Title :
Distribution of a Stochastic Control Algorithm Applied to Gas Storage Valuation
Author :
Makassikis, Constantinos ; Vialle, Stephane ; Warin, Xavier
Author_Institution :
SUPELEC, Metz
Abstract :
This paper introduces a research project that aims to speed-up and size-up some gas storage valuations, based on a Stochastic Dynamic Programming algorithm. Such valuations are typically needed by investment projects and yield prices of gas storage spaces and facilities. However, they involve computations which require great amounts of CPU power or memory. As a result, their parallelization on PC clusters or supercomputers becomes highly attractive and sometimes unavoidable despite its complexity. Our parallelization strategy is based on a message passing paradigm, and distributes both computations and data on a cluster, in order to achieve speed-up and size-up. It includes some complex and optimized data exchanges which are dynamically computed, planned and achieved at each computation step. This optimized data distribution and memory management allows to process large problems on a high number of processors. Moreover, our parallel implementation is able to support different price models, and our first experiments on a standard 32 PC cluster show very good performances particularly for complex price models.
Keywords :
dynamic programming; gas industry; message passing; pricing; stochastic programming; stochastic systems; storage; gas storage facilities; gas storage spaces; gas storage valuation; memory management; message passing; optimized data distribution; stochastic control algorithm; stochastic dynamic programming; Clustering algorithms; Concurrent computing; Cost accounting; Distributed computing; Dynamic programming; Heuristic algorithms; Investments; Message passing; Stochastic processes; Supercomputers;
Conference_Titel :
Signal Processing and Information Technology, 2007 IEEE International Symposium on
Conference_Location :
Giza
Print_ISBN :
978-1-4244-1835-0
Electronic_ISBN :
978-1-4244-1835-0
DOI :
10.1109/ISSPIT.2007.4458002