In this Phd thesis discusses modern methods for constructing MET QC-LDPC codes with a given error correction ("waterfall, error-floor") and complexity (parallelism level according circulant size plus scheduler orthogonality of checks) profiles: 1. weight enumerators optimization, protograph construction using Density Evolution, MI (P/Exit-chart) and it approximation: Gaussian Approximation, Reciprocal-channel approximation and etc; 2. Covariance evolution and it approximation; 3. Lifting methods for QC codes construction:PEG, Guest-and-Test, Hill-Climbing with girth, EMD, ACE optimization; 4. Upper and lower bounds on code distance estimation and its parallel implementation using CPU/GPU; 5. Brouwer-Zimmerman and Number Geometry code distance estimation methods; 6. Importance Sampling for error-floor estimation; 7. Length and rate adaption methods for QC codes based on cyclic group decomposition; 8. Methods for interaction screening which allow to improve performance (decorrelate variables) under BP and it's approximation. We proposed several state-of-the-art methods: Simulated Annealing lifting for MET QC-LDPC codes construction; fast EMD and code distance estimation; floor scale modular lifting for lenght adaption; fast finite-length covariance evolution rate penalty from threshold for code construction and it hardware friendly compression for fast decoder's LLRs unbiasing due SNR's estimation error. We found topology reason's of efficient of such methods using topology thickening (homotopy of continuous and discrete curvature) under matched metric space which allow to generalize this idea to a class of nonlinear codes for Signal Processing and Machine Learning. Using the proposed algorithms several generations of WDM Long-Haul error-correction codes were built. It was applied for "5G eMBB" 3GPP TS38.212 and other applications like Flash storage, Compressed sensing measurement matrix.
翻译:在本哲学论文中,讨论建造MET QC-LDPC 的现代方法,配有给定的错误校正(“瀑布,差错底”)和复杂度(根据circurant 尺寸加上排程器或检查的度度度)剖面:1. 重量计优化,使用密度进化、MI(P/Exit-chart)和它近似:高思亚电压加速度、对流通道近近等;2. 离异性奥运进化和它近似;3. QC 代码构造的提升方法:PEEGEG, 客座和测试, 与 girth、EMD、ACE优化的希尔-直径直径比比值水平;4. 代码的上下界限,使用Clocker-modrode 快速度计算法,用于提高性能;Slockerwer-modrodeal disal disal;Slation-ral-deal-deal deal deal disal disal dismal 。