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Table 1.

Typical multiple access model.

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Table 1 Expand

Table 2.

Reservation request table.

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Table 2 Expand

Table 3.

Free assignment table.

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Fig 1.

Uplink/downlink frame format of CFDAMA.

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Fig 2.

The basic structure of LSTM.

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Fig 3.

Network structure unfolded in time.

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Fig 4.

Network structure of CLSTM.

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Fig 5.

Data prediction based on CLSTM.

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Fig 6.

Principle of transfer learning.

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Fig 7.

Principle of CLSTMTL.

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Fig 8.

ON-OFF traffic model.

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Fig 9.

Pareto ON-OFF traffic data model.

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Fig 10.

Simulation scenario.

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Table 4.

Simulation parameters for the satellite networks.

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Table 5.

Simulation parameters for the CLSTM network.

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Fig 11.

Mean end-to-end delay/normalized channel load performance.

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Fig 12.

Mean accumulate of queue packets/normalized channel load performance.

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Fig 13.

Mean end-to-end delay/number of users performance.

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Fig 14.

Mean accumulate of queue packets/number of users performance.

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Table 6.

Evaluation results of the prediction performance.

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