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Aiming at the problems of low energy efficiency and unstable operation in the optimal allocation of optical storage capacity in rural new energy microgrids, this paper proposes an optimization method based on two-layer multi-objective collaborative decision-making. . Moncheur de Rieudotte M. Typical Use Cases for Energy Storage in Rural Areas Richland, WA: Pacific Northwest National Laboratory. First, an outer optimization. . Rural photovoltaic energy storage functions through the integration of solar power generation and battery systems, enabling reliable energy availability in off-grid areas. Photovoltaic systems convert sunlight into electrical energy, 2.