The technology of intelligent control of the switchyard station on the basis of multi-objective optimization using genetic algorithms
Journal Title: Інформаційно-керуючі системи на залізничному транспорті - Year 2018, Vol 23, Issue 4
Abstract
The task of operational planning of the marshalling yard in the conditions of handling carloads with dangerous goods should be solved with simultaneous consideration of two criteria: operational costs and exposure to risk. The solution to this problem is practically impossible within the framework of the classical control paradigm. The solution of management tasks of such complexity is possible only if intelligent planning methods, optimization and decision-making are applied as part of individually developed intelligent management technology. To solve this problem, such a technology was created, in particular it uses Bayesian methods for formalizing risks, genetic algorithms of a special type as an optimization method, a marginal utility method for narrowing the Pareto set and developing a final solution. The developed technology was implemented as a software in Matlab environment and modeling was carried out. As shown by the modeling, this technology is promising for solving multicriteria problems arising in transport systems and at the same time difficult for formalization.
Authors and Affiliations
T. V. Butko, V. M. Prokhorov, D. M. Chekhunov
Keywords
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- EP ID EP498600
- DOI 10.18664/ikszt.v0i4.142016
- Views 130
- Downloads 0
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