• Title/Summary/Keyword: systolic array architecture

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Minimum-Distance Classified Vector Quantizer and Its Systolic Array Architecture (최소거리 분류벡터 양자기와 시스토릭 어레이 구조)

  • Kim, Dong Sic
    • Journal of the Korean Institute of Telematics and Electronics B
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    • v.32B no.5
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    • pp.77-86
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    • 1995
  • In this paper in order to reduce the encoding complexity required in the full search vector quantization(VQ), a new classified vector quantization(CVQ) technique is described employing the minimum-distance classifier. The determination of the optimal subcodebook sizes for each class is an important task in CVQ designs and is not an easy work. Therefore letting the subcodebook sizes be equal. A CVQ technique. Which satisties the optimal CVQ condition approximately, is proposed. The proposed CVQ is a kind of the partial search VQ because it requires a search process within each subcodebook only, and the minimum encoding complexity since the subcodebook sizes are the same in each class. But simulation results reveal while the encoding complexity is only O(N$^{1/2}$) comparing with O(N) of the full-search VQ. A simple systolic array, which has the through-put of k, is also proposed for the implementation of the VQ. Since the operation of the classifier is identical with that of the VQ, the proposed array is applied to both the classifier and the VQ in the proposed CVQ, which shows the usefulness of the proposed CVQ.

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Optimized and Portable FPGA-Based Systolic Cell Architecture for Smith-Waterman-Based DNA Sequence Alignment

  • Shah, Hurmat Ali;Hasan, Laiq;Koo, Insoo
    • Journal of information and communication convergence engineering
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    • v.14 no.1
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    • pp.26-34
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    • 2016
  • The alignment of DNA sequences is one of the important processes in the field of bioinformatics. The Smith-Waterman algorithm (SWA) performs optimally for aligning sequences but is computationally expensive. Field programmable gate array (FPGA) performs the best on parameters such as cost, speed-up, and ease of re-configurability to implement SWA. The performance of FPGA-based SWA is dependent on efficient cell-basic implementation-unit design. In this paper, we present an optimized systolic cell design while avoiding oversimplification, very large-scale integration (VLSI)-level design, and direct mapping of iterative equations such as previous cell designs. The proposed design makes efficient use of hardware resources and provides portability as the proposed design is not based on gate-level details. Our cell design implementing a linear gap penalty resulted in a performance improvement of 32× over a GPP platform and surpassed the hardware utilization of another implementation by a factor of 4.23.

Design and Analysis of a Digit-Serial $AB^{2}$ Systolic Arrays in $GF(2^{m})$ ($GF(2^{m})$ 상에서 새로운 디지트 시리얼 $AB^{2}$ 시스톨릭 어레이 설계 및 분석)

  • Kim Nam-Yeun;Yoo Kee-Young
    • Journal of KIISE:Computer Systems and Theory
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    • v.32 no.4
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    • pp.160-167
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    • 2005
  • Among finite filed arithmetic operations, division/inverse is known as a basic operation for public-key cryptosystems over $GF(2^{m})$ and it is computed by performing the repetitive $AB^{2}$ multiplication. This paper presents a digit-serial-in-serial-out systolic architecture for performing the $AB^2$ operation in GF$(2^{m})$. To obtain L×L digit-serial-in-serial-out architecture, new $AB^{2}$ algorithm is proposed and partitioning, index transformation and merging the cell of the architecture, which is derived from the algorithm, are proposed. Based on the area-time product, when the digit-size of digit-serial architecture, L, is selected to be less than about m, the proposed digit-serial architecture is efficient than bit-parallel architecture, and L is selected to be less than about $(1/5)log_{2}(m+1)$, the proposed is efficient than bit-serial. In addition, the area-time product complexity of pipelined digit-serial $AB^{2}$ systolic architecture is approximately $10.9\%$ lower than that of nonpipelined one, when it is assumed that m=160 and L=8. Additionally, since the proposed architecture can be utilized for the basic architecture of crypto-processor and it is well suited to VLSI implementation because of its simplicity, regularity and pipelinability.

Multithreaded and Overlapped Systolic Array for Depthwise Separable Convolution (깊이별 분리 합성곱을 위한 다중 스레드 오버랩 시스톨릭 어레이)

  • Jongho Yoon;Seunggyu Lee;Seokhyeong Kang
    • Transactions on Semiconductor Engineering
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    • v.2 no.1
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    • pp.1-8
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    • 2024
  • When processing depthwise separable convolution, low utilization of processing elements (PEs) is one of the challenges of systolic array (SA). In this study, we propose a new SA architecture to maximize throughput in depthwise convolution. Moreover, the proposed SA performs subsequent pointwise convolution on the idle PEs during depthwise convolution computation to increase the utilization. After the computation, we utilize unused PEs to boost the remaining pointwise convolution. Consequently, the proposed 128x128 SA achieves a 4.05x and 1.75x speed improvement and reduces the energy consumption by 66.7 % and 25.4 %, respectively, compared to the basic SA and RiSA in MobileNetV3.

Remote speech recognition preprocessing system for intelligent robot in noisy environment (지능로봇에 적합한 잡음 환경에서의 원거리 음성인식 전처리 시스템)

  • Gwon, Se-Do;Jeong, Hong
    • Proceedings of the IEEK Conference
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    • 2006.06a
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    • pp.365-366
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    • 2006
  • This paper describes a pre-processing methodology which can apply to remote speech recognition system of service robot in noisy environment. By combining beamforming and blind source separation, we can overcome the weakness of beamforming (reverberation) and blind source separation (distributed noise, permutation ambiguity). As this method is designed to be implemented with hardware, we can achieve real-time execution with FPGA by using systolic array architecture.

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Implementation of a LSB-First Digit-Serial Multiplier for Finite Fields GF(2m) (유한 필드 GF(2m)상에서의 LSB 우선 디지트 시리얼 곱셈기 구현)

  • Kim, Chang-Hun;Hong, Chun-Pyo;U, Jong-Jeong
    • The KIPS Transactions:PartA
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    • v.9A no.3
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    • pp.281-286
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    • 2002
  • In this paper we, implement LSB-first digit-serial systolic multiplier for computing modular multiplication $A({\times})B$mod G ({\times})in finite fields GF $(2^m)$. If input data come in continuously, the implemented multiplier can produce multiplication results at a rate of one every [m/L] clock cycles, where L is the selected digit size. The analysis results show that the proposed architecture leads to a reduction of computational delay time and it has more simple structure than existing digit-serial systolic multiplier. Furthermore, since the propose architecture has the features of regularity, modularity, and unidirectional data flow, it shows good extension characteristics with respect to m and L.

A Decoder Design for High-Speed RS code (RS 코드를 이용한 복호기 설계)

  • 박화세;김은원
    • Journal of the Korean Institute of Telematics and Electronics T
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    • v.35T no.1
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    • pp.59-66
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    • 1998
  • In this paper, the high-speed decoder for RS(Reed-Solomon) code, one of the most popular error correcting code, is implemented using VHDL. This RS decoder is designed in transform domain instead of most time domain. Because of the simplicity in structure, transform decoder can be easily realized VLSI chip. Additionally the pipeline architecture, which is similar to a systolic array is applied for all design. Therefore, This transform RS decoder is suitable for high-rate data transfer. After synthesis with FPGA technology, the decoding rate is more 43 Mbytes/s and the area is 1853 LCs(Logic Cells). To compare with other product with pipeline architecture, this result is admirable. Error correcting ability and pipeline performance is certified by computer simulation.

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Design of MSB-First Digit-Serial Multiplier for Finite Fields GF(2″) (유한 필드 $GF(2^m)$상에서의 MSB 우선 디지트 시리얼 곱셈기 설계)

  • 김창훈;한상덕;홍춘표
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.27 no.6C
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    • pp.625-631
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    • 2002
  • This paper presents a MSB-first digit-serial systolic array for computing modular multiplication of A(x)B(x) mod G(x) in finite fields $GF(2^m)$. From the MSB-first multiplication algorithm in $GF(2^m)$, we obtain a new data dependence graph and design an efficient digit-serial systolic multiplier. For circuit synthesis, we obtain VHDL code for multiplier, If input data come in continuously, the implemented multiplier can produce multiplication results at a rate of one every [m/L] clock cycles, where L is the selected digit size. The analysis results show that the proposed architecture leads to a reduction of computational delay time and it has much more simple structure than existing digit-serial systolic multiplier. Furthermore, since the propose architecture has the features of unidirectional data flow and regularity, it shows good extension characteristics with respect to m and L.

High-Speed Reed-Solomon Decoder Using New Degree Computationless Modified Euclid´s Algorithm (새로운 DCME 알고리즘을 사용한 고속 Reed-Solomon 복호기)

  • 백재현;선우명훈
    • Journal of the Institute of Electronics Engineers of Korea SD
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    • v.40 no.6
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    • pp.459-468
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    • 2003
  • This paper proposes a novel low-cost and high-speed Reed-Solomon (RS) decoder based on a new degree computationless modified Euclid´s (DCME) algorithm. This architecture has quite low hardware complexity compared with conventional modified Euclid´s (ME) architectures, since it can remove completely the degree computation and comparison circuits. The architecture employing a systolic away requires only the latency of 2t clock cycles to solve the key equation without initial latency. In addition, the DCME architecture using 3t+2 basic cells has regularity and scalability since it uses only one processing element. The RS decoder has been synthesized using the 0.25${\mu}{\textrm}{m}$. Faraday CMOS standard cell library and operates at 200MHz and its data rate suppots up to 1.6Gbps. For tile (255, 239, 8) RS code, the gate counts of the DCME architecture and the whole RS decoder excluding FIFO memory are only 21,760 and 42,213, respectively. The proposed RS decoder can reduce the total fate count at least 23% and the total latency at least 10% compared with conventional ME architectures.

A Novel Arithmetic Unit Over GF(2$^{m}$) for Reconfigurable Hardware Implementation of the Elliptic Curve Cryptographic Processor (타원곡선 암호프로세서의 재구성형 하드웨어 구현을 위한 GF(2$^{m}$)상의 새로운 연산기)

  • 김창훈;권순학;홍춘표;유기영
    • Journal of KIISE:Computer Systems and Theory
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    • v.31 no.8
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    • pp.453-464
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    • 2004
  • In order to solve the well-known drawback of reduced flexibility that is associate with ASIC implementations, this paper proposes a novel arithmetic unit over GF(2$^{m}$ ) for field programmable gate arrays (FPGAs) implementations of elliptic curve cryptographic processor. The proposed arithmetic unit is based on the binary extended GCD algorithm and the MSB-first multiplication scheme, and designed as systolic architecture to remove global signals broadcasting. The proposed architecture can perform both division and multiplication in GF(2$^{m}$ ). In other word, when input data come in continuously, it produces division results at a rate of one per m clock cycles after an initial delay of 5m-2 in division mode and multiplication results at a rate of one per m clock cycles after an initial delay of 3m in multiplication mode respectively. Analysis shows that while previously proposed dividers have area complexity of Ο(m$^2$) or Ο(mㆍ(log$_2$$^{m}$ )), the Proposed architecture has area complexity of Ο(m), In addition, the proposed architecture has significantly less computational delay time compared with the divider which has area complexity of Ο(mㆍ(log$_2$$^{m}$ )). FPGA implementation results of the proposed arithmetic unit, in which Altera's EP2A70F1508C-7 was used as the target device, show that it ran at maximum 121MHz and utilized 52% of the chip area in GF(2$^{571}$ ). Therefore, when elliptic curve cryptographic processor is implemented on FPGAs, the proposed arithmetic unit is well suited for both division and multiplication circuit.