DocumentCode :
3146861
Title :
Evolving N-Body Simulations to Determine the Origin and Structure of the Milky Way Galaxy´s Halo Using Volunteer Computing
Author :
Desell, Travis ; Magdon-Ismail, Malik ; Szymanski, Boleslaw ; Varela, Carlos A. ; Willett, Benjamin A. ; Arsenault, Matthew ; Newberg, Heidi
Author_Institution :
Dept. of Comput. Sci., Rensselaer Polytech. Inst., Troy, NY, USA
fYear :
2011
fDate :
16-20 May 2011
Firstpage :
1888
Lastpage :
1895
Abstract :
This work describes research done by the MilkyWay@Home project to use N-Body simulations to model the formation of the Milky Way Galaxy´s halo. While there have been previous efforts to use N-Body simulations to perform astronomical modeling, to our knowledge this is the first to use evolutionary algorithms to discover the initial parameters to the N-Body simulations so that they accurately model astronomical data. Performing a single 32,000 body simulation can take up to 200 hours on a typical processor, with an average of 15 hours. As optimizing the input parameters to these N-Body simulations typically takes at least 30,000 or more simulations, this work is made possible by utilizing the computing power of the 35,000 volunteered hosts at the MilkyWay@Home project, which are currently providing around 800 teraFLOPS. This work also describes improvements to an open-source framework for generic distributed optimization (FGDO), which provide more efficient validation in performing these evolutionary algorithms in conjunction the Berkeley Open Infrastructure for Network Computing (BOINC).
Keywords :
Galaxy; N-body simulations (astronomical); distributed processing; evolutionary computation; Berkeley open infrastructure for network computing; Milky Way Galaxy halo; N-body simulation; astronomical modeling; evolutionary algorithm; generic distributed optimization; volunteer computing; Computational modeling; Data models; Force; Histograms; Kinematics; Optimization; Orbits;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Parallel and Distributed Processing Workshops and Phd Forum (IPDPSW), 2011 IEEE International Symposium on
Conference_Location :
Shanghai
ISSN :
1530-2075
Print_ISBN :
978-1-61284-425-1
Electronic_ISBN :
1530-2075
Type :
conf
DOI :
10.1109/IPDPS.2011.346
Filename :
6009061
Link To Document :
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