Based on the consideration of wind-solar complementarity and power quality fac-tors, this paper builds the optimal configuration model of wind-landscape storage and distribution network, and. . Solar solar container communication station wind an lding a global power system dominated by solar and wind energy presents immense challenges. Here,we demonstrate the potentialof a globally interconnected solar-wind system to meet future e elation coefficient,variance,standard devi e. . The wind-solar hybrid power system is a high performance-to-price ratio power supply system by using wind and solar energy complementarity. This paper proposes. . This paper presents an optimization method for hybrid energy systems based on Model Predictive Control (MPC), Long Short-Term Memory (LSTM) networks, and Kolmogorov–Arnold Networks (KANs).