Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
On the Possibility of Using Neural Networks for the Specific Problems of Meteorological Forecasting. / Станкова, Елена Николаевна; Токарева, Ирина Олеговна.
Stability and Control Processes: Proceedings of the 4th International Conference Dedicated to the Memory of Professor Vladimir Zubov. ed. / A Golovkina; N Smirnov. Springer Nature, 2022. p. 777-783 (Lecture Notes in Control and Information Sciences ).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review
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TY - GEN
T1 - On the Possibility of Using Neural Networks for the Specific Problems of Meteorological Forecasting
AU - Станкова, Елена Николаевна
AU - Токарева, Ирина Олеговна
N1 - Conference code: 4
PY - 2022
Y1 - 2022
N2 - The paper explores the possibility of forecasting such dangerous meteorological phenomena as a thunderstorm by applying a neural network to the output data of a hydrodynamic model that simulates dynamic and microphysical processes in convective clouds. The results show that the use of the proposed approach allows us to achieve a forecast accuracy of 91.6%. This accuracy was obtained using one of the perceptron complexes.
AB - The paper explores the possibility of forecasting such dangerous meteorological phenomena as a thunderstorm by applying a neural network to the output data of a hydrodynamic model that simulates dynamic and microphysical processes in convective clouds. The results show that the use of the proposed approach allows us to achieve a forecast accuracy of 91.6%. This accuracy was obtained using one of the perceptron complexes.
UR - https://proxy.library.spbu.ru:2096/chapter/10.1007/978-3-030-87966-2_89
UR - https://www.mendeley.com/catalogue/3dad980d-0b9b-361f-8f5a-c1bc357466b0/
U2 - 10.1007/978-3-030-87966-2_89
DO - 10.1007/978-3-030-87966-2_89
M3 - Conference contribution
SN - 978-3-030-87965-5
T3 - Lecture Notes in Control and Information Sciences
SP - 777
EP - 783
BT - Stability and Control Processes
A2 - Golovkina, A
A2 - Smirnov, N
PB - Springer Nature
T2 - Stability and Control Processes: International Conference Dedicated to the Memory of Professor Vladimir Zubov
Y2 - 5 October 2020 through 9 October 2020
ER -
ID: 93717444