Multi-objective optimization of chemical reaction conditions based on a kinetic model
- 1. Institute of Petrochemistry and Catalysis of RAS (Russian Federation)
- 2. Ufa State Petroleum Technological University (Russian Federation)
- 3. Bauman Moscow State Technical University (Russian Federation)
Description
The main purpose of the study is to introduce the multi-objective optimization using Pareto approximations to problems of chemical kinetics. We report the setting up and solution of the multi-objective optimization problem for conditions of a chemical reaction on the basis of a kinetic model. The study addresses the reaction of alcohols with dimethyl carbonate catalyzed by cobalt or tungsten carbonyl. The objective functions for optimization of chemical reaction conditions based on a kinetic model are presented. The NSGA-II algorithm was applied to determine the Pareto set and front for the multi-objective optimization problem applied to the reaction of alcohols with dimethyl carbonate for two catalysts, which make it possible to find the compromise values of variable parameters providing extrema of the objective functions.
Additional details
Identifiers
Publishing Information
- Journal Title
- Journal of Mathematical Chemistry
- Journal Volume
- 57
- Journal Issue
- 2
- Journal Page Range
- p. 484-493
- ISSN
- 0259-9791
INIS
- Country of Publication
- Netherlands
- Country of Input or Organization
- International Atomic Energy Agency (IAEA)
- INIS RN
- 54111888
- Subject category
- S75: CONDENSED MATTER PHYSICS, SUPERCONDUCTIVITY AND SUPERFLUIDITY;
- Descriptors DEI
- ALGORITHMS; APPROXIMATIONS; CARBONIC ACID ESTERS; CARBONYLS; CATALYSTS; CHEMICAL REACTIONS; KINETICS; TUNGSTEN
- Descriptors DEC
- CALCULATION METHODS; ELEMENTS; ESTERS; MATHEMATICAL LOGIC; METALS; ORGANIC COMPOUNDS; REFRACTORY METALS; TRANSITION ELEMENTS
Optional Information
- Copyright
- Copyright (c) 2019 Springer Nature Switzerland AG