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Disease Diagnosis-on-a-chip: Large Scale Networks-on-chip Based Multicore Platform for Protein Folding Analysis

Authors :
Xue, Yuankun
Qian, Zhiliang
Bogdan, Paul
Ye, Fan
Tsui, Chi Ying
Xue, Yuankun
Qian, Zhiliang
Bogdan, Paul
Ye, Fan
Tsui, Chi Ying
Publication Year :
2014

Abstract

Protein folding is critical for many biological processes. In this work, we propose an NoC-based multi-core platform for protein folding computation. We first identify the speedup bottleneck for applying conventional genetic algorithm on a mesh-based multi-core platform. Then, we address this computation-and communication-intensive problem while taking into account both hardware and software aspects. Specifically, we group the processing cores into islands and propose an NoC-based multicore architecture for intra-and inter-island communication. The high scalability of the proposed platform allows us to integrate from 100 to 1200 cores for the folding computation. We then propose a genetic migration algorithm to take advantage of the massive parallel platform. Our simulation results show that the proposed platform offers near-linear speedup as the number of cores increases. We also report the hardware cost in area and power based on a 100-core FPGA prototype. Copyright 2014 ACM.

Details

Database :
OAIster
Notes :
English
Publication Type :
Electronic Resource
Accession number :
edsoai.on1331259054
Document Type :
Electronic Resource