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Fig 1.

The flowchart of the study process.

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Fig 2.

Schematic diagram of the neural network structure.

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Fig 3.

The improved model of grey-BP neural network.

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Table 1.

Forecast index system of cold chain logistics demand for aquatic products.

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Table 2.

Results of the grey relational degree.

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Fig 4.

Grey predictive model fitting and prediction.

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Table 3.

Model construction results.

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Table 4.

GM (1, 1) model checking table.

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Table 5.

Forecast data from 2022 to 2026.

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Fig 5.

Fitting diagram of the neural network toolbox test model.

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Table 6.

Test results of neural network toolbox.

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Fig 6.

Model-fitting comparison diagram.

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Table 7.

Per capita demand for cold chain logistics of aquatic products in China from 2022 to 2026.

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Table 8.

The value of the fishery production in China from 2022 to 2026.

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Table 9.

Comparison of research results.

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