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Overhead transmission line maximum temperature forecasting method based on echo state network

An echo state network, overhead transmission line technology, applied in forecasting, emergency protection circuit devices, electrical components, etc., can solve the problem of low accuracy

Active Publication Date: 2015-05-06
TSINGHUA UNIV
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  • Abstract
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  • Claims
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AI Technical Summary

Problems solved by technology

[0009] The purpose of the present invention is to solve the problem of low accuracy of the traditional conductor transient temperature rise calculation method, and propose a method for predicting the maximum temperature of overhead transmission lines based on echo state network, and the present invention is applied to adaptive overload protection of overhead transmission lines Prediction of the transient temperature rise of the wires can tap the potential current carrying capacity of the line as much as possible, estimate the temperature of the wires and adjust the protection action time adaptively, so as to gain more time for the dispatching and emergency control system to take measures to eliminate overload

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  • Overhead transmission line maximum temperature forecasting method based on echo state network
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  • Overhead transmission line maximum temperature forecasting method based on echo state network

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Embodiment Construction

[0040] The maximum temperature prediction along the line based on the echo state network-recursive least squares method proposed by the present invention is described in detail in conjunction with the accompanying drawings and embodiments as follows:

[0041] The method for predicting the maximum temperature of the overhead transmission line based on the echo state network proposed by the present invention, such as figure 1 as shown,

[0042] 1) For the maximum temperature difference ΔT along the line max (n) forecasts;

[0043] 11) Collect the wire temperature data at each moment in the local substation for a period of time (the time length of this embodiment is within 8 hours, and the sampling interval is 2 minutes) to form a local temperature sample T local (1), T local (2),...,T local (R1), R1 is the total number of samples, R1=200; that is, the local temperature samples of this embodiment are: T local (1), T local (2),...,T local (200);

[0044] 12) Select the max...

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Abstract

The invention relates to an overhead transmission line maximum temperature forecasting method based on an echo state network and belongs to the field of relay protection on power system transmission lines. The method comprises the steps of forecasting the maximum temperature difference deltaTmax(n) along the transmission line based on the echo state network, forecasting the temperature rise variation A (n) based on the echo state network, forecasting the temperature rise variation B (n) based on the echo state network, forecasting the local conductor temperature Tlocal(n) of a transformer substation by virtue of iteration according to the A (n) and the B (n) in combination with the environmental temperature data Ta acquired at the current moment, and adding the forecasted maximum temperature difference deltaTmax(n) along the line and the forecasted local conductor temperature Tlocal(n) to obtain the forecasted maximum temperature difference Tmax(n) along the line. According to the overhead transmission line maximum temperature forecasting method based on the echo state network, the potential current-carrying capability of the line is excavated as much as possible, the conductor temperature is pre-evaluated and the protection action time is adjusted adaptively, and therefore, more time is gained for scheduling and for the emergency control system to take measures to eliminate overload.

Description

technical field [0001] The invention belongs to the technical field of power system protection and control, and in particular relates to a line maximum temperature prediction method based on an echo state network applied to an overhead power transmission line. Background technique [0002] The temperature of overhead transmission lines is the common result of Joule heat absorption, heat absorption from the outside world and heat dissipation to the outside world. The transient heat balance equation of the wire currently used is shown in equation (1): [0003] m C p d T c dt = P j + P s - P c - P r - - - ( ...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06Q10/04G06Q50/06H02H7/26
CPCG06Q10/04G06Q50/06
Inventor 董新洲曹润彬施慎行陈昕倪江雷傲宇
Owner TSINGHUA UNIV
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