Characterization and Efficient Search of Non-Elementary Trapping Sets of LDPC Codes with Applications to Stopping Sets
In this paper, we propose a characterization for nonelementary trapping sets (NETSs) of low-density parity-check (LDPC) codes. The characterization is based on viewing an NETS as a hierarchy of embedded graphs starting from an ETS. The characterization corresponds to an efficient search algorithm that under certain conditions is exhaustive. As an application of the proposed characterization/search, we obtain lower and upper bounds on the stopping distance smin of LDPC codes. We examine a large number of regular and irregular LDPC codes, and demonstrate the efficiency and versatility of our technique in finding lower and upper bounds on, and in many cases the exact value of, smin. Finding smin, or establishing search-based lower or upper bounds, for many of the examined codes are out of the reach of any existing algorithm. For a constant degree distribution and range of search, the worst-case computational complexity of the proposed search algorithms for finding NETSs and stopping sets is linear in the code’s block length n. The average search complexity for stopping sets, however, is constant in n, if the simple cycles required as input to the search algorithm are available.
|Bipartite graph, Computational complexity, Decoding, Iterative decoding, Upper bound|
|IEEE Transactions on Information Theory|
|Organisation||Department of Systems and Computer Engineering|
Hashemi, Y. (Yoones), & Banihashemi, A. (2018). Characterization and Efficient Search of Non-Elementary Trapping Sets of LDPC Codes with Applications to Stopping Sets. IEEE Transactions on Information Theory. doi:10.1109/TIT.2018.2865385