A Hardware-Based Memory-Efficient Solution for Pair-Wise Compact Sequence Alignment

被引:0
|
作者
Sarkar, Ardhendu [1 ]
Ghosh, Surajeet [1 ]
Ray, Sanchita Saha [2 ]
机构
[1] Indian Inst Engn Sci & Technol, Dept Comp Sci & Technol, Sibpur, Howrah, India
[2] St Thomas Coll Engn & Technol, Dept Informat Technol, Kolkata, India
关键词
Compact sequence alignment; Global alignment; Hardware based alignment; Memory-efficient alignment; Pair-wise sequence alignment; Sequence alignment;
D O I
10.1080/03772063.2021.1914200
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
A hardware-based memory-efficient sequence alignment architecture is described in this paper. This paper expresses a comprehensive blueprint of the hardware implementation of compact sequence alignment for pair-wise global alignment technique to achieve high-throughput processing. This architecture uses SRAM and only a small amount of digital logic circuitry to perform elementary operations of sequence alignment in real time. Additionally, this alignment engine does not require any preprocessing operations like in most of the existing alignment approaches do. Furthermore, it does not call for any sort of comparison mechanism for preparing final sequence alignment by the alignment co-processor. The entire architecture is simulated and synthesized in FPGA board for numerous cases considering dissimilar pseudo-randomly generated sequence pairs with variable sequence lengths ranging from 16 to 2048 nucleotides. The proposed design exhibits compact alignment of the sequences that leads to the identification of close similarity between the sequences under test. Moreover, the proposed alignment engine takes significantly less amount of time, approximate to 64-95% less time, and approximate to 85-99% less amount of memory space than existing alignment approaches. The overall system performance is studied with respect to Millions Alignments Per Second (MAPS) and exhibits approximate to 55-75% more sequence alignments of same set of DNA sequences in a stipulated time compared to existing schemes.
引用
收藏
页码:3638 / 3649
页数:12
相关论文
共 29 条
  • [21] A Matrix-Based Pair-Wise Key Establishment for Secure and Energy Efficient WSN-Assisted IoT
    Shukla, Anurag
    Tripathi, Sarsij
    INTERNATIONAL JOURNAL OF INFORMATION SECURITY AND PRIVACY, 2019, 13 (03) : 91 - 105
  • [22] Memory-Efficient Categorical Multi-point Statistics Algorithms Based on Compact Search Trees
    Zhang, Tuanfeng
    Pedersen, Stein Inge
    Knudby, Christen
    McCormick, David
    MATHEMATICAL GEOSCIENCES, 2012, 44 (07) : 863 - 879
  • [23] Memory-Efficient Categorical Multi-point Statistics Algorithms Based on Compact Search Trees
    Tuanfeng Zhang
    Stein Inge Pedersen
    Christen Knudby
    David McCormick
    Mathematical Geosciences, 2012, 44 : 863 - 879
  • [24] Mentor: A Memory-Efficient Sparse-dense Matrix Multiplication Accelerator Based on Column-Wise Product
    Lu, Xiaobo
    Fang, Jianbin
    Peng, Lin
    Huang, Chun
    Du, Zidong
    Zhao, Yongwei
    Wang, Zheng
    ACM Transactions on Architecture and Code Optimization, 2024, 21 (04)
  • [25] Hardware-Based Spiking Neural Network Using a TFT-Type AND Flash Memory Array Architecture Based on Direct Feedback Alignment
    Kang, Won-Mook
    Kwon, Dongseok
    Woo, Sung Yun
    Lee, Soochang
    Yoo, Honam
    Kim, Jangsaeng
    Park, Byung-Gook
    Lee, Jong-Ho
    IEEE ACCESS, 2021, 9 : 73121 - 73132
  • [26] Map-based experience replay: a memory-efficient solution to catastrophic forgetting in reinforcement learning
    Hafez, Muhammad Burhan
    Immisch, Tilman
    Weber, Tom
    Wermter, Stefan
    FRONTIERS IN NEUROROBOTICS, 2023, 17
  • [27] A Memory Efficient Hardware Based Pattern Matching and Protein Alignment Schemes for Highly Complex Databases
    AntoBennet, M.
    Sankaranarayanan, S.
    Deepika, M.
    Nanthini, N.
    Bhuvaneshwari, S.
    Priyanka, M.
    INTERNATIONAL JOURNAL ON SMART SENSING AND INTELLIGENT SYSTEMS, 2022, 10 (05): : 101 - 122
  • [28] Memory-Efficient Hardware Architecture of 2-D Dual-Mode Lifting-Based Discrete Wavelet Transform
    Hsia, Chih-Hsien
    Chiang, Jen-Shiun
    Guo, Jing-Ming
    IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2013, 23 (04) : 671 - 683
  • [29] New Memory-Efficient Hardware Architecture of 2-D Dual-mode Lifting-Based Discrete Wavelet Transform for JPEG2000
    Hsia, Chih-Hsien
    Chiang, Jen-Shiun
    2008 11TH IEEE SINGAPORE INTERNATIONAL CONFERENCE ON COMMUNICATION SYSTEMS (ICCS), VOLS 1-3, 2008, : 766 - 772