Proceedings of FOCAPD 2024ISSN: 2818-4734
Volume: 3 (2024)
LAPSE:2024.1630
Published Article
LAPSE:2024.1630
Jacobian-based Model Diagnostics and Application to Equation Oriented Modeling of a Carbon Capture System
Douglas A. Allan, Anca Ostace, Andrew Lee, Brandon Paul, Anuja Deshpande, Miguel A. Zamarripa, Joshua C. Morgan, Benjamin P. Omell
August 16, 2024. Originally submitted on July 9, 2024
Equation-oriented (EO) modeling has the potential to enable the effective design and optimization of the operation of advanced energy systems. However, advanced modeling of energy systems results in a large number of variables and non-linear equations, and it can be difficult to search through these to identify the culprit(s) responsible for convergence issues. The Institute for the Design of Advanced Energy Systems Integrated Platform (IDAES-IP) contains a tool to identify poorly scaled constraints and variables by searching for rows and columns of the Jacobian matrix with small L2-norms so they can be rescaled. A further singular value decomposition can be performed to identify degenerate sets of equations and remaining scaling issues. This work presents an EO model of a flowsheet developed for post-combustion carbon capture using a monoethanolamine (MEA) solvent system as a case study. The IDAES diagnostics tools were successfully applied to this flowsheet to identify problems to improve model robustness and enable the optimization of process design and operating conditions of a carbon capture system.
Suggested Citation
Allan DA, Ostace A, Lee A, Paul B, Deshpande A, Zamarripa MA, Morgan JC, Omell BP. Jacobian-based Model Diagnostics and Application to Equation Oriented Modeling of a Carbon Capture System. Systems and Control Transactions 3:950-958 (2024) https://doi.org/10.69997/sct.160262
Author Affiliations
Allan DA: National Energy Technology Laboratory, Pittsburgh, PA 15236, USA; NETL Support Contractor, Pittsburgh, PA 15236, USA
Ostace A: National Energy Technology Laboratory, Pittsburgh, PA 15236, USA; NETL Support Contractor, Pittsburgh, PA 15236, USA
Lee A: National Energy Technology Laboratory, Pittsburgh, PA 15236, USA; NETL Support Contractor, Pittsburgh, PA 15236, USA
Paul B: National Energy Technology Laboratory, Pittsburgh, PA 15236, USA; NETL Support Contractor, Pittsburgh, PA 15236, USA
Deshpande A: National Energy Technology Laboratory, Pittsburgh, PA 15236, USA; NETL Support Contractor, Pittsburgh, PA 15236, USA
Zamarripa MA: National Energy Technology Laboratory, Pittsburgh, PA 15236, USA; NETL Support Contractor, Pittsburgh, PA 15236, USA
Morgan JC: National Energy Technology Laboratory, Pittsburgh, PA 15236, USA; NETL Support Contractor, Pittsburgh, PA 15236, USA
Omell BP: National Energy Technology Laboratory, Pittsburgh, PA 15236, USA
Journal Name
Systems and Control Transactions
Volume
3
First Page
950
Last Page
958
Year
2024
Publication Date
2024-07-10
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DOI Assigned
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PII: 0950-0958-676113-SCT-3-2024, Publication Type: Journal Article
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LAPSE:2024.1630
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Aug 16, 2024
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