The IDAES process modeling framework and model library—Flexibility for process simulation and optimization. Issue 3 (13th May 2021)
- Record Type:
- Journal Article
- Title:
- The IDAES process modeling framework and model library—Flexibility for process simulation and optimization. Issue 3 (13th May 2021)
- Main Title:
- The IDAES process modeling framework and model library—Flexibility for process simulation and optimization
- Authors:
- Lee, Andrew
Ghouse, Jaffer H.
Eslick, John C.
Laird, Carl D.
Siirola, John D.
Zamarripa, Miguel A.
Gunter, Dan
Shinn, John H.
Dowling, Alexander W.
Bhattacharyya, Debangsu
Biegler, Lorenz T.
Burgard, Anthony P.
Miller, David C. - Abstract:
- Abstract: Energy systems and manufacturing processes of the 21st century are becoming increasingly dynamic and interconnected, which require new capabilities to effectively model and optimize their design and operations. Such next generation computational tools must leverage state‐of‐the‐art techniques in optimization and be able to rapidly incorporate new advances. To address these requirements, we have developed the Institute for the Design of Advanced Energy Systems (IDAES) Integrated Platform, which builds on the strengths of both process simulators (model libraries) and algebraic modeling languages (advanced solvers). This paper specifically presents the IDAES Core Modeling Framework (IDAES‐CMF), along with a case study demonstrating the application of the framework to solve process optimization problems. Capabilities provided by this framework include a flexible, modifiable, open‐source platform for optimization of process flowsheets utilizing state‐of‐the‐art solvers and solution techniques, fully open and extensible libraries of dynamic unit operations models and thermophysical property models, and integrated support for superstructure‐based conceptual design and optimization under uncertainty. Abstract : Energy systems and manufacturing processes of the 21st century are becoming increasingly dynamic and interconnected, which require new capabilities to effectively model and optimize their design and operations. The Institute for the Design of Advanced Energy SystemsAbstract: Energy systems and manufacturing processes of the 21st century are becoming increasingly dynamic and interconnected, which require new capabilities to effectively model and optimize their design and operations. Such next generation computational tools must leverage state‐of‐the‐art techniques in optimization and be able to rapidly incorporate new advances. To address these requirements, we have developed the Institute for the Design of Advanced Energy Systems (IDAES) Integrated Platform, which builds on the strengths of both process simulators (model libraries) and algebraic modeling languages (advanced solvers). This paper specifically presents the IDAES Core Modeling Framework (IDAES‐CMF), along with a case study demonstrating the application of the framework to solve process optimization problems. Capabilities provided by this framework include a flexible, modifiable, open‐source platform for optimization of process flowsheets utilizing state‐of‐the‐art solvers and solution techniques, fully open and extensible libraries of dynamic unit operations models and thermophysical property models, and integrated support for superstructure‐based conceptual design and optimization under uncertainty. Abstract : Energy systems and manufacturing processes of the 21st century are becoming increasingly dynamic and interconnected, which require new capabilities to effectively model and optimize their design and operations. The Institute for the Design of Advanced Energy Systems has developed a next‐generation integrated platform for process systems engineering that provides a flexible, open‐source platform for optimization of process flowsheets utilizing state‐of‐the‐art solvers and solution techniques for a wide range of problem types including conceptual design, dynamic optimization, and optimization under uncertainty. … (more)
- Is Part Of:
- Journal of advanced manufacturing and processing. Volume 3:Issue 3(2021)
- Journal:
- Journal of advanced manufacturing and processing
- Issue:
- Volume 3:Issue 3(2021)
- Issue Display:
- Volume 3, Issue 3 (2021)
- Year:
- 2021
- Volume:
- 3
- Issue:
- 3
- Issue Sort Value:
- 2021-0003-0003-0000
- Page Start:
- n/a
- Page End:
- n/a
- Publication Date:
- 2021-05-13
- Subjects:
- optimization -- process modeling -- Pyomo -- simulation
Chemical engineering -- Periodicals
Manufacturing processes -- Technological innovations -- Periodicals
Manufacturing processes
Electronic journals
Periodicals
660 - Journal URLs:
- http://onlinelibrary.wiley.com/ ↗
- DOI:
- 10.1002/amp2.10095 ↗
- Languages:
- English
- ISSNs:
- 2637-403X
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 4918.945767
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 18183.xml