FPGA accelerator of algebraic quasi cyclic LDPC codes for NAND flash memories

In this article, the authors implement an FPGA simulator that accelerates the performance evaluation of very long QC-LDPC codes, and present a novel 8-KB LDPC code for NAND flash memory with better performance

Low-complexity high-speed VLSI design of low-density parity-check decoders

Low-Density Parity-check (LDPC) codes have attracted considerable attention due to their capacity approaching performance over AWGN channel and highly parallelizable decoding schemes. They have been considered in a variety of industry standards for the next generation communication systems. In general, LDPC codes achieve outstanding performance with large codeword lengths (e.g., N>1000 bits), which lead to a linear increase of the size of memory for storing all the soft messages in LDPC decoding. In the next generation communication systems, the target data rates range from a few hundred Mbit/sec to several Gbit/sec. To achieve those very high decoding throughput, a large amount of computation units are required, which will significantly increase the hardware cost and power consumption of LDPC decoders. LDPC codes are decoded using iterative decoding algorithms. The decoding latency and power consumption are linearly proportional to the number of decoding iterations. A decoding approach with fast convergence speed is highly desired in practice. This thesis considers various VLSI design issues of LDPC decoder and develops efficient approaches for reducing memory requirement, low complexity implementation, and high speed decoding of LDPC codes. We propose a memory efficient partially parallel decoder architecture suited for quasi-cyclic LDPC (QC-LDPC) codes using Min-Sum decoding algorithm. We develop an efficient architecture for general permutation matrix based LDPC codes. We have explored various approaches to linearly increase the decoding throughput with a small amount of hardware overhead. We develop a multi-Gbit/sec LDPC decoder architecture for QC-LDPC codes and prototype an enhanced partially parallel decoder architecture for a Euclidian geometry based LDPC code on FPGA. We propose an early stopping scheme and an extended layered decoding method to reduce the number of decoding iterations for undecodable and decodable sequence received from channel. We also propose a low-complexity optimized 2-bit decoding approach which requires comparable implementation complexity to weighted bit flipping based algorithms but has much better decoding performance and faster convergence speed

Multi-Layer Parallel Decoding Algorithm and VLSI Architecture for Quasi-Cyclic LDPC Codes

We propose a multi-layer parallel decoding algorithm and VLSI architecture for decoding of structured quasi-cyclic low-density parity-check codes. In the conventional layered decoding algorithm, the block-rows of the parity check matrix are processed sequentially, or layer after layer. The maximum number of rows that can be simultaneously processed by the conventional layered decoder is limited to the sub-matrix size. To remove this limitation and support layer-level parallelism, we extend the conventional layered decoding algorithm and architecture to enable simultaneously processing of multiple (K) layers of a parity check matrix, which will lead to a roughly K-fold throughput increase. As a case study, we have designed a double-layer parallel LDPC decoder for the IEEE 802.11n standard. The decoder was synthesized for a TSMC 45-nm CMOS technology. With a synthesis area of 0.81 mm2 and a maximum clock frequency of 815 MHz, the decoder achieves a maximum throughput of 3.0 Gbps at 15 iterations

VLSI Decoder Architecture for High Throughput, Variable Block-size and Multi-rate LDPC Codes

A low-density parity-check (LDPC) decoder architecture that supports variable block sizes and multiple code rates is presented. The proposed architecture is based on the structured quasi-cyclic (QC-LDPC) codes whose performance compares favorably with that of randomly constructed LDPC codes for short to moderate block sizes. The main contribution of this work is to address the variable block-size and multirate decoder hardware complexity that stems from the irregular LDPC codes. The overall decoder, which was synthesized, placed and routed on TSMC 0.13-micron CMOS technology with a core area of 4.5 square millimeters, supports variable code lengths from 360 to 4200 bits and multiple code rates between 1/4 and 9/10. The average throughput can achieve 1 Gbps at 2.2 dB SNR.NokiaNational Science Foundatio

VLSI algorithms and architectures for non-binary-LDPC decoding

Tesis por compendio[EN] This thesis studies the design of low-complexity soft-decision Non-Binary Low-Density Parity-Check (NB-LDPC) decoding algorithms and their corresponding hardware architectures suitable for decoding high-rate codes at high throughput (hundreds of Mbps and Gbps). In the first part of the thesis the main aspects concerning to the NB-LDPC codes are analyzed, including a study of the main bottlenecks of conventional softdecision decoding algorithms (Q-ary Sum of Products (QSPA), Extended Min-Sum (EMS), Min-Max and Trellis-Extended Min-Sum (T-EMS)) and their corresponding hardware architectures. Despite the limitations of T-EMS algorithm (high complexity in the Check Node (CN) processor, wiring congestion due to the high number of exchanged messages between processors and the inability to implement decoders over high-order Galois fields due to the high decoder complexity), it was selected as starting point for this thesis due to its capability to reach high-throughput. Taking into account the identified limitations of the T-EMS algorithm, the second part of the thesis includes six papers with the results of the research made in order to mitigate the T-EMS disadvantages, offering solutions that reduce the area, the latency and increase the throughput compared to previous proposals from literature without sacrificing coding gain. Specifically, five low-complexity decoding algorithms are proposed, which introduce simplifications in different parts of the decoding process. Besides, five complete decoder architectures are designed and implemented on a 90nm Complementary Metal-Oxide-Semiconductor (CMOS) technology. The results show an achievement in throughput higher than 1Gbps and an area less than 10 mm2. The increase in throughput is 120% and the reduction in area is 53% compared to previous implementations of T-EMS, for the (837,726) NB-LDPC code over GF(32). The proposed decoders reduce the CN area, latency, wiring between CN and Variable Node (VN) processor and the number of storage elements required in the decoder. Considering that these proposals improve both area and speed, the efficiency parameter (Mbps / Million NAND gates) is increased in almost five times compared to other proposals from literature. The improvements in terms of area allow us to implement NB-LDPC decoders over high-order fields which had not been possible until now due to the highcomplexity of decoders previously proposed in literature. Therefore, we present the first post-place and route report for high-rate codes over high-order fields higher than Galois Field (GF)(32). For example, for the (1536,1344) NB-LDPC code over GF(64) the throughput is 1259Mbps occupying an area of 28.90 mm2. On the other hand, a decoder architecture is implemented on a Field Programmable Gate Array (FPGA) device achieving 630 Mbps for the high-rate (2304,2048) NB-LDPC code over GF(16). To the best knowledge of the author, these results constitute the highest ones presented in literature for similar codes and implemented on the same technologies.[ES] En esta tesis se aborda el estudio del diseño de algoritmos de baja complejidad para la decodificación de códigos de comprobación de paridad de baja densidad no binarios (NB-LDPC) y sus correspondientes arquitecturas apropiadas para decodificar códigos de alta tasa a altas velocidades (cientos de Mbps y Gbps). En la primera parte de la tesis los principales aspectos concernientes a los códigos NB-LDPC son analizados, incluyendo un estudio de los principales cuellos de botella presentes en los algoritmos de decodificación convencionales basados en decisión blanda (QSPA, EMS, Min-Max y T-EMS) y sus correspondientes arquitecturas hardware. A pesar de las limitaciones del algoritmo T-EMS (alta complejidad en el procesador del nodo de chequeo de paridad (CN), congestión en el rutado debido al intercambio de mensajes entre procesadores y la incapacidad de implementar decodificadores para campos de Galois de orden elevado debido a la elevada complejidad), éste fue seleccionado como punto de partida para esta tesis debido a su capacidad para alcanzar altas velocidades. Tomando en cuenta las limitaciones identificadas en el algoritmo T-EMS, la segunda parte de la tesis incluye seis artículos con los resultados de la investigación realizada con la finalidad de mitigar las desventajas del algoritmo T-EMS, ofreciendo soluciones que reducen el área, la latencia e incrementando la velocidad comparado con propuestas previas de la literatura sin sacrificar la ganancia de codificación. Especificamente, cinco algoritmos de decodificación de baja complejidad han sido propuestos, introduciendo simplificaciones en diferentes partes del proceso de decodificación. Además, arquitecturas completas de decodificadores han sido diseñadas e implementadas en una tecnologia CMOS de 90nm consiguiéndose una velocidad mayor a 1Gbps con un área menor a 10 mm2, aumentando la velocidad en 120% y reduciendo el área en 53% comparado con previas implementaciones del algoritmo T-EMS para el código (837,726) implementado sobre campo de Galois GF(32). Las arquitecturas propuestas reducen el área del CN, latencia, número de mensajes intercambiados entre el nodo de comprobación de paridad (CN) y el nodo variable (VN) y el número de elementos de almacenamiento en el decodificador. Considerando que estas propuestas mejoran tanto el área comola velocidad, el parámetro de eficiencia (Mbps / Millones de puertas NAND) se ha incrementado en casi cinco veces comparado con otras propuestas de la literatura. Las mejoras en términos de área nos ha permitido implementar decodificadores NBLDPC sobre campos de Galois de orden elevado, lo cual no habia sido posible hasta ahora debido a la alta complejidad de los decodificadores anteriormente propuestos en la literatura. Por lo tanto, en esta tesis se presentan los primeros resultados incluyendo el emplazamiento y rutado para códigos de alta tasa sobre campos finitos de orden mayor a GF(32). Por ejemplo, para el código (1536,1344) sobre GF(64) la velocidad es 1259 Mbps ocupando un área de 28.90 mm2. Por otro lado, una arquitectura de decodificador ha sido implementada en un dispositivo FPGA consiguiendo 660 Mbps de velocidad para el código de alta tasa (2304,2048) sobre GF(16). Estos resultados constituyen, según el mejor conocimiento del autor, los mayores presentados en la literatura para códigos similares implementados para las mismas tecnologías.[CA] En esta tesi s'aborda l'estudi del disseny d'algoritmes de baixa complexitat per a la descodificació de codis de comprovació de paritat de baixa densitat no binaris (NB-LDPC), i les seues corresponents arquitectures per a descodificar codis d'alta taxa a altes velocitats (centenars de Mbps i Gbps). En la primera part de la tesi els principals aspectes concernent als codis NBLDPC són analitzats, incloent un estudi dels principals colls de botella presents en els algoritmes de descodificació convencionals basats en decisió blana (QSPA, EMS, Min-Max i T-EMS) i les seues corresponents arquitectures. A pesar de les limitacions de l'algoritme T-EMS (alta complexitat en el processador del node de revisió de paritat (CN), congestió en el rutat a causa de l'intercanvi de missatges entre processadors i la incapacitat d'implementar descodificadors per a camps de Galois d'orde elevat a causa de l'elevada complexitat), este va ser seleccionat com a punt de partida per a esta tesi degut a la seua capacitat per a aconseguir altes velocitats. Tenint en compte les limitacions identificades en l'algoritme T-EMS, la segona part de la tesi inclou sis articles amb els resultats de la investigació realitzada amb la finalitat de mitigar els desavantatges de l'algoritme T-EMS, oferint solucions que redueixen l'àrea, la latència i incrementant la velocitat comparat amb propostes prèvies de la literatura sense sacrificar el guany de codificació. Específicament, s'han proposat cinc algoritmes de descodificació de baixa complexitat, introduint simplificacions en diferents parts del procés de descodificació. A més, s'han dissenyat arquitectures completes de descodificadors i s'han implementat en una tecnologia CMOS de 90nm aconseguint-se una velocitat major a 1Gbps amb una àrea menor a 10 mm2, augmentant la velocitat en 120% i reduint l'àrea en 53% comparat amb prèvies implementacions de l'algoritme T-EMS per al codi (837,726) implementat sobre camp de Galois GF(32). Les arquitectures proposades redueixen l'àrea del CN, la latència, el nombre de missatges intercanviats entre el node de comprovació de paritat (CN) i el node variable (VN) i el nombre d'elements d'emmagatzemament en el descodificador. Considerant que estes propostes milloren tant l'àrea com la velocitat, el paràmetre d'eficiència (Mbps / Milions deportes NAND) s'ha incrementat en quasi cinc vegades comparat amb altres propostes de la literatura. Les millores en termes d'àrea ens ha permès implementar descodificadors NBLDPC sobre camps de Galois d'orde elevat, la qual cosa no havia sigut possible fins ara a causa de l'alta complexitat dels descodificadors anteriorment proposats en la literatura. Per tant, nosaltres presentem els primers reports després de l'emplaçament i rutat per a codis d'alta taxa sobre camps finits d'orde major a GF(32). Per exemple, per al codi (1536,1344) sobre GF(64) la velocitat és 1259 Mbps ocupant una àrea de 28.90 mm2. D'altra banda, una arquitectura de descodificador ha sigut implementada en un dispositiu FPGA aconseguint 660 Mbps de velocitat per al codi d'alta taxa (2304,2048) sobre GF(16). Estos resultats constitueixen, per al millor coneixement de l'autor, els millors presentats en la literatura per a codis semblants implementats per a les mateixes tecnologies.Lacruz Jucht, JO. (2016). VLSI algorithms and architectures for non-binary-LDPC decoding [Tesis doctoral no publicada]. Universitat Politècnica de València. https://doi.org/10.4995/Thesis/10251/73266TESISCompendi

New Algorithms for High-Throughput Decoding with Low-Density Parity-Check Codes using Fixed-Point SIMD Processors

Most digital signal processors contain one or more functional units with a single-instruction, multiple-data architecture that supports saturating fixed-point arithmetic with two or more options for the arithmetic precision. The processors designed for the highest performance contain many such functional units connected through an on-chip network. The selection of the arithmetic precision provides a trade-off between the task-level throughput and the quality of the output of many signal-processing algorithms, and utilization of the interconnection network during execution of the algorithm introduces a latency that can also limit the algorithm\u27s throughput. In this dissertation, we consider the turbo-decoding message-passing algorithm for iterative decoding of low-density parity-check codes and investigate its performance in parallel execution on a processor of interconnected functional units employing fast, low-precision fixed-point arithmetic. It is shown that the frequent occurrence of saturation when 8-bit signed arithmetic is used severely degrades the performance of the algorithm compared with decoding using higher-precision arithmetic. A technique of limiting the magnitude of certain intermediate variables of the algorithm, the extrinsic values, is proposed and shown to eliminate most occurrences of saturation, resulting in performance with 8-bit decoding nearly equal to that achieved with higher-precision decoding. We show that the interconnection latency can have a significant detrimental effect of the throughput of the turbo-decoding message-passing algorithm, which is illustrated for a type of high-performance digital signal processor known as a stream processor. Two alternatives to the standard schedule of message-passing and parity-check operations are proposed for the algorithm. Both alternatives markedly reduce the interconnection latency, and both result in substantially greater throughput than the standard schedule with no increase in the probability of error

Research on energy-efficient VLSI decoder for LDPC code

制度:新 ; 報告番号:甲3742号 ; 学位の種類:博士(工学) ; 授与年月日:2012/9/15 ; 早大学位記番号:新6113Waseda Universit