A review of stochastic programming methods for optimization of process systems under uncertainty

C Li, IE Grossmann - Frontiers in Chemical Engineering, 2021 - frontiersin.org
Uncertainties are widespread in the optimization of process systems, such as uncertainties
in process technologies, prices, and customer demands. In this paper, we review the basic …

Big data analytics: A review on theoretical contributions and tools used in literature

P Grover, AK Kar - Global Journal of Flexible Systems Management, 2017 - Springer
The importance of data science and big data analytics is growing very fast as organizations
are gearing up to leverage their information assets to gain competitive advantage. The …

Optimal classification trees

D Bertsimas, J Dunn - Machine Learning, 2017 - Springer
State-of-the-art decision tree methods apply heuristics recursively to create each split in
isolation, which may not capture well the underlying characteristics of the dataset. The …

JuMP: A modeling language for mathematical optimization

I Dunning, J Huchette, M Lubin - SIAM review, 2017 - SIAM
JuMP is an open-source modeling language that allows users to express a wide range of
optimization problems (linear, mixed-integer, quadratic, conic-quadratic, semidefinite, and …

Julia: A fresh approach to numerical computing

J Bezanson, A Edelman, S Karpinski, VB Shah - SIAM review, 2017 - SIAM
Bridging cultures that have often been distant, Julia combines expertise from the diverse
fields of computer science and computational science to create a new approach to …

Enhancing distribution system resilience with mobile energy storage and microgrids

J Kim, Y Dvorkin - IEEE Transactions on Smart Grid, 2018 - ieeexplore.ieee.org
Electrochemical energy storage (ES) units (eg, batteries) have been field-validated as an
efficient back-up resource that enhances resilience of distribution systems. However, using …

Long-run system value of battery energy storage in future grids with increasing wind and solar generation

DS Mallapragada, NA Sepulveda, JD Jenkins - Applied Energy, 2020 - Elsevier
With declining costs of battery storage, there is growing interest to deploy them in power
systems to provide multiple grid services that directly support integration of variable …

COVID-19 optimal vaccination policies: A modeling study on efficacy, natural and vaccine-induced immunity responses

MA Acuña-Zegarra, S Díaz-Infante… - Mathematical …, 2021 - Elsevier
About a year into the pandemic, COVID-19 accumulates more than two million deaths
worldwide. Despite non-pharmaceutical interventions such as social distance, mask …

Optimization problem for meeting distribution system operator requests in local flexibility markets with distributed energy resources

P Olivella-Rosell, E Bullich-Massagué… - Applied energy, 2018 - Elsevier
The increasing penetration of distributed energy resources in the distribution grid is
producing an ever-heightening interest in the use of the flexibility on offer by said distributed …

A robust approach to chance constrained optimal power flow with renewable generation

M Lubin, Y Dvorkin, S Backhaus - IEEE Transactions on Power …, 2015 - ieeexplore.ieee.org
Optimal Power Flow (OPF) dispatches controllable generation at minimum cost subject to
operational constraints on generation and transmission assets. The uncertainty and …