Update README.md

README.md

@@ -1,12 +1,13 @@
----
-task_categories:
-- time-series-forecasting
-language:
-- en
-tags:
-- Fluids
-- ReservoirComputing
-- TimesSeries
-- ConstrainedOptimization
-pretty_name: PERC Data
----
+# PERC Datasets
+
+This repository contains the datasets used for the L4DC 2025 paper "Physics-Enforced Reservoir Computing
+for Forecasting Spatiotemporal Systems" by Tretiak, et al. 
+
+The corresponding code and usage instructions can be found in the github reposity: [https://github.com/dtretiak/PhysicsEnforcedReservoirComputing](https://github.com/dtretiak/PhysicsEnforcedReservoirComputing)
+
+
+# Kolmogorov Flow Data Usage
+Please note that the samples of Kolmorogorov Flow were integrated with the below solver:
+[https://github.com/smokbel/Controlling-Kolmogorov-Flow](https://github.com/smokbel/Controlling-Kolmogorov-Flow)
+
+The samples are included to demonstrate the PERC algorithm, but should not be generally used before following the usage guidelines in the Controlling-Kolmogorov-Flow repository.