Power distribution network space load prediction method taking region and load property dual differences into consideration
A technology of spatial load forecasting and distribution network, applied in the field of power system, can solve the problems of not considering the impact of load density, unable to follow or learn from, and weak application applicability.
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[0036] The present invention will be further elaborated below with examples.
[0037] Step 1: Taking Zhejiang Power Grid as an example, conduct extensive research on the load sharing types of each block in 11 cities including Hangzhou and Ningbo. Establish a full sample space that considers regional differences. The full sample space in this embodiment is composed as follows: 1) Regional information of 10 other cities in Zhejiang except Huzhou; 2) 10 cities such as Hangzhou and Ningbo belong to industry, commerce, and residential buildings. The load density and influencing factors information of 2,386 survey samples of four main load types, such as office load, administrative office, etc.
[0038] Taking the 24-point daily load curve of 100 samples on a certain working day in January 2016 as the object, the improved k-means algorithm is used for cluster analysis. The cluster results are shown in the table below.
[0039]
[0040] Step 2: Select 25 samples from each categor...
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