To address this, we propose a novel hybrid prediction framework that integrates variational mode decomposition, the Pearson correlation coefficient, and a benchmark prediction model. . on towards renewables is central to net-zero emissions. However,building a global power system dominat d by solar and wind energy presents immense challenges. Experimental results demonstrate the outstanding performance of the proposed method, achieving an R 2 value. . Dec 5, 2025 · A wind-solar hybrid and power station technology, applied in the field of communication, can solve problems such as the difficulty of power supply for communication. Assessing the potential and complementary Aug 15, 2025 · By calculating the Kendall rank correlation coefficient. . What is a hybrid solar-wind energy system? By combining solar and wind energy, the system aims to optimize power generation and distribution, ensuring a stable and sustainable energy supply for the community. The proposed system integrates a hybrid solar-wind configuration to power the entire setup. . This study examines the environmental factors influencing energy production from wind turbines and photovoltaic panels, utilizing machine learning models including bidirectional long short-term memory (Bi-LSTM), stacked long short-term memory (stacked LSTM), convolutional neural network-long. .