On characterization of elementary trapping sets of variable-regular LDPC codes
In this paper, we study the graphical structure of elementary trapping sets (ETSs) of variable-regular low-density parity-check (LDPC) codes. ETSs are known to be the main cause of error floor in LDPC coding schemes. For the set of LDPC codes with a given variable node degree dl and girth g, we identify all the nonisomorphic structures of an arbitrary class of (a, b) ETSs, where a is the number of variable nodes and b is the number of odd-degree check nodes in the induced subgraph of the ETS. This paper leads to a simple characterization of dominant classes of ETSs (those with relatively small values of a and b) based on short cycles in the Tanner graph of the code. For such classes of ETSs, we prove that any set S in the class is a layered superset (LSS) of a short cycle, where the term layered is used to indicate that there is a nested sequence of ETSs that starts from the cycle and grows, one variable node at a time, to generate S. This characterization corresponds to a simple search algorithm that starts from the short cycles of the graph and finds all the ETSs with LSS property in a guaranteed fashion. Specific results on the structure of ETSs are presented for dl = 3, 4, 5, 6, g = 6, 8, and a, b ≤ 10 in this paper. The results of this paper can be used for the error floor analysis and for the design of LDPC codes with low error floors.
|Keywords||Characterization of elementary trapping sets, elementary trapping sets, error floor, left-regular LDPC codes, Low-density parity-check (LDPC) codes, short cycles, trapping sets|
|Journal||IEEE Transactions on Information Theory|
Karimi, M. (Mehdi), & Banihashemi, A. (2014). On characterization of elementary trapping sets of variable-regular LDPC codes. IEEE Transactions on Information Theory, 60(9), 5188–5203. doi:10.1109/TIT.2014.2334657