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README.md

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-# iterative_surrogate_optimization
+# Iterative Surrogate Model Optimization (ISMO)
+
+This repository is the main driver for the experiments found in the arxiv paper [Iterative Surrogate Model Optimization (ISMO): An active learning algorithm for PDE constrained optimization with deep neural networks arXiv:2008.05730
+](https://arxiv.org/abs/2008.05730)
+
+To get started, it is probably a good idea to checkout the example repositories
+
+ * https://github.com/kjetil-lye/ismo_validation
+ * https://github.com/kjetil-lye/ismo_airfoil
+ * https://github.com/kjetil-lye/ismo_heat