Helms, Tobias and Ewald, Roland and Rybacki, Stefan and Uhrmacher, Adelinde M. (2013) A generic adaptive simulation algorithm for component-based simulation systems. In: SIGSIM Conference on Principles of Advanced Discrete Simulation (PADS 2013), 19-22 May 2013, Montreal, QC, Canada. Proceedings, published by ACM, NewYork, USA, pp. 11-22.
Full text not available from this repository.Abstract
The state of a model may strongly vary during simulation, and with it also the simulation's computational demands. Adapting the simulation algorithm to these demands at runtime can therefore improve the overall performance. Although this is a general and cross-cutting concern, only few simulation systems offer re-usable support for this kind of runtime adaptation. We present a flexible and generic mechanism for the runtime adaptation of component-based simulation algorithms. It encapsulates simulation algorithms applicable to a given problem and employs reinforcement learning to explore the algorithms' suitability during a simulation run. We evaluate the approach by executing models from two modeling formalisms used in computational biology.
| Item Type: | Conference or Workshop Item (Paper) |
|---|---|
| Projects: | ESCeMMo, ALeSIA, CoSa, VASSiB |
