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Fig 1.

Risk element category diagram.

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Fig 1 Expand

Table 1.

Flight failure factors.

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Table 1 Expand

Fig 2.

Intelligent risk assessment model diagram.

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Fig 2 Expand

Table 2.

R flight failure list.

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Table 2 Expand

Fig 3.

RNN network topology diagram.

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Fig 3 Expand

Fig 4.

Structure diagram of LSTM cell model.

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Fig 4 Expand

Table 3.

LSTM hyperparameters.

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Table 3 Expand

Table 4.

Proportion of risk factors.

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Table 4 Expand

Fig 5.

Proportion of reasons affecting flights.

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Fig 5 Expand

Table 5.

Weather risk standards.

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Table 5 Expand

Table 6.

User activity risk standards table.

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Table 6 Expand

Table 7.

Airport risk levels.

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Table 7 Expand

Table 8.

Airport security risk data.

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Table 8 Expand

Fig 6.

LSTM model training stability verification.

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Fig 6 Expand

Fig 7.

LSTM model training accuracy verification.

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Fig 7 Expand

Table 9.

Standard error and determinable coefficients of model training 10 times.

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Table 9 Expand

Table 10.

LSTM model validation results.

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Table 10 Expand

Table 11.

Comparison of predictions with other established methods.

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Table 11 Expand

Table 12.

Comparison results with other literature.

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Table 12 Expand