Nonconvex Robust Optimization for the Design and Operation of Advanced Energy Systems Using PyROS

This work discusses recent advances of the two-stage robust optimization (RO) solver PyROS and applications to advanced energy systems optimization. To demonstrate the computational performance and reliability of PyROS, a study on a monoethanolamine (MEA)-based CO2 absorption flowsheet is presented. (Near-)robust feasible designs for CO2 absorption flowsheet at high carbon capture are obtained with the PyROS solver. The results demonstrate that the PyROS solver, including recent extensions to multi-stage RO settings, provides a reliable avenue to optimize the design and operation of advanced energy systems subject to various sources of parametric uncertainty.

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Published
2024-10-28
DOI
https://doi.org/10.2172/2478510
Primary Topic
Advanced Battery Technologies Research
Type
article
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article

Nonconvex Robust Optimization for the Design and Operation of Advanced Energy Systems Using PyROS

John D. Siirola, Chrysanthos E. Gounaris, Jason Sherman
Advanced Battery Technologies Research
article

Nonconvex Robust Optimization for the Design and Operation of Advanced Energy Systems Using PyROS

John D. Siirola, Chrysanthos E. Gounaris, Jason Sherman
article en

Abstract

This work discusses recent advances of the two-stage robust optimization (RO) solver PyROS and applications to advanced energy systems optimization. To demonstrate the computational performance and reliability of PyROS, a study on a monoethanolamine (MEA)-based CO2 absorption flowsheet is presented. (Near-)robust feasible designs for CO2 absorption flowsheet at high carbon capture are obtained with the PyROS solver. The results demonstrate that the PyROS solver, including recent extensions to multi-stage RO settings, provides a reliable avenue to optimize the design and operation of advanced energy systems subject to various sources of parametric uncertainty.

Sandia National Laboratories (US), Carnegie Mellon University (US)
Affordable and clean energy
Openalex Percentile: Top 77%
Advanced Battery Technologies Research
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