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  1. NTU Theses and Dissertations Repository
  2. 電機資訊學院
  3. 電子工程學研究所
請用此 Handle URI 來引用此文件: http://tdr.lib.ntu.edu.tw/jspui/handle/123456789/66694
完整後設資料紀錄
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dc.contributor.advisor盧奕璋(Yi-Chang Lu)
dc.contributor.authorYu-Cheng Lien
dc.contributor.author李育誠zh_TW
dc.date.accessioned2021-06-17T00:51:46Z-
dc.date.available2016-07-01
dc.date.copyright2011-11-30
dc.date.issued2011
dc.date.submitted2011-11-11
dc.identifier.citation[1] S. B. Needleman and C. D. Wunsch, ” A general method applicable to the search for similarities in the amino acid sequence of two proteins,” Journal of Molecular Biology, vol.48, no.3, pp. 443-453, Mar. 1970.
[2] T. F. Smith and M. S. Waterman, “Identification of common molecular subsequences,” Journal of Molecular Biology, vol. 147, no. 1, pp. 195–97, Mar. 1981.
[3] O. Gotoh, “An improved algorithm for matching biological sequences”, Journal of Molecular Biology, 162, pp. 705-708, 1982.
[4] W. Pearson and D. Lipman, “Improved tools for biological sequence analysis,” Proc. Natl. Acad. Sci. USA, vol. 85, pp. 2444-2448, 1988.
[5] S. F. Altschul et al., “Basic local alignment search tool,” Journal of Molecular Biology, vol.215, pp. 403-410, 1990.
[6] S. F. Altschul et al., “Gapped BLAST and PSI-BLAST: A new generation of protein database search programs,” Nucleic Acids Research, vol. 25, pp. 3389–402, 1997.
[7] E. Sotiriades and A. Dollas, “A general reconfigurable architecture for the BLAST algorithm,” Journal of VLSI Signal Processing, vol.48, no.3, pp. 189-208, 2007
[8] B. Harris et al., “A banded Smith-Waterman FPGA accelerator for Mercury BLASTP,” the 2007 International Conference on Field Programmable Logic and Applications, pp. 765-769, 2007.
[9] S. Kasap, K. Benkrid and Y. Liu, “Design and implementation of an FPGA-based core for gapped BLAST sequence alignment with the Two-Hit Method,” Engineering Letters, vol. 16, issue: 3, pp. 443-452, 2008.
[10] S. Kasap, K. Benkird and Y. Liu, “A high performance FPGA-based implementation of position specific iterated BLAST,” the 17th ACM/SIGDA International Symposium on Field Programmable Gate Arrays (FPGA), pp.249-252, 2009.
[11] J. Lancaster, J. Buhler and R. D. Chamberlain, “Acceleration of ungapped extension in Mercury BLAST,” Journal of Microprocessors & Microsystems, vol. 33 issue 4, June 2009.
[12] A. Jacob, J. Lancaster et al., “FPGA-accelerated seed generation in Mercury BLASTP,” Field-Programmable Custom Computing Machines, pp. 95-106, 2007.
[13] Y. Yamaguchi, H. K. Tsoi and W. Luk, “FPGA-based Smith-Waterman algorithm: Analysis and novel design,” International Symposium on Applied Reconfigurable Computing, Mar. 2011.
[14] F. Xia, Y. Dou and J. Xu, “Families of FPGA-based accelerators for BLAST algorithm with multi-seeds detection and parallel extension,” International Conference of Bioinformatics Research and Development, pp. 43-57, 2008.
[15] P. Zhang, G. Tan and G.R. Gao, “Implementation of the Smith-Waterman algorithm on a reconfigurable supercomputing platform,” High-performance Reconfigurable Computing Technology and Applications (HPRCTA 07), pp. 39-48, 2007.
[16] M. C. Herbordt, J. Model, et al., “Single Pass, BLAST-Like, Approximate String Matching on FPGAs” fccm, pp. 217-226, 14th Annual IEEE Symposium on Field-Programmable Custom Computing Machines (FCCM’06), 2006.
[17] Basic Local Alignment Search Tool, http://blast.ncbi.nlm.nih.gov/Blast.cgi .
[18] Swiss-Prot Protein knowledgebase, 2001, http://au.expasy.org/sprot/.
[19] Keshab K. Parhi, VLSI Digital Signal Processing Systems: Design and Implementation, 1999, Wiley.
[20] John L. Hennessy and David A. Patterson, Computer Architecture: A Quantitative Approach, 1990, Morgan Kaufmann.
[21] SIB, Swiss Institute of Bioinformatics, “UniProtKB/Swiss-Prot protein knowledgebase release 2011_09 statistics,” 2011, http://web.expasy.org/docs /relnotes/relstat.html.
dc.identifier.urihttp://tdr.lib.ntu.edu.tw/jspui/handle/123456789/66694-
dc.description.abstract本文提出生物序列比對計算之平行處理器硬體架構,能夠將目標序列和檢測序列做比對,依照兩者間的相似度輸出排序結果。並對此處理器架構以硬體加速器方式實現,期待可以用來改善近年來因生物序列的數量大幅增加而造成比對時間隨之增加的問題。
所提出的處理器除了使用平行處理架構模式加快速度之外,也因為使用階層式架構設計而達到管線化的效果,處理時間可以更進一步的縮短;在面積方面,雖然使用平行處理,理論上面積會呈現線性的增加,但是因為引進階層式架構,較低階層的電路可以被較高階層的電路共用,所以整體電路的面積並不會隨平行處理器的數量呈現線性遞增。所以在處理時間上一方面可以取得平行處理的優點,同時硬體面積上並不會完全的表現傳統平行處理的缺點。除此之外,本文也針對此處理器提出一個可擴充式架構,可連結多個處理器來處理更長的目標序列長度,對生物序列比對的議題有更完整的硬體解決方法。
使用TSMC90nm的邏輯閘資料庫實現一個比對目標為蛋白質序列的平行架構處理器,可以處理目標序列達1,048,576條、任一個目標序列及檢測序列長度達8,192個胺基酸,此處理器達到操作頻率100MHz及電路面積32mm2。其相似架構亦可應用於核苷酸序列比對。
zh_TW
dc.description.abstractThis thesis proposes a parallel architecture for biological sequence alignment that compares a query sequence to subject sequences. It receives sequence inputs and generates a list sorted by the similarity of the two sequences. Based on the architecture, we implement a hardware accelerator to reduce the fast growing execution time for sequence alignment due to many new sequence discovered in recent years.
The proposed processor adopts both the parallel architecture and the hierarchical architecture to reach pipeline-level speedups. Though the chip area is linearly proportional to the number of parallel channels in theory, we have adopted the concept of block reuse to alleviate the impacts while reducing the processing time by parallelism. The hardware of low-level circuits can be reused by the hardware of high-level circuits. Besides, this thesis proposes a scalable architecture to concatenate more than one processor to extend the allowable lengths of sequences. The scalable architecture is suitable for processing longer subject sequences in the future. Thus, it provides a feasible solution for biological sequence alignment hardware.
A parallel sequencing processor for protein sequences is implemented using TSMC 90nm cell library. It is capable of processing 1,048,576 subject sequences, and the length of query and subject sequences can be as long as 8192 amino acid residues. This processor operates at 100MHz and its chip area is 30 mm2
en
dc.description.provenanceMade available in DSpace on 2021-06-17T00:51:46Z (GMT). No. of bitstreams: 1
ntu-100-R98943135-1.pdf: 11235983 bytes, checksum: 1564da1bfb3ef538e0deeb4f607aa6e0 (MD5)
Previous issue date: 2011
en
dc.description.tableofcontents中文摘要 i
英文摘要 ii
目錄 iii
圖目錄 v
表目錄 ix
Chapter 1 緒論 1
1.1 研究動機 1
1.2 論文架構 2
Chapter 2 原理及演算法 3
2.1 比對Alignment 3
2.1.1 全域比對 Global Alignment 3
2.1.2 區域比對 Local Alignment 5
2.2 Smith-Waterman方法 6
2.3 Basic Local Alignment Search Tool (BLAST)方法 10
2.3.1 K-mer 10
2.3.2 Hit 方法 11
2.3.3 Two-Hit 方法 12
2.3.4 無空隙延伸 Un-gapped Extension 13
2.3.5 容許空隙延伸 Gapped Extension 13
Chapter 3 硬體架構 15
3.1 硬體架構簡介 15
3.2 處理單元 17
3.2.1 Hit 檢測器 17
3.2.2 Two-Hit 檢測器 21
3.2.3 無空隙延伸器 27
3.2.4 容許空隙延伸器 30
3.2.5 排序器 32
3.2.6 評分表 35
3.3 具可延展性之硬體架構 37
Chapter 4 硬體架構實現與模擬結果 43
4.1 Hit 檢測器 43
4.2 Two-Hit 檢測器 46
4.3 無空隙延伸器 51
4.4 帶狀Smith-Waterman 處理器 56
4.5 排序器 60
4.6 處理器架構 62
4.7 模擬結果 63
Chapter 5 結論及未來工作 69
參考文獻 70
dc.language.isozh-TW
dc.subject生物序列比對zh_TW
dc.subjectSmith-Watermanzh_TW
dc.subject平行架構zh_TW
dc.subject蛋白質序列比對zh_TW
dc.subject硬體架構實現zh_TW
dc.subjectBLASTzh_TW
dc.subjecthardware implementationen
dc.subjectbasic local alignment search tool (BLAST)en
dc.subjectSmith-Watermanen
dc.subjectprotein sequence alignmenten
dc.subjectparallel architectureen
dc.subjectbiological sequence alignmenten
dc.title生物序列比對處理器之平行架構與硬體實現zh_TW
dc.titleParallel Architecture and Hardware Implementation of Biological Sequence Alignment Processorsen
dc.typeThesis
dc.date.schoolyear100-1
dc.description.degree碩士
dc.contributor.oralexamcommittee陳倩瑜(Chien-Yu Chen),曾宇鳳(Yufeng Jane Tseng),陳和麟(Ho-Lin Chen)
dc.subject.keyword生物序列比對,BLAST,Smith-Waterman,蛋白質序列比對,平行架構,硬體架構實現,zh_TW
dc.subject.keywordbiological sequence alignment,basic local alignment search tool (BLAST),Smith-Waterman,protein sequence alignment,parallel architecture,hardware implementation,en
dc.relation.page71
dc.rights.note有償授權
dc.date.accepted2011-11-11
dc.contributor.author-college電機資訊學院zh_TW
dc.contributor.author-dept電子工程學研究所zh_TW
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