Direct current power transmission system reactive power control method based on time sequence convolution residual network

According to the direct current power transmission system reactive power control method based on the time sequence convolution residual network provided by the invention, when the time sequence convolution residual network is trained, the historical optimal reactive power control strategy output by...

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Main Authors LI XIAOXIA, YANG HAILIANG, HUANG CONG, QIU WEI, LIAO MINGYANG, ZHENG QIKAI, HUANG SONGQIANG, HU FUYOU, SUN SHANGYUAN, LI HUAN, CHEN MINGJIA, LUO YIHUI
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LanguageChinese
English
Published 29.03.2024
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Abstract According to the direct current power transmission system reactive power control method based on the time sequence convolution residual network provided by the invention, when the time sequence convolution residual network is trained, the historical optimal reactive power control strategy output by the reactive power optimization model is used for training; the reactive power optimization model is constructed based on the principle of the lowest network loss and the lowest voltage offset, so that the time sequence convolution residual network is trained based on the historical optimal reactive power control strategy output by the reactive power optimization model, and the optimal reactive power control strategy output by the reactive power optimization model is optimized. The time sequence convolution residual network not only can learn an optimal control strategy which enables the network loss and the voltage offset of the direct current power transmission system to be the lowest, but also can learn the time
AbstractList According to the direct current power transmission system reactive power control method based on the time sequence convolution residual network provided by the invention, when the time sequence convolution residual network is trained, the historical optimal reactive power control strategy output by the reactive power optimization model is used for training; the reactive power optimization model is constructed based on the principle of the lowest network loss and the lowest voltage offset, so that the time sequence convolution residual network is trained based on the historical optimal reactive power control strategy output by the reactive power optimization model, and the optimal reactive power control strategy output by the reactive power optimization model is optimized. The time sequence convolution residual network not only can learn an optimal control strategy which enables the network loss and the voltage offset of the direct current power transmission system to be the lowest, but also can learn the time
Author QIU WEI
CHEN MINGJIA
ZHENG QIKAI
YANG HAILIANG
SUN SHANGYUAN
HUANG CONG
LUO YIHUI
HUANG SONGQIANG
LI XIAOXIA
LI HUAN
HU FUYOU
LIAO MINGYANG
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– fullname: HUANG SONGQIANG
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– fullname: LI HUAN
– fullname: CHEN MINGJIA
– fullname: LUO YIHUI
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RelatedCompanies LIUZHOU BUREAU OF EHV POWER TRANSMISSION CO., CHINA SOUTHERN POWER GRID
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Snippet According to the direct current power transmission system reactive power control method based on the time sequence convolution residual network provided by the...
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SubjectTerms CALCULATING
CIRCUIT ARRANGEMENTS OR SYSTEMS FOR SUPPLYING OR DISTRIBUTINGELECTRIC POWER
COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
COMPUTING
CONVERSION OR DISTRIBUTION OF ELECTRIC POWER
COUNTING
ELECTRICITY
GENERATION
PHYSICS
SYSTEMS FOR STORING ELECTRIC ENERGY
Title Direct current power transmission system reactive power control method based on time sequence convolution residual network
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