EURASIP Journal on Advances in Signal Processing

Table 2 Comparison of different RNN modules on the SR-ADSB dataset

From: Independently convolutional gated recurrent neural unit for space-based ADS-B signal separation with single antenna

Method	Decoding accuracy (%)	Bit-error rate (%)
RNN	86.64	0.52
Bidirectional RNN	87.74	0.44
GRU	87.54	0.44
Bidirectional GRU	88.42	0.35
LSTM	87.66	0.48
Bidirectional LSTM	88.39	0.45
Ind-RNN	88.02	0.40
Bidirectional Ind-RNN	89.22	0.33
Ind-CRNN (Bidirectional)	89.81	0.30
Ind-CGRU (Bidirectional)	90.40	0.26

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