update citation and run notebook info in notebook and readme

README.md

@@ -8,26 +8,27 @@ topography, snow and temperature data to calculate the permafrost active layer t
 and simulate the hillslope diffusion process for a study area in Alaska.
 
 This Jupyter Notebook is part of the work for a research paper 
-["CSDMS Data Components: data-model integration tools for Earth surface processes modeling"](https://doi.org/10.5194/gmd-2023-127).
+["CSDMS Data Components: data-model integration tools for Earth surface processes modeling"](https://gmd.copernicus.org/articles/17/2165/2024/gmd-17-2165-2024.html).
 
 
 ### Notebook Citation
-Gan, T., Tucker, G. E., Overeem, I., Pierce, E. (2023). 
-Data Component Use Case for Permafrost Thaw and Hillslope Diffusion, HydroShare, https://doi.org/10.4211/hs.c4ebe3515a894446bf26aba0aedd7fdd
+Gan, T., Tucker, G. E., Overeem, I., Pierce, E. (2024). 
+Data Component Use Case for Permafrost Thaw and Hillslope Diffusion, HydroShare, https://doi.org/10.4211/hs.3e11df71c1724df18fe8fed9e0afdfa1
 
 
 ### Run the Notebook
 You can choose the following methods to run this Jupyter Notebook: 
 
-#### Method 1: HydroShare
-Please go to the [HydroShare Resource](https://www.hydroshare.org/resource/c4ebe3515a894446bf26aba0aedd7fdd/) 
-and follow the instruction in the **"Abstract"** section to run this notebook.
+[//]: # (#### Method 1: HydroShare)
 
-<!---
-#### Method 2: CSDMS
+[//]: # (Please go to the [HydroShare Resource]&#40;https://www.hydroshare.org/resource/c4ebe3515a894446bf26aba0aedd7fdd/&#41; )
+
+[//]: # (and follow the instruction in the **"Abstract"** section to run this notebook.)
+
+
+#### Method 1: CSDMS
 Please go to the [CSDMS EKT Lab](https://csdms.colorado.edu/wiki/Lab-0032) 
 and follow the instruction in the **"Lab notes"** section to run this notebook.
--->
 
 
 #### Method 2: Local PC

permafrost_alaska.ipynb

@@ -36,7 +36,7 @@
     "  <br>\n",
     "\n",
     "\n",
-    "**Suggested Citation**: Gan, T., Tucker, G. E., Overeem, I., Pierce, E. (2023). Data Component Use Case for Permafrost Thaw and Hillslope Diffusion, HydroShare, https://www.hydroshare.org/resource/c4ebe3515a894446bf26aba0aedd7fdd/\n",
+    "**Suggested Citation**: Gan, T., Tucker, G. E., Overeem, I., Pierce, E. (2024). Data Component Use Case for Permafrost Thaw and Hillslope Diffusion, HydroShare, https://www.hydroshare.org/resource/3e11df71c1724df18fe8fed9e0afdfa1/\n",
     "\n",
     "**Run this notebook**: Please follow the instructions [here](https://github.com/gantian127/permafrost_usecase#data-component-use-case-for-permafrost-thaw-and-hillslope-diffusion) to run this notebook on the local PC or the online platform."
    ]
@@ -960,7 +960,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.16"
+   "version": "3.9.18"
   }
  },
  "nbformat": 4,