The GSO-PPO algorithm is constructed, where PPO algorithm learns the optimal scheduling strategy for the battery swapping station in a dynamic environment, and the GSO algorithm optimizes the hyperparameters of PPO and adjusts the weight of the reward function to achieve the. The GSO-PPO algorithm is constructed, where PPO algorithm learns the optimal scheduling strategy for the battery swapping station in a dynamic environment, and the GSO algorithm optimizes the hyperparameters of PPO and adjusts the weight of the reward function to achieve the. This product targets the three core pain points of low charging efficiency, frequent safety hazards, and insufficient energy replenishment facilities in the electric vehicle industry Innovate the modular battery swap mode of "vehicle and electricity separation". Relying on intelligent battery. In response to this, battery swapping stations are being proposed as a solution, but their operational efficiency is challenged by factors such as battery life, vehicle queues, and grid load management. With rich industry experience, we have. Especially in industries such as food delivery and courier services, electric two-wheelers are favored due to their environmental friendliness, cost-effectiveness and convenience.