Title :
Offloading Region Matching of Data Distribution Management with CUDA
Author :
Lo, Shih Hsiang ; Chung, Yeh Ching ; Pai, Fang Ping
Author_Institution :
Comput. Sci. Dept., Nat. Tsing Hua Univ., Hsinchu, Taiwan
Abstract :
Data distribution management (DDM) aims to reduce the transmission of irrelevant data between High Level Architecture (HLA) compliant simulators by taking their interesting regions into account (i.e. region matching). In a large-scale simulation, computation intensive region matching would have a direct impact on the simulation performance. To deal with the high computation cost of region matching, the whole process of region matching is offloaded to graphical processing units (GPUs) based on Computer Unified Device Architecture (CUDA). Two approaches are proposed to perform region matching in parallel. Several metrics, including different numbers of regions, different sizes of regions and different distributions of regions, are used in the experimental tests. The experimental results indicate that the performance of region matching on a GPU can be improved more than one or two orders of magnitude in comparison with that on a CPU.
Keywords :
computer architecture; computer graphics; coprocessors; CUDA; computation intensive region matching; computer unified device architecture; data distribution management; graphical processing units; high level architecture; offloading region matching; Computational efficiency; Computational modeling; Computer architecture; Computer simulation; Conference management; Distributed decision making; Large-scale systems; Subscriptions; Testing; Yarn; CUDA; Data Distribution Management; High Level Architecture; Region Matching;
Conference_Titel :
Intelligent Systems, Modelling and Simulation (ISMS), 2010 International Conference on
Conference_Location :
Liverpool
Print_ISBN :
978-1-4244-5984-1
DOI :
10.1109/ISMS.2010.64