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Fig 1.

The overall framework diagram of the method presented in this article.

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Fig 2.

Spatial perception self-attention module.

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Fig 2 Expand

Table 1.

Model structure parameters.

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Table 1 Expand

Fig 3.

The error reduction curve of the training set and validation set during the model training process.

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Table 2.

Performance comparison of different models.

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Table 2 Expand

Fig 4.

The prediction results of the method proposed in this article on different products.

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Fig 5.

Inventory quantity for the next 50 days.

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Fig 5 Expand

Table 3.

Performance comparison of different models.

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Table 3 Expand

Table 4.

Performance comparison of different models.

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Table 4 Expand

Table 5.

Performance comparison of different models.

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Table 5 Expand