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Nonlinear Detection for a High Rate Extended Binary Phase Shift Keying System
School of Information Science and Engineering, University of Southeast, Nanjing 210096, China
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Received: 5 March 2013; in revised form: 16 March 2013 / Accepted: 28 March 2013 / Published: 28 March 2013
Abstract: The algorithm and the results of a nonlinear detector using a machine learning technique called support vector machine (SVM) on an efficient modulation system with high data rate and low energy consumption is presented in this paper. Simulation results showed that the performance achieved by the SVM detector is comparable to that of a conventional threshold decision (TD) detector. The two detectors detect the received signals together with the special impacting filter (SIF) that can improve the energy utilization efficiency. However, unlike the TD detector, the SVM detector concentrates not only on reducing the BER of the detector, but also on providing accurate posterior probability estimates (PPEs), which can be used as soft-inputs of the LDPC decoder. The complexity of this detector is considered in this paper by using four features and simplifying the decision function. In addition, a bandwidth efficient transmission is analyzed with both SVM and TD detector. The SVM detector is more robust to sampling rate than TD detector. We find that the SVM is suitable for extended binary phase shift keying (EBPSK) signal detection and can provide accurate posterior probability for LDPC decoding.
Keywords: support vector machine; low density parity check codes; extended binary phase shift keying; posterior probability; intermediate frequency demodulator
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Chen, X.-Q.; Wu, L.-N. Nonlinear Detection for a High Rate Extended Binary Phase Shift Keying System. Sensors 2013, 13, 4327-4347.
Chen X-Q, Wu L-N. Nonlinear Detection for a High Rate Extended Binary Phase Shift Keying System. Sensors. 2013; 13(4):4327-4347.
Chen, Xian-Qing; Wu, Le-Nan. 2013. "Nonlinear Detection for a High Rate Extended Binary Phase Shift Keying System." Sensors 13, no. 4: 4327-4347.