Typhoon Inversion Method Combined With the YanMeng Wind Field and a Meteorological Monitoring System for Transmission Lines

Extreme weather like typhoon leaves significantly terrible influence on the stability of power grid in the coastal area. A high-voltage transmission line includes hundreds of towers and usually stretches hundreds of kilometers. It is not economical to install typhoon monitoring system throughout the...

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Main Authors: Liqiang An, Yongyu Guan, Zhijian Zhu, Jingli Liu, Zhuobo Niu
Format: Article
Language:English
Published: IEEE 2021-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/9292908/
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spelling doaj-b6df18ddb0bd477fa1db0edcd4836da22021-03-30T15:29:23ZengIEEEIEEE Access2169-35362021-01-01961963010.1109/ACCESS.2020.30444199292908Typhoon Inversion Method Combined With the YanMeng Wind Field and a Meteorological Monitoring System for Transmission LinesLiqiang An0https://orcid.org/0000-0003-1055-4077Yongyu Guan1https://orcid.org/0000-0003-1055-4077Zhijian Zhu2Jingli Liu3Zhuobo Niu4Department of Mechanical Engineering, North China Electric Power University, Baoding, ChinaDepartment of Mechanical Engineering, North China Electric Power University, Baoding, ChinaDepartment of Mechanical Engineering, North China Electric Power University, Baoding, ChinaState Grid Hebei Electric Power Company Ltd., Baoding Power Supply Branch Company, Baoding, ChinaState Grid Hebei Electric Power Company Ltd., Baoding Power Supply Branch Company, Baoding, ChinaExtreme weather like typhoon leaves significantly terrible influence on the stability of power grid in the coastal area. A high-voltage transmission line includes hundreds of towers and usually stretches hundreds of kilometers. It is not economical to install typhoon monitoring system throughout the transmission line. This paper proposes a typhoon inversion method (TIM) for transmission line which utilizes engineering wind field model and only requires monitoring data from a few towers. The developed method is called YanMeng wind field (YM) with directional mutation genetic algorithm (DMGA) for transmission lines, or YM-DMGA method. DMGA utilizes real-time monitoring data, and improves simulation accuracy of average wind speed by dynamically optimizing two critical parameters B and z<sub>0</sub> in wind field model, which is a great improvement over the traditional YM model relying on historical data. The TIM is mainly composed of three parts, the meteorological monitoring system (MMS), the YM-DMGA model, and the software system. The TIM collects real-time measured wind data of particular monitoring stations through the MMS. Meanwhile, wind data of the whole transmission line is simulated using the YM-DMGA and displayed by the software system. Then the method proposed is verified to be effective in three aspects. First of all, the YM-DMGA method has great enhancement in accuracy, for the coefficient of determination R<sub>square</sub> increases from 0.811 to 0.986. Secondly, DMGA in the method has quicker convergent speed than typical GA, with fitness converged in the 269<sup>th</sup> epoch, earlier than that for typical GA, 656<sup>th</sup> epoch. Lastly, DMGA has better optimal fitness value of 0.6239, bigger than that of typical GA, 0.5891. At the end of the paper, an application of the method to an 110kV double-circuit transmission line is presented to reveal the risk under the impact of the super typhoon Rammasun.https://ieeexplore.ieee.org/document/9292908/Typhoon inversion methodtransmission linesmeteorological monitoring systemwind fieldgenetic algorithm
collection DOAJ
language English
format Article
sources DOAJ
author Liqiang An
Yongyu Guan
Zhijian Zhu
Jingli Liu
Zhuobo Niu
spellingShingle Liqiang An
Yongyu Guan
Zhijian Zhu
Jingli Liu
Zhuobo Niu
Typhoon Inversion Method Combined With the YanMeng Wind Field and a Meteorological Monitoring System for Transmission Lines
IEEE Access
Typhoon inversion method
transmission lines
meteorological monitoring system
wind field
genetic algorithm
author_facet Liqiang An
Yongyu Guan
Zhijian Zhu
Jingli Liu
Zhuobo Niu
author_sort Liqiang An
title Typhoon Inversion Method Combined With the YanMeng Wind Field and a Meteorological Monitoring System for Transmission Lines
title_short Typhoon Inversion Method Combined With the YanMeng Wind Field and a Meteorological Monitoring System for Transmission Lines
title_full Typhoon Inversion Method Combined With the YanMeng Wind Field and a Meteorological Monitoring System for Transmission Lines
title_fullStr Typhoon Inversion Method Combined With the YanMeng Wind Field and a Meteorological Monitoring System for Transmission Lines
title_full_unstemmed Typhoon Inversion Method Combined With the YanMeng Wind Field and a Meteorological Monitoring System for Transmission Lines
title_sort typhoon inversion method combined with the yanmeng wind field and a meteorological monitoring system for transmission lines
publisher IEEE
series IEEE Access
issn 2169-3536
publishDate 2021-01-01
description Extreme weather like typhoon leaves significantly terrible influence on the stability of power grid in the coastal area. A high-voltage transmission line includes hundreds of towers and usually stretches hundreds of kilometers. It is not economical to install typhoon monitoring system throughout the transmission line. This paper proposes a typhoon inversion method (TIM) for transmission line which utilizes engineering wind field model and only requires monitoring data from a few towers. The developed method is called YanMeng wind field (YM) with directional mutation genetic algorithm (DMGA) for transmission lines, or YM-DMGA method. DMGA utilizes real-time monitoring data, and improves simulation accuracy of average wind speed by dynamically optimizing two critical parameters B and z<sub>0</sub> in wind field model, which is a great improvement over the traditional YM model relying on historical data. The TIM is mainly composed of three parts, the meteorological monitoring system (MMS), the YM-DMGA model, and the software system. The TIM collects real-time measured wind data of particular monitoring stations through the MMS. Meanwhile, wind data of the whole transmission line is simulated using the YM-DMGA and displayed by the software system. Then the method proposed is verified to be effective in three aspects. First of all, the YM-DMGA method has great enhancement in accuracy, for the coefficient of determination R<sub>square</sub> increases from 0.811 to 0.986. Secondly, DMGA in the method has quicker convergent speed than typical GA, with fitness converged in the 269<sup>th</sup> epoch, earlier than that for typical GA, 656<sup>th</sup> epoch. Lastly, DMGA has better optimal fitness value of 0.6239, bigger than that of typical GA, 0.5891. At the end of the paper, an application of the method to an 110kV double-circuit transmission line is presented to reveal the risk under the impact of the super typhoon Rammasun.
topic Typhoon inversion method
transmission lines
meteorological monitoring system
wind field
genetic algorithm
url https://ieeexplore.ieee.org/document/9292908/
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