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Communication Modulation Recognition Based on Multi-fractal Dimension Characteristics |
CHEN Hong① CAI Xiaoxia① XU Yun① LIU Wentao② |
①(PLA Electronic Engineering Institute, Hefei 230037, China)
②(Unit 95915 of PLA, Tianjin 301612, China) |
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Abstract A new modulation recognition algorithm of digital communication signals based on the multi-fractal dimension characteristics is proposed. Employing preprocessing the received signal, the generalized dimension and the multi-fractal spectrum can be calculated by 2D data array. The effect of multi-fractal spectrum due to the weighted factors q is discussed in detail, the 13 multi-fractal characteristic parameters are extracted. The Support Vector Machine (SVM) classifier based on the multi-fractal dimension characteristics is designed for recognition of different modulation signals. Simulation results show that the proposed method has a good recognition performance under low SNR.
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Received: 08 June 2015
Published: 29 February 2016
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Fund: The National Natural Science Foundation of China (61571446), The Natural Science Foundation of Anhui Province (KY13C152) |
Corresponding Authors:
CHEN Hong
E-mail: hplanhf@126.com
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