DocumentCode :
397276
Title :
High speed GAML-based phylogenetic tree reconstruction using HW/SW codesign
Author :
Mak, Terrence S T ; Lam, K.P.
Author_Institution :
Dept. of Syst. Eng. & Eng. Manage., Chinese Univ. of Hong Kong, Shatin, China
fYear :
2003
fDate :
11-14 Aug. 2003
Firstpage :
470
Lastpage :
473
Abstract :
Heuristics for reconstructing the phylogenetic tree of DNA sequences based on maximum likelihood are computationally expensive. The tree evaluation function that calculates the likelihood value for each tree topology dominates the time in searching the optimal tree. We developed a hybrid hardware/software (HW/SW) system for solving the phylogenetic tree reconstruction problem using the genetic algorithm for maximum likelihood (GAML) approach. The GAML is partitioned into a genetic algorithm (GA) and a fitness evaluation function, with the SW handling the GA and the HW evaluating the maximum likelihood function. This approach exploits the flexibility of software and the speed up of high performance hardware. An efficient field programmable gate arrays (FPGA) implementation for the required computation on evolution tree topology fitness evaluation is proposed. The complete high-level digital design is developed and Xilinx´s Java-based JBits toolkit is used for constructing a BRAM interface for digital process synchronization control and GA chromosomes transmission between a workstation and the Xilinx Virtex-800 FPGA processor. This implementation provides approximately 30 to 100 times in speedup improvement when compared to a software solution.
Keywords :
DNA; biology computing; evolution (biological); field programmable gate arrays; genetic algorithms; genetic engineering; maximum likelihood sequence estimation; molecular biophysics; tree searching; DNA sequence; FPGA; Xilinx Java-based JBits toolkit; Xilinx Virtex-800 FPGA processor; chromosomes transmission; digital process synchronization control; evolution tree topology fitness evaluation; field programmable gate arrays; genetic algorithm for maximum likelihood-based phylogenetic tree reconstruction; hybrid hardware/software system; DNA computing; Digital control; Field programmable gate arrays; Genetic algorithms; Hardware; Java; Phylogeny; Sequences; Software performance; Topology;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Bioinformatics Conference, 2003. CSB 2003. Proceedings of the 2003 IEEE
Print_ISBN :
0-7695-2000-6
Type :
conf
DOI :
10.1109/CSB.2003.1227376
Filename :
1227376
Link To Document :
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