1. Near-Optimal DAPSK Demodulation Using a PARAFAC Decomposition
- Author
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Amr Ismail, Magnus Sandell, and Filippo Tosato
- Subjects
Channel (digital image) ,Computer Networks and Communications ,Aerospace Engineering ,020302 automobile design & engineering ,020206 networking & telecommunications ,Basis function ,02 engineering and technology ,Signal-to-noise ratio ,Amplitude ,0203 mechanical engineering ,Control theory ,Automotive Engineering ,Lookup table ,Modulation (music) ,0202 electrical engineering, electronic engineering, information engineering ,Demodulation ,Electrical and Electronic Engineering ,Algorithm ,Mathematics ,Phase-shift keying - Abstract
Differential amplitude phase shift keying (DAPSK) is a promising modulation technique for use in high-mobility environments, as it does not require channel estimation. In this paper, a novel reduced complexity soft demodulator for high-order DAPSK constellations is proposed. The main idea relies on a two-step approximation of the sum-log demapper. In the first step, a parallel factor analysis (PARAFAC) decomposition is used to approximate log-likelihood ratios. Next, the basis functions obtained through the first step are approximated by piecewise-linear curves. Numerical optimization techniques are employed for the PARAFAC decomposition and its piecewise-linear approximation whose parameters are then stored in a lookup table. It has been verified through computer simulations that the proposed scheme clearly outperforms the scheme proposed in the paper “Reduced-complexity noncoherent soft-decision-aided DAPSK dispensing with channel estimation,” ( IEEE Trans. Veh. Technol. , vol. 62, pp. 2633–2643, 2013.), while also having lower computational cost. Moreover, it is shown that the performance of the exact sum-log demapper and the proposed demapper is very close for ${\text{2}}\times {\text{4}}$ and ${\text{4}}\times {\text{16}}$ DAPSK constellations.
- Published
- 2018
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