Ultra-short-term forecasting of agricultural intelligent greenhouse power load based on ISDS and MDUS-LSTM

• Published in: Journal of physics. Conference series Vol. 2661; no. 1; pp. 12010 - 12020
• Main Authors: Yu, Binbin, Xin, Xiaoming, Kong, Weizheng, Wu, Hengtian, Wu, Xiaoyu, Sun, Bo
• Format: Journal Article
• Language: English
• Published: Bristol IOP Publishing 01.12.2023
• Subjects: Electrical loads; Feature extraction; Forecasting; Greenhouses; Mathematical models; Meteorological data; Model updating; Parameters; Physics; Similarity

The agricultural smart greenhouse electric load differs significantly from the traditional building electric load. It is more susceptible to the influence of meteorological conditions, featuring poor regularity and significant random fluctuations, so load forecasting faces new challenges. To address...