Real-Time Radio Technology and Modulation Classification via an LSTM Auto-Encoder

Identification of the type of communication technology and/or modulation scheme based on detected radio signal are challenging problems encountered in a variety of applications including spectrum allocation and radio interference mitigation. They are rendered difficult due to a growing number of emi...

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Veröffentlicht in:	IEEE transactions on wireless communications 2022-01, Vol.21 (1), p.370-382
Hauptverfasser:	Ke, Ziqi, Vikalo, Haris
Format:	Artikel
Sprache:	eng
Schlagworte:	Algorithms Coders Computational modeling Computer architecture denoising auto-encoder Emitters Feature extraction Low cost LSTM Modulation Modulation/technology classification Neural networks Noise reduction Phase modulation Radio frequency interference Radio signals Real time Signal classification Signal monitoring Spectrum allocation Task analysis Wireless communication Wireless sensor networks
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