This article aims to evaluate the optimal configuration of a hybrid plant through the total variation complementarity index and the capacity factor, determining the best amounts of each source to be installed. . The wind-solar complementary power generation system makes up for the shortcomings of solar power generation and wind power generation and plays to the strengths of the two power generation modes, thereby improving the efficiency of power generation; the number of installation operating personnel. . Firstly, the study defines two types of complementary indicators that distinguish between output smoothing and source-load matching. Secondly, a novel method for generating wind and solar output scenarios based on improved Generative Adversarial Networks is presented and compared against the. . Abstract: The wind-solar hybrid power generation project combined with electric vehicle charging stations can effectively reduce the impact on the power system caused by the random charging of electric cars, contribute to the in-situ wind-solar complementary system and reduce the harm arising from. . Wind energy and solar energy are inexhaustible green, clean and renewable energy sources on the earth., Chengdu 610000, Sichuan Province, China 2. Tangshan Institute, Southwest Jiaotong University, Tangshan 063000, Hebei Province, China Objectives Renewable energy generation primarily using wind, solar, and hydro power is one of the. . The intermittent nature of wind and solar sources poses a complex challenge to grid operators in forecasting electrical energy production.