Method and system for predicting building energy consumption based on holt-winters and extreme learning machine

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United States of America Patent

PATENT NO 11842306
SERIAL NO

17351098

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The present disclosure provides a method and system for predicting building energy consumption based on a Holt-Winters and an extreme learning machine, the method including: constructing a building simulation model based on actual operation parameters of a building to obtain an original energy consumption data set of the building; decomposing the original energy consumption data set to obtain a linear energy consumption data set and a nonlinear energy consumption data set; performing prediction on the linear energy consumption data set by using a trained Holt-Winters model to obtain a linear energy consumption prediction result; and inputting the nonlinear energy consumption data set, the original energy consumption data set, and the linear energy consumption prediction result into a trained extreme learning machine model to output a building energy consumption prediction value of the building simulation model.

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Patent OwnerAddress
SHANDONG UNIVERSITY250061 NO TEN NO 17923 LIXIA DISTRICT JI'NAN CITY SHANDONG PROVINCE JINAN CITY SHANDONG PROVINCE 250061

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Inventor(s)

Inventor Name Address # of filed Patents Total Citations
Liu, Che Jinan, CN 7 11
Sun, Bo Jinan, CN 325 2851
Zhang, Chenghui Jinan, CN 23 6

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