Short-Term Load Forecasting Based on CNN-BiLSTM with Bayesian Optimization and Attention Mechanism

• Published in: Parallel and Distributed Computing, Applications and Technologies Vol. 12606; pp. 116 - 128
• Main Authors: Miao, Kai, Hua, Qiang, Shi, Huifeng
• Format: Book Chapter
• Language: English
• Published: Switzerland Springer International Publishing AG 2021; Springer International Publishing
• Series: Lecture Notes in Computer Science
• Subjects: Attention Mechanism; Bayesian Optimization Algorithm; Bidirectional long short-term memory network; Convolutional Neural Networks; Short-term load forecasting

Short-term power load forecasting is quite vital in maintaining the balance between power production and power consumption of the power grid. Prediction accuracy not only affects the power grid construction, but also influences the economic development of the power grid. This paper proposes a short-...