TY - GEN
T1 - Grid-based asynchronous replica exchange
AU - Li, Zhen
AU - Parashar, Manish
PY - 2007
Y1 - 2007
N2 - Replica exchange is a powerful sampling algorithm and can be effectively used for applications such as simulating the structure, function, folding, and dynamics of proteins and drug design. However, Grid-based implementations of the algorithm present significant challenges due to its synchronization and communication requirements. This paper presents an asynchronous formulation of the replica exchange algorithm and the design and implementation of a Grid-based asynchronous replica exchange engine (GARE). GARE is based on CometG, a decentralized computational infrastructure for Desktop Grid environments that provides a scalable communication and interaction substrate and presents a virtual semantically specialized shared space abstraction. It enables the dynamic and asynchronous interactions required by the algorithm to be simply expressed and efficiently implemented. The design and implementation of GARE/CometG and the replica exchange simulations that it enables are presented. Experimental evaluations using the PlanetLab [1] wide-area test bed as well as a campus Grid environment are presented.
AB - Replica exchange is a powerful sampling algorithm and can be effectively used for applications such as simulating the structure, function, folding, and dynamics of proteins and drug design. However, Grid-based implementations of the algorithm present significant challenges due to its synchronization and communication requirements. This paper presents an asynchronous formulation of the replica exchange algorithm and the design and implementation of a Grid-based asynchronous replica exchange engine (GARE). GARE is based on CometG, a decentralized computational infrastructure for Desktop Grid environments that provides a scalable communication and interaction substrate and presents a virtual semantically specialized shared space abstraction. It enables the dynamic and asynchronous interactions required by the algorithm to be simply expressed and efficiently implemented. The design and implementation of GARE/CometG and the replica exchange simulations that it enables are presented. Experimental evaluations using the PlanetLab [1] wide-area test bed as well as a campus Grid environment are presented.
UR - http://www.scopus.com/inward/record.url?scp=47249087772&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=47249087772&partnerID=8YFLogxK
U2 - 10.1109/GRID.2007.4354134
DO - 10.1109/GRID.2007.4354134
M3 - Conference contribution
AN - SCOPUS:47249087772
SN - 1424415608
SN - 9781424415601
T3 - Proceedings - IEEE/ACM International Workshop on Grid Computing
SP - 201
EP - 208
BT - Proceedings - 8th IEEE/ACM International Conference on Grid Computing, GRID 2007
T2 - 8th IEEE/ACM International Conference on Grid Computing, GRID 2007
Y2 - 19 September 2007 through 21 September 2007
ER -