DocumentCode
2556597
Title
Molecular dynamics simulation: Implementation and optimization based on Hadoop
Author
Jiao, Shanfei ; He, Chen ; Dou, Yusheng ; Tang, Hong
Author_Institution
Coll. of Comput. Sci. & Technol., Chongqing Univ. of Posts & Telecommun., Chongqing, China
fYear
2012
fDate
29-31 May 2012
Firstpage
1203
Lastpage
1207
Abstract
At first the paper introduced the basic concept and mechanism of Hadoop architecture and the current parallel research situation of molecular dynamics simulation, then three solutions were proposed for implementing the parallel algorithm using atom-decomposition method on Hadoop to overcome shortcomings of fast iteration and communication among sub-tasks. After that tested and analyzed program´s speed-up ratio, expansibility and cost-time of various parts, then did performance tuning in many ways, finally obtained good results as high as 28× speedup in large-scale system simulations. The test showing molecular dynamics simulation based on Hadoop is more economical and practical.
Keywords
iterative methods; optimisation; parallel algorithms; parallel architectures; public domain software; Hadoop architecture; atom decomposition method; iteration algorithm; molecular dynamics simulation; optimization; parallel algorithm; performance tuning; Cloud computing; Computational modeling; Educational institutions; Load modeling; Scientific computing; Synchronization; Hadoop; MapReduce; cloud computing; molecular dynamics; optimization;
fLanguage
English
Publisher
ieee
Conference_Titel
Natural Computation (ICNC), 2012 Eighth International Conference on
Conference_Location
Chongqing
ISSN
2157-9555
Print_ISBN
978-1-4577-2130-4
Type
conf
DOI
10.1109/ICNC.2012.6234529
Filename
6234529
Link To Document