Back to Home

Distributed Model Exploration with EMEWS

Nicholson Collier, Justin M. Wozniak, Arindam Fadikar, Abby Stevens, and Jonathan Ozik

2024 Winter Simulation Conference (WSC), pp. 72-86, 2024

IEEE Xplore
Distributed model exploration with EMEWS

Abstract

This paper presents distributed model exploration with EMEWS, a workflow framework for large-scale, adaptive simulation studies.

EMEWS integrates workflow orchestration with high-performance and heterogeneous computing resources to support parallel optimization, calibration, and uncertainty-aware model analysis.

The framework enables scalable experimentation for complex scientific models, including epidemiological workflows that require iterative and computationally expensive search procedures.

Citation

BibTeX
@inproceedings{collier2024emews,
  title={Distributed Model Exploration with EMEWS},
  author={Collier, Nicholson and Wozniak, Justin M. and Fadikar, Arindam and Stevens, Abby and Ozik, Jonathan},
  booktitle={2024 Winter Simulation Conference (WSC)},
  pages={72--86},
  year={2024},
  organization={IEEE},
  doi={10.1109/WSC63780.2024.10838848}
}