A simulated annealing optimization algorithm based nonlinear model predictive control strategy with application
Autor: | K. Rama Rao, M. Mallaiah, Ch. Venkateswarlu |
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Rok vydání: | 2020 |
Předmět: |
Exothermic reaction
Control and Optimization Temperature control Thermal runaway Computer science business.industry Batch reactor 02 engineering and technology 030218 nuclear medicine & medical imaging Computer Science Applications 03 medical and health sciences Model predictive control 0302 clinical medicine Control and Systems Engineering Control theory Modeling and Simulation Simulated annealing 0202 electrical engineering electronic engineering information engineering 020201 artificial intelligence & image processing Process engineering business Parametric statistics |
Zdroj: | Evolving Systems. 12:225-231 |
ISSN: | 1868-6486 1868-6478 |
DOI: | 10.1007/s12530-020-09354-1 |
Popis: | Batch reactors are widely used in the production of fine chemicals, polymers, pharmaceuticals and other specialty products. For certain exothermic reactions, the transient operation of the reactor with respect to small changes in critical parameters like coolant temperature and initial composition of the reactants can lead runaway condition of the reactor. In order to avoid the hazards associated with runaway situations, it is imperative to operate the reactor by means of an efficient controller. This work presents a nonlinear model predictive control (NMPC) strategy based on simulated annealing (SA) for the temperature control of a batch reactor involving a highly exothermic runaway reaction. The efficacy of the proposed strategy is studied through simulation for the temperature control of the reactor in which a highly parametric sensitive exothermic reaction of hydrolysis of acetic anhydride with sulfuric acid as catalyst and acetic acid as a solvent is carried out. The controller is found effective in averting the runaway behavior with the smooth and quick attainment of the desired operating condition. The results demonstrate the better performance of the SA based NMPC over the linear model predictive controller (LMPC). |
Databáze: | OpenAIRE |
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