Title :
Large scale distribution of stochastic control algorithms for gas storage valuation
Author :
Makassikis, Constantinos ; Vialle, Stéphane ; Warin, Xavier
Abstract :
This paper introduces the distribution of a stochastic control algorithm which is applied to gas storage valuation, and presents its experimental performances on two PC clusters and an IBM Blue Gene/L supercomputer. This research is part of a French national project which gathers people from the academic world (computer scientists, mathematicians, ...) as well as people from the industry of energy and finance in order to provide concrete answers on the use of computational clusters, grids and supercomputers applied to problems of financial mathematics. The designed distribution allows to run gas storage valuation models which require considerable amounts of computational power and memory space while achieving both speedup and size-up: it has been successfully implemented and experimented on PC clusters (up to 144 processors) and on a Blue Gene supercomputer (up to 1024 processors). Finally, our distributed algorithm allows to use more computing resources in order to maintain constant the execution time while increasing the calculation accuracy.
Keywords :
distributed algorithms; financial data processing; gas industry; grid computing; mathematics computing; stochastic systems; IBM Blue Gene/L supercomputer; PC clusters; computational clusters; distributed algorithm; financial mathematics; gas storage valuation; grids; stochastic control algorithms; Cement industry; Clustering algorithms; Computer industry; Cost accounting; Distributed computing; Finance; Grid computing; Large-scale systems; Stochastic processes; Supercomputers;
Conference_Titel :
Parallel and Distributed Processing, 2008. IPDPS 2008. IEEE International Symposium on
Conference_Location :
Miami, FL
Print_ISBN :
978-1-4244-1693-6
Electronic_ISBN :
1530-2075
DOI :
10.1109/IPDPS.2008.4536454