@inproceedings{7d82e3ba33b6438cbd76b48bd64643f7,
title = "Multi-fidelity modeling & simulation methodology for simulation speed up",
abstract = "M&S-based analysis has been performed for simulation experiments of all possible input combinations as a 'what-if' analysis causing the simulation to be extremely time-consuming. To resolve this problem, this paper proposes a multi-fidelity M&S methodology for enhancing simulation speed while minimizing accuracy loss and maximizing model reusability, in the M&S-based analysis. Target systems of this methodology are continuous and discrete event system. The proposed multi-fidelity M&S methodology consists of 4 steps: 1) target model selection and Interest Region definition, 2) low-fidelity model development, 3) multi-fidelity model composition, 4) selected target model substitution. Also this methodology proposes structure of multi-fidelity model and its mathematical specifications for the third step. This methodology is applied without any modification of existing models and simulation engine for maximizing model reusability. Case study applies this methodology to Torpedo Tactics Simulation model and the Vehicle Allocation Simulation model. The result shows that simulation speed increases at least 1.21 times with 5% accuracy loss. We expect that this methodology will be applicable in various M&S-based analysis for enhancing simulation speed.",
keywords = "Interest Region, Model reusability, Multi-fidelity M&S, Simulation speed up",
author = "Choi, {Seon Han} and Lee, {Sun Ju} and Kim, {Tag Gon}",
year = "2014",
doi = "10.1145/2601381.2601385",
language = "English",
isbn = "9781450327947",
series = "SIGSIM-PADS 2014 - Proceedings of the 2014 ACM Conference on SIGSIM Principles of Advanced Discrete Simulation",
publisher = "Association for Computing Machinery",
pages = "139--150",
booktitle = "SIGSIM-PADS 2014 - Proceedings of the 2014 ACM Conference on SIGSIM Principles of Advanced Discrete Simulation",
note = "2nd ACM SIGSIM/PADS Conference on Principles of Advanced Discrete Simulation, SIGSIM-PADS 2014 ; Conference date: 18-05-2014 Through 21-05-2014",
}