Construction and Implementation of a Simple Agent-Based System on GPU-Architectures
dwh Simulation Services, Neustiftgasse 57-59, 1070, Vienna, Austria
Simulation Notes Europe SNE, 22(3-4), 169-176, 2012
@article{schneckenreither2012construction,
title={Construction and Implementation of a Simple Agent-Based System on GPU-Architectures},
author={Schneckenreither, Gunter and Hepp, Stefan and Prokesch, Daniel},
journal={SNE},
pages={169–176},
year={2012}
}
Agent-based modelling and simulation is still an upcoming approach for microsimulation. But a large number of agents with advanced dynamics and interactions requires sophisticated algorithms and lots of computational effort. We try to implement a rather simple but special agent-based model model on GPU-architectures (graphics processing unit). This contribution presents the GPU implementations and and investigates its practicability. Results show that implementation of agent-based systems on a GPU-architecture can deliver enormous speedups. Depending on the detailed structure of the system highly advanced algorithms deliver another great performance-boost. The combination of both approaches can deliver up to 1.000 times faster execution of the same simulation.
May 8, 2013 by hgpu