviews recent advances in deterministic global optimization for Mixed-
Integer Nonlinear Programming (MINLP), as well as Constrained Derivative-Free …

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

F Boukouvala, CA Floudas - Optimization Letters, 2017 - Springer
The algorithmic framework ARGONAUT is presented for the global optimization of general
constrained grey-box problems. ARGONAUT incorporates variable selection, bounds …

Surrogate-based optimization for mixed-integer nonlinear problems

SH Kim, F Boukouvala - Computers & Chemical Engineering, 2020 - Elsevier
Simulation-based optimization using surrogate models enables decision-making through
the exchange of data from high-fidelity models and development of approximations. Many …

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

F Boukouvala, MMF Hasan, CA Floudas - Journal of Global Optimization, 2017 - Springer
This paper introduces a novel methodology for the global optimization of general
constrained grey-box problems. A grey-box problem may contain a combination of black-box …

Process analysis and optimization of continuous pharmaceutical manufacturing using flowsheet models

Z Wang, MS Escotet-Espinoza, M Ierapetritou - Computers & Chemical …, 2017 - Elsevier
Continuous manufacturing has attracted increasing research attention in the pharmaceutical
industry within the last decade. Based on the extensive experimental studies, numerous …

Predicting feeder performance based on material flow properties

Y Wang, T Li, FJ Muzzio, BJ Glasser - Powder Technology, 2017 - Elsevier
Purpose Accurate and consistent delivery of materials by well-designed feeders ensures
overall process stability. Importantly, feeding performance is strongly dependent on material …