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JustinStarreveld committed May 30, 2024
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# Robustness Analysis for Adaptive Optimization

[![License: MIT][license-badge]][license]
[![DOI][Zenodo-badge]][Zenodo-url]
<!-- [![DOI][Zenodo-badge]][Zenodo-url] -->

This repository provides code for applying _Robustness_ _Analysis_ (RA).
RA is used to analyze the performance of a particular solution under variation in the uncertain parameters of an optimization problem.
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## Illustrative Example

We highlight the difference between SA, RA for static optimization and RA for adaptive optimization using the illustrative example as described in Section 2.2 of the [preprint-paper].
We highlight the difference between SA, RA for static optimization and RA for adaptive optimization using the illustrative example as described in Section 2.2 of the paper.
<!-- [preprint-paper]. -->

We assume to have access to a randomly generated data set of $N=1000$ realizations of $(c_{A,1}, c_{A,2})$ and use this scenario data to analyze the performance of our nominal solution in a 3-stage setting.
Then, using the same set of scenarios, we highlight the difference between SA, RA in a static setting and RA in an adaptive setting, by comparing the results from applying these three methods.
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[license]: https://opensource.org/license/mit/
[license-badge]: https://img.shields.io/badge/license-MIT-blue
[Zenodo-url]: [INSERT LINK TO ZENODO]
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[Zenodo-badge]: https://zenodo.org/badge/494070848.svg
[preprint-paper]: [INSERT LINK TO PAPER]
[preprint-paper]: [INSERT LINK TO PAPER] -->


<!-- https://doi.org/10.5281/zenodo.10143595 -->

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