From 78bfff5c1fd3e72bd9cb30a9c9300c8078c9f5b7 Mon Sep 17 00:00:00 2001
From: "fzr5082_psu.edu" <59573719+FRahmani368@users.noreply.github.com>
Date: Tue, 6 Feb 2024 11:11:46 -0500
Subject: [PATCH] trying to fix the Plus issue in differentiable stream
 temperature, and make the codes in chronological orders

---
 docs/codes/Rahmani_et_al_2021.md |  1 +
 docs/codes/Rahmani_et_al_2023.md |  3 ++-
 docs/codes/index.md              | 36 +++++++++++++++-----------------
 3 files changed, 20 insertions(+), 20 deletions(-)

diff --git a/docs/codes/Rahmani_et_al_2021.md b/docs/codes/Rahmani_et_al_2021.md
index 4abab12..92d41a7 100644
--- a/docs/codes/Rahmani_et_al_2021.md
+++ b/docs/codes/Rahmani_et_al_2021.md
@@ -1,5 +1,6 @@
 # LSTM stream temperature model
 ![Alt text](../assets/project-figures/Rahmani_et_al_2021.PNG)
+
 ## Code Release
 
 [See here for the USGS release](https://doi.org/10.5066/P97CGHZH)
diff --git a/docs/codes/Rahmani_et_al_2023.md b/docs/codes/Rahmani_et_al_2023.md
index 4167e52..b559cc5 100644
--- a/docs/codes/Rahmani_et_al_2023.md
+++ b/docs/codes/Rahmani_et_al_2023.md
@@ -1,5 +1,6 @@
-# $\delta$ differentiable stream temperature (LSTM $\Plus$ SNTEMP)
+# $\delta$ differentiable stream temperature (LSTM + SNTEMP)
 ![Alt text](../assets/project-figures/Fig5_Rahmani2023.PNG)
+
 ## Code, data, models, and results Release
 
 [See here for the USGS release](https://doi.org/10.5066/P9UDDHVD)
diff --git a/docs/codes/index.md b/docs/codes/index.md
index 778e87a..e5c99e6 100644
--- a/docs/codes/index.md
+++ b/docs/codes/index.md
@@ -4,28 +4,28 @@ See below for coding projects developed by the community that utilize HydroDL
 
 ### Differentiable Models
 
+
 <div class="result" markdown>
   <div class="grid cards" markdown>
 
--   [$\delta$ HBV-hydroDL __(Feng et al., 2022,2023)__][feng_2023.md]
+-   [$\delta$ MC-Juniata-hydroDL2 __(Bindas et al. 2024)__][bindas_2023.md]
 
     ---
-![Differentiable hydrologic model framework](../assets/project-figures/diffHBV.png){align="left" width="120"}
-Differentiable hydrologic models using HBV model as a physical backbone.
+![Manning's n recovery against USGS Data](../assets/project-figures/wrcr27009-fig-0001-m.jpg){align="left" width="120"}
+A differentiable routing method that uses Muskingum-Cunge and an NN to infer parameterizations for Manning’s roughness (_n_). 
 
 
   </div>
 </div>
-
 <div class="result" markdown>
   <div class="grid cards" markdown>
 
--   [$\delta$ MC-Juniata-hydroDL2 __(Bindas et al. 2024)__][bindas_2023.md]
-
+-   [$\delta$ differentiable stream temperature (LSTM $\Plus$ SNTEMP) __(Rahmani et al. 2023)__][Rahmani_et_al_2023.md]
+   
     ---
-![Manning's n recovery against USGS Data](../assets/project-figures/wrcr27009-fig-0001-m.jpg){align="left" width="120"}
-A differentiable routing method that uses Muskingum-Cunge and an NN to infer parameterizations for Manning’s roughness (_n_). 
-
+![Scatterplots comparing baseflow ratio predicted by four models with different structural priors](../assets/project-figures/Fig5_Rahmani2023.png)
+{align="left" width="120"}
+CONUS scale pearson correlation between baseflow estimation of our model and GAGES-II estimates of baseflow.
 
   </div>
 </div>
@@ -39,30 +39,28 @@ A differentiable routing method that uses Muskingum-Cunge and an NN to infer par
 ![A differentiable physics-informed ecosystem model](../assets/project-figures/Aboelyazeed_2023.png){align="left" width="120"}
 A differentiable physics-informed ecosystem model 
 
-
   </div>
 </div>
-
 <div class="result" markdown>
   <div class="grid cards" markdown>
 
--   [$\delta$ parameter learning __(Tsai_et_al_2021)__][Tsai_et_al_2021.md]
+-   [$\delta$ HBV-hydroDL __(Feng et al., 2022,2023)__][feng_2023.md]
 
     ---
-![Differentiable Parameter Learning](../assets/project-figures/Tsai_etal2021.png){align="left" width="120"}
-Differentiable Parameter Learning
+![Differentiable hydrologic model framework](../assets/project-figures/diffHBV.png){align="left" width="120"}
+Differentiable hydrologic models using HBV model as a physical backbone.
 
   </div>
 </div>
+
 <div class="result" markdown>
   <div class="grid cards" markdown>
 
--   [$\delta$ differentiable stream temperature (LSTM $\Plus$ SNTEMP) __(Rahmani et al. 2023)__][Rahmani_et_al_2023.md]
-   
+-   [$\delta$ parameter learning __(Tsai_et_al_2021)__][Tsai_et_al_2021.md]
+
     ---
-![Scatterplots comparing baseflow ratio predicted by four models with different structural priors](../assets/project-figures/Fig5_Rahmani2023.png)
-{align="left" width="120"}
-CONUS scale pearson correlation between baseflow estimation of our model and GAGES-II estimates of baseflow.
+![Differentiable Parameter Learning](../assets/project-figures/Tsai_etal2021.png){align="left" width="120"}
+Differentiable Parameter Learning
 
   </div>
 </div>