Update README.md

README.md

@@ -4,9 +4,13 @@ license: cc-by-4.0
 
 # IonoBench Datasets
 
+[![GitHub](https://img.shields.io/badge/GitHub-Mert--chan%2FIonoBench-blue?logo=github)](https://github.com/Mert-chan/IonoBench)
+[![Paper](https://img.shields.io/badge/Paper-Remote%20Sensing-blue?logo=readthedocs)](https://doi.org/10.3390/rs17152557)
+[![HF Models](https://img.shields.io/badge/HF%20Models-IonoBench-blue?logo=huggingface&logoColor=white)](https://huggingface.co/Mertjhan/IonoBench)
+
+
 **IonoBench**: Evaluating Spatiotemporal Models for Ionospheric Forecasting under Solar-Balanced and Storm-Aware Conditions  
-*Accepted in Remote Sensing (MDPI)*  
-Project GitHub: [https://github.com/Mert-chan/IonoBench](https://github.com/Mert-chan/IonoBench)
+*Published in Remote Sensing (MDPI)*  
 
 ---
 
@@ -52,24 +56,22 @@ These datasets is part of the **IonoBench Evaluation Framework**, designed to be
 
 ## Data Sources
 
-- TEC Maps: IGS Global Ionosphere Maps (GIMs)  
-- Solar-Terrestrial Parameters: NASA GSFC OMNIWeb
+- **The IGS GIM** and **C1PG** data are publicly available at [https://cddis.nasa.gov/archive/gnss/products](https://cddis.nasa.gov/archive/gnss/products/ionex/) (accessed on 23 July 2025).
+- **Solar and Geomagnetic Parameters**: OMNI2 via NASA GSFC OMNIWeb (SPDF) can be accessed via [https://omniweb.gsfc.nasa.gov](https://omniweb.gsfc.nasa.gov/form/dx1.html) (accessed on 23 July 2025).
 
 ---
 
 ## Citation
 
-If you use this dataset, please cite:
+If you use these datasets, please cite:
 
 > Mert C. Turkmen, Yee Hui Lee, Eng Leong Tan (2025).  
 > *IonoBench: Evaluating Spatiotemporal Models for Ionospheric Forecasting under Solar-Balanced and Storm-Aware Conditions*.  
-> Remote Sensing (MDPI), Special Issue on Ionosphere and Space Weather.  
-> DOI to be added upon publication
-
-As well as the original data sources:
+> Remote Sensing, 17(15), 2557. [https://doi.org/10.3390/rs17152557](https://doi.org/10.3390/rs17152557)
 
-- Dach et al. (2015) — CODE GIMs  
-- King & Papitashvili (2005) — OMNI2/SPDF
+And cite the original data providers:
 
+- Hernández-Pajares, M.; et al. The IGS VTEC maps: A reliable source of ionospheric information since 1998. J. Geod. 2009, 83, 263–275. https://doi.org/10.1007/s00190-008-0266-1.
+- King, J.H.; Papitashvili, N.E. Solar wind spatial scales and comparisons of hourly Wind and ACE plasma and magnetic field data. J. Geophys. Res. 2005, 110, 2004JA010649. https://doi.org/10.1029/2004JA010649.
 ---