power system, control, artificial intelligence, forecasting, ensemble classification and regression, machine learning
UDC:
, 517.977.5, 519.237.8, 629.039.58
Subject:
Artificial intelligence applications in power systems
Biography
senior research fellow
PhD (2007)
Main publications:
V. G. Kurbatskii, D. N. Sidorov, V. A. Spiryaev, N. V. Tomin,, “O neirosetevom podkhode k prognozirovaniyu nestatsionarnykh vremennykh ryadov na osnove preobrazovaniya Gilberta–Khuanga”, Avtomat. i telemekh., 2011, № 7, 58–68
V. G. Kurbatskii, D. N. Sidorov, V. A. Spiryaev, N. V. Tomin, “Prognozirovanie nestatsionarnykh vremennykh ryadov na osnove preobrazovaniya Gilberta–Khuanga i mashinnogo obucheniya”, Avtomat. i telemekh., 2014, № 7, 143-158
A. Zhukov, N. Tomin, D. Sidorov, V. Kurbatsky, D. Panasetsky, On-Line Power Systems Security Assessment Using Data Stream Random Forest Algorithm Modification, Innovative Computing, Optimization and Its Applications: Modelling and Simulations,, Studies in Computational Intelligence, 741, Springer Ac. Publ. AG, Berlin–Heidelberg, 2018
N. Tomin, A. Zhukov, D. Sidorov, V. Kurbatsky, D. Panasetsky, V. Spiryaev, “Random Forest Based Model for Preventing Large-Scale Emergencies in Power Systems”, Journal of Artificial Intelligence, 13:1 (2015), 211–228
N. I. Voropai, N. V. Tomin, D. N. Sidorov, V. G. Kurbatsky, D. A. Panasetsky, A. V. Zhukov, D. N. Efimov, A. B. Osak, “A suite of intelligent tools for early detection and prevention of blackouts in power interconnections”, Avtomat. i Telemekh., 2018, no. 10, 6–25; Autom. Remote Control, 79:10 (2018), 1741–1755
V. G. Kurbatsky, D. N. Sidorov, V. A. Spiryaev, N. V. Tomin, “Forecasting nonstationary time series based on Hilbert–Huang transform and machine learning”, Avtomat. i Telemekh., 2014, no. 5, 143–158; Autom. Remote Control, 75:5 (2014), 922–934
V. G. Kurbatsky, V. A. Spiryaev, N. V. Tomin, P. Leahy, D. N. Sidorov, A. V. Zhukov, “Power System Parameters Forecasting Using Hilbert–Huang Transform and Machine Learning”, Bulletin of Irkutsk State University. Series Mathematics, 9 (2014), 75–90
2011
4.
V. G. Kurbatskii, D. N. Sidorov, V. A. Spiryaev, N. V. Tomin, “On the neural network approach for forecasting of nonstationary time series on the basis of the Hilbert–Huang transform”, Avtomat. i Telemekh., 2011, no. 7, 58–68; Autom. Remote Control, 72:7 (2011), 1405–1414