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Implementation of one-layer gradient-based MPC+RTO of a propylene/propane splitter using dynamic simulation
Implementation of one-layer gradient-based MPC+RTO of a propylene/propane splitter using dynamic simulation
Oral:
Here, the implementation of the gradient-based Economic MPC (Model Predictive Control) in an industrial distillation system is studied. The approach is an alternative to overcome the conflict between MPC and RTO (Real Time Optimization) layers in the conventional control structure. The study is based on the rigorous dynamic simulation software (SimSci Dynsim®) that reproduces the real system very closely and is able to communicate with Matlab where the control/optimization algorithm is implemented. The gradient of the economic function, which is required to the on-line execution of the extended control strategy, is obtained through the sensitivity tool of the real-time optimization package (SimSci ROMeo®). It is shown that the proposed integration approach leads to convergence and stability to the closed-loop system. In order to study the pros and cons of the new strategy, a propylene distillation system is simulated with both, the proposed approach (one-layer MPC+RTO) and the conventional two-layers hierarchical structure of control and optimization. The results show that, from the performance, stability and disturbance rejection viewpoint, the proposed gradientbased extended control method for this particular system is equivalent or better than the conventional approach.
Here, the implementation of the gradient-based Economic MPC (Model Predictive Control) in an industrial distillation system is studied. The approach is an alternative to overcome the conflict between MPC and RTO (Real Time Optimization) layers in the conventional control structure. The study is based on the rigorous dynamic simulation software (SimSci Dynsim®) that reproduces the real system very closely and is able to communicate with Matlab where the control/optimization algorithm is implemented. The gradient of the economic function, which is required to the on-line execution of the extended control strategy, is obtained through the sensitivity tool of the real-time optimization package (SimSci ROMeo®). It is shown that the proposed integration approach leads to convergence and stability to the closed-loop system. In order to study the pros and cons of the new strategy, a propylene distillation system is simulated with both, the proposed approach (one-layer MPC+RTO) and the conventional two-layers hierarchical structure of control and optimization. The results show that, from the performance, stability and disturbance rejection viewpoint, the proposed gradientbased extended control method for this particular system is equivalent or better than the conventional approach.
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DOI: 10.5151/cobeq2018-CO.123
Referências bibliográficas
- [1] ALAMO, T., FERRAMOSCA, A., GONZÁLEZ, A., LIMON, D., ODLOAK, D., 2014. A
- [2] gradient-based strategy for the one-layer RTO + MPC. J. Process Control 24, 435–447.
- [3] HINOJOSA, A.I., ODLOAK, D., 2013. Using Dynsim to study the implementation of advanced
- [4] control in an industrial Propylene/Propane SplitteR. Proceedings of the 10th DYCOPS.
- [5] Mumbai, India, pp. 33–38.
- [6] HINOJOSA, A.I., ODLOAK, D., 2014. Study of the implementation of a robust MPC in a PP
- [7] Splitter using rigorous dynamic simulation. Can. J. Chem. Eng. 92, p. 1213–1224.
Como citar:
HINOJOSA, A. I; ODLOAK, D; "Implementation of one-layer gradient-based MPC+RTO of a propylene/propane splitter using dynamic simulation", p-4561-4564.
In: .
São Paulo: Blucher,
2018.
ISSN 23591757,
DOI 10.5151/cobeq2018-CO.123
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TY - CONF T1 - Implementation of one-layer gradient-based MPC+RTO of a propylene/propane splitter using dynamic simulation JO - Blucher Chemical Engineering Proceedings VL - 1 IS - 5 SP - 4561 EP - 4564 PY - 2018 T2 - XXII Congresso Brasileiro de Engenharia Química AU - , SN - 23591757 DO - http://dx.doi.org/10.5151/cobeq2018-CO.123 UR - www.proceedings.blucher.com.br/article-details/implementation-of-one-layer-gradient-based-mpcrto-of-a-propylenepropane-splitter-using-dynamic-simulation-29577 KW - ER -
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@article{HINOJOSA20144,
title="Implementation of one-layer gradient-based MPC+RTO of a propylene/propane splitter using dynamic simulation",
journal="Blucher Chemical Engineering Proceedings",
volume="1",
number="5",
pages="4561 - 4564",
year="2018",
note="",
issn="23591757",
doi="http://dx.doi.org/10.5151/cobeq2018-CO.123",
url="www.proceedings.blucher.com.br/article-details/implementation-of-one-layer-gradient-based-mpcrto-of-a-propylenepropane-splitter-using-dynamic-simulation-29577",
author="A. I HINOJOSA", "D ODLOAK",
keywords="",
}
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A. I HINOJOSA, D ODLOAK, Implementation of one-layer gradient-based MPC+RTO of a propylene/propane splitter using dynamic simulation, Blucher Chemical Engineering Proceedings, Volume 1, 2018, Pages 4561-4564, ISSN 23591757, http://dx.doi.org/10.5151/cobeq2018-CO.123 (www.proceedings.blucher.com.br/article-details/implementation-of-one-layer-gradient-based-mpcrto-of-a-propylenepropane-splitter-using-dynamic-simulation-29577) Palavras-chave:: ;