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The contributions of this paper are threefold: first, it introduces a comprehensive scheduling framework for PV-storage systems that integrates DRL with practical system modeling and constraint handling; second, it designs an interpretable and goal-aligned reward mechanism that. . The contributions of this paper are threefold: first, it introduces a comprehensive scheduling framework for PV-storage systems that integrates DRL with practical system modeling and constraint handling; second, it designs an interpretable and goal-aligned reward mechanism that. . Wenergy is a global energy storage provider with vertically integrated capabilities—from core materials to advanced energy storage systems. Leveraging AI-driven optimization, VPP integration, and intelligent energy management platforms, we deliver safe, efficient, and scalable energy storage. . This paper proposes a deep reinforcement learning-based framework for optimizing photovoltaic (PV) and energy storage system scheduling. By modeling the control task as a Markov Decision Process and employing the Soft Actor-Critic (SAC) algorithm, the system learns adaptive charge/discharge. . Huawei's Smart String Grid-Forming ESS ensures robust protection through five layers of integrated safety design, from individual cells, battery packs, racks, systems, and the grid. The new method reduces. . The photovoltaic energy storage control cabinet adopts the design concept of "coordinated control of photovoltaic energy storage", deeply integrates the core equipment of photovoltaic and energy storage system, and integrates the core components such as 200kW STS static switch, dual 50kW DC/ DC. .
