Abstract
DNA sequence alignment is expected to help in revealing important information related to the human body, disease, genetic and other biological upon discovery of the sequence alignment. Moreover, there have been intensive efforts in improving the performance of the sequence alignment process via hardware-based acceleration using the Field Programmable Gate Array (FPGA). This implementation is becoming popular due to the flexibility of the acceleration design, the ability to reduce the execution cycle, parallel computational solutions, and the ability to increase the performance of alignment at the same time. The performance of the DNA sequence alignment system strongly depends on the algorithm, design architecture and accelerator performance. This study proposed three new DNA sequence alignment accelerator system cell design and architecture based on the Smith-Waterman Algorithm (SWA) named as the new Optimized SWA Linear Gap Penalty (OSL), Optimized SWA Affine Gap Penalty (OSA), and Optimized Recursive Variable Expansion SWA Linear Gap Penalty (ORSL). The OSL, OSA and ORSL proposed a new optimized two bit data representation format for DNA sequence characters, which is previously designed based on the eight bit ASCII 2 characters format. Moreover, the OSL, OSA and ORSL cell designs reduce the complexity of the DNA sequence alignment by rescheduling the process of alignment via a new parallel arrangement of the processing or computational element. On top of that, minimal stages of computation cycle were proposed and introduced in OSL cell design, with a reduction of 25% compared to the previous SWA linear gap penalty design. Next, the new OSL, OSA and ORSL also proposed a new optimized systolic array-based architecture for optimizing and accelerating the performance of the SWA cell design. In this study, the As Soon As Possible (ASAP) optimization has been adopted in the OSA, OSL and ORSL cell designs, which resulted in reducing the stages of the computational cycle. Moreover, the minimal size of the two bit data representation characters format used in the design has resulted in minimizing the temporary memory requirement in the cell design up to 75%. The proposed OSL, OSA and ORSL design code was developed, simulated and implemented using commercial design software, the Altera Quartus II version 12.1 and the NIOS II IDE. The design was targeted to the Altera FPGA platforms, specifically the Altera DE2-115.
Metadata
Item Type: | Thesis (PhD) |
---|---|
Creators: | Creators Email / ID Num. Syed Abdul Rahman, Syed Abdul Mutalib Al Junid 2010971067 |
Contributors: | Contribution Name Email / ID Num. Thesis advisor Md Tahir, Nooritawati UNSPECIFIED |
Subjects: | Q Science > QH Natural history - Biology T Technology > TK Electrical engineering. Electronics. Nuclear engineering |
Divisions: | Universiti Teknologi MARA, Shah Alam > Faculty of Electrical Engineering |
Programme: | Doctor of Philosophy |
Keywords: | DNA sequence alignment, SWA cell, High performance |
Date: | 2017 |
URI: | https://ir.uitm.edu.my/id/eprint/121219 |
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