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Fig 1.

Schematic diagram of PPO operation process.

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Fig 2.

Schematic diagram of the ATT-MAPPO framework.

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Fig 3.

Schematic diagram of DB-GAIL framework.

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Fig 4.

Schematic diagram of the hybrid algorithm structure.

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Fig 5.

Schematic diagram of microgrid structure.

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Fig 6.

Schematic diagram of the discriminator network.

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Fig 7.

Schematic diagram of collaborative optimization model framework.

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Table 1.

Energy collaborative optimization model.

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Table 1 Expand

Table 2.

Experimental environment.

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Fig 8.

Reward function and strategy loss function curve.

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Fig 9.

Discriminant network output and error change diagram.

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Fig 10.

Curve comparison of different reward functions.

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Table 3.

Comparison of Computational Complexity of Different Algorithms.

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Table 4.

Ablation Experiment Results.

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Table 5.

Sensitivity Analysis.

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Fig 11.

Comparison of DC bus voltage and energy storage current variation over time.

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Fig 12.

Comparison of photovoltaic power output and load demand.

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Fig 13.

Dispatch results and energy storage battery status.

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Table 6.

Real-time scheduling results comparison of different models.

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Table 7.

Inference performance test results of the embedded platform.

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