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With a focus on improving carbon market subjects and carbon transaction mechanisms, this paper proposes integrated energy optimization scheduling in high-speed railway stations considering demand response under the participation of the carbon market, considering both. . With a focus on improving carbon market subjects and carbon transaction mechanisms, this paper proposes integrated energy optimization scheduling in high-speed railway stations considering demand response under the participation of the carbon market, considering both. . In this study, the combination of crossover algorithm and particle swarm optimization—crossover algorithm-particle swarm optimization (CS-PSO) algorithm—to optimize photovoltaic hybrid energy storage scheduling, improving global search and convergence speed, is discussed. The new method reduces. . Mobile energy storage has the characteristics of strong flexibility, wide application, etc., with fixed energy storage can effectively deal with the future large-scale photovoltaic as well as electric vehicles and other fluctuating load access to the grid resulting in the imbalance of supply and. . It is one of the essential models of future energy system development. In this article, we explain how strategic procurement not only facilitates the deployment of energy. .