Automatic modulation classification (AMC) is one of the important parts in cooperative and noncooperative contexts. This paper approaches the AMC problem by using deep learning. We propose a convolutional neural network (CNN)-based AMC to classify the modulation type of received orthogonal frequency division multiplexing (OFDM) signal and analyze its classification performance. CNN model is trained by using received OFDM signals for different modulation types and signal-to-noise ratios, and then classification accuracy is validated through computer simulations.
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Kyonggi Univ, Contents Convergence Software Res Inst, Suwon 16227, South KoreaKyonggi Univ, Contents Convergence Software Res Inst, Suwon 16227, South Korea
Yoo, Hyun
Baek, Ji-Won
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Kyonggi Univ, Dept Comp Sci, Suwon 16227, South KoreaKyonggi Univ, Contents Convergence Software Res Inst, Suwon 16227, South Korea
Baek, Ji-Won
Chung, Kyungyong
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Kyonggi Univ, Div AI Comp Sci & Engn, Suwon 16227, South KoreaKyonggi Univ, Contents Convergence Software Res Inst, Suwon 16227, South Korea
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Korea Aerosp Univ, Sch Elect & Informat Engn, Gyeonggi Do 10540, South KoreaKorea Aerosp Univ, Sch Elect & Informat Engn, Gyeonggi Do 10540, South Korea
Lee, Hunje
Han, Sujeong
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Korea Aerosp Univ, Sch Elect & Informat Engn, Gyeonggi Do 10540, South KoreaKorea Aerosp Univ, Sch Elect & Informat Engn, Gyeonggi Do 10540, South Korea
Han, Sujeong
Byeon, Jeong-Il
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Korea Aerosp Univ, Sch Elect & Informat Engn, Gyeonggi Do 10540, South KoreaKorea Aerosp Univ, Sch Elect & Informat Engn, Gyeonggi Do 10540, South Korea
Byeon, Jeong-Il
Han, Seoulgyu
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Korea Aerosp Univ, Sch Elect & Informat Engn, Gyeonggi Do 10540, South KoreaKorea Aerosp Univ, Sch Elect & Informat Engn, Gyeonggi Do 10540, South Korea
Han, Seoulgyu
Myung, Rangun
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Korea Aerosp Univ, Sch Elect & Informat Engn, Gyeonggi Do 10540, South KoreaKorea Aerosp Univ, Sch Elect & Informat Engn, Gyeonggi Do 10540, South Korea
Myung, Rangun
Joung, Jingon
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Chung Ang Univ, Sch Elect & Elect Engn, Seoul 06974, South KoreaKorea Aerosp Univ, Sch Elect & Informat Engn, Gyeonggi Do 10540, South Korea
Joung, Jingon
Choi, Jihoon
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Korea Aerosp Univ, Sch Elect & Informat Engn, Gyeonggi Do 10540, South KoreaKorea Aerosp Univ, Sch Elect & Informat Engn, Gyeonggi Do 10540, South Korea