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Unified Scaling of Polar Codes: Error Exponent, Scaling Exponent, Moderate Deviations, and Error Floors.
- Source :
-
IEEE Transactions on Information Theory . Dec2016, Vol. 62 Issue 12, p6698-6712. 15p. - Publication Year :
- 2016
-
Abstract
- Consider the transmission of a polar code of block length N and rate R over a binary memoryless symmetric channel W and let be the block error probability under successive cancellation decoding. In this paper, we develop new bounds that characterize the relationship of the parameters R , N , , and the quality of the channel W quantified by its capacity I(W) and its Bhattacharyya parameter Z(W) . In previous work, two main regimes were studied. In the error exponent regime, the channel W and the rate scales roughly as 2^{-\sqrt {N}} . In the scaling exponent approach, the channel W and the error probability P\mathrm{ e} are fixed and it was proved that the gap to capacity I(W)-R scales as N^-1/\mu . Here, $\mu $ is called scaling exponent and this scaling exponent depends on the channel W$ . A heuristic computation for the binary erasure channel (BEC) gives \mu =3.627$ and it was shown that, for any channel W$ , 3.579 \le \mu \le 5.702$ . Our contributions are as follows. First, we provide the tighter upper bound \mu \le 4.714$ valid for any WN$ . In other words, we neither fix the gap to capacity (error exponent regime) nor the error probability (scaling exponent regime), but we do consider a moderate deviations regime in which we study how fast both quantities, as the functions of the block length N$ , simultaneously go to 0. Third, we prove that polar codes are not affected by error floors. To do so, we fix a polar code of block length N$ and rate R$ . Then, we vary the channel W scales as the Bhattacharyya parameter Z(W)$ raised to a power that scales roughly like {\sqrt {N}} . This agrees with the scaling in the error exponent regime. [ABSTRACT FROM PUBLISHER]
Details
- Language :
- English
- ISSN :
- 00189448
- Volume :
- 62
- Issue :
- 12
- Database :
- Academic Search Index
- Journal :
- IEEE Transactions on Information Theory
- Publication Type :
- Academic Journal
- Accession number :
- 119616377
- Full Text :
- https://doi.org/10.1109/TIT.2016.2616117