GECCO 2018 Companion - Proceedings of the 2018 Genetic and Evolutionary Computation Conference Companion, pages 255-256
Towards management of complex modeling through a hybrid evolutionary identification
Kovalchuk S.
1
,
Metsker Oleg G.
1
,
Kisliakovskii Ilia O
1
,
Kalyuzhnaya Anna
1
,
Vaganov Danila A
1
,
Publication type: Proceedings Article
Publication date: 2018-07-06
—
Abstract
Complex systems' modeling and simulation are powerful ways to investigate a multitude of natural phenomena providing extended knowledge on their structure and behavior. However, enhanced modeling and simulation require integration of various data and knowledge sources, models of various kinds, intelligent components in one composite solution. Growing complexity of such composite model leads to the need of specific approaches for management of such model. To support automatic building and management of complex models we propose a general evolutionary computation approach based on an evolutionary investigation of model phase space to identify the best model's structure and parameters.
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Kovalchuk S. et al. Towards management of complex modeling through a hybrid evolutionary identification // GECCO 2018 Companion - Proceedings of the 2018 Genetic and Evolutionary Computation Conference Companion. 2018. pp. 255-256.
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Kovalchuk S., Metsker O. G., Funkner A. A., Kisliakovskii I. O., Nikitin N. O., Kalyuzhnaya A., Vaganov D. A., Bochenina K. Towards management of complex modeling through a hybrid evolutionary identification // GECCO 2018 Companion - Proceedings of the 2018 Genetic and Evolutionary Computation Conference Companion. 2018. pp. 255-256.
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TY - CPAPER
DO - 10.1145/3205651.3205751
UR - https://doi.org/10.1145%2F3205651.3205751
TI - Towards management of complex modeling through a hybrid evolutionary identification
T2 - GECCO 2018 Companion - Proceedings of the 2018 Genetic and Evolutionary Computation Conference Companion
AU - Kovalchuk, S.
AU - Metsker, Oleg G.
AU - Funkner, Anastasia A
AU - Kisliakovskii, Ilia O
AU - Nikitin, Nikolay O
AU - Kalyuzhnaya, Anna
AU - Vaganov, Danila A
AU - Bochenina, Klavdiya
PY - 2018
DA - 2018/07/06 00:00:00
SP - 255-256
ER -
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@inproceedings{2018_Kovalchuk,
author = {S. Kovalchuk and Oleg G. Metsker and Anastasia A Funkner and Ilia O Kisliakovskii and Nikolay O Nikitin and Anna Kalyuzhnaya and Danila A Vaganov and Klavdiya Bochenina},
title = {Towards management of complex modeling through a hybrid evolutionary identification},
year = {2018},
pages = {255--256},
month = {jul}
}