spartan: Spartan (Simulation Parameter Analysis R Toolkit ApplicatioN)
Computer simulations are becoming a popular technique to
use in attempts to further our understanding of complex
systems. This package provides code for four techniques
described in available literature which aid the analysis of
simulation results, at both single and multiple timepoints in
the simulation run. The first technique addresses aleatory
uncertainty in the system caused through inherent
stochasticity, and determines the number of replicate runs
necessary to generate a representative result. The second
examines how robust a simulation is to parameter perturbation,
through the use of a one-at-a-time parameter analysis
technique. Thirdly, a latin hypercube based sensitivity
analysis technique is included which can elucidate non-linear
effects between parameters and indicate implications of
epistemic uncertainty with reference to the system being
modelled. Finally, a further sensitivity analysis technique,
the extended Fourier Amplitude Sampling Test (eFAST) has been
included to partition the variance in simulation results
between input parameters, to determine the parameters which
have a significant effect on simulation behaviour.
| Version: |
1.2 |
| Suggests: |
lhs, gplots, XML |
| Published: |
2012-11-07 |
| Author: |
Kieran Alden, Mark Read, Paul Andrews, Jon Timmis, Henrique
Veiga-Fernandes, Mark Coles |
| Maintainer: |
Kieran Alden <kieran.alden at york.ac.uk> |
| License: |
GPL-2 |
| NeedsCompilation: |
no |
| CRAN checks: |
spartan results |
Downloads: