Wind power forecasting using hybrid ICEEMDAN-KPCA and IWOA-BiLSTM models

This paper addresses inadequate noise suppression, weak feature representation, and unstable model training and hyperparameter optimization in traditional short-term wind power forecasting under complex wind-farm conditions. We propose a forecasting framework that integrates improved complete ensemb...

Бүрэн тодорхойлолт

Номзүйн дэлгэрэнгүй

Үндсэн зохиолчид:	Jingyu Yang, Li Peng, Longfu Luo, Wanting Li, Yuxuan Chen
Формат:	Artigo
Хэл сонгох:	Inglês
Хэвлэсэн:	Elsevier 2025-12-01
Цуврал:	International Journal of Electrical Power & Energy Systems
Нөхцлүүд:	Wind power forecasting Empirical modal decomposition Kernel principal component analysis Improved whale optimisation algorithm Bi-directional long and short-term memory neural networks
Онлайн хандалт:	http://www.sciencedirect.com/science/article/pii/S0142061525009937
Шошгууд:	Шошго нэмэх Шошго байхгүй, Энэхүү баримтыг шошголох эхний хүн болох!