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moving differentiable stream temperature code from LSTM codes to diff…
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…erentiable codes section
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FRahmani368 committed Feb 6, 2024
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Expand Up @@ -52,6 +52,17 @@ A differentiable physics-informed ecosystem model
![Differentiable Parameter Learning](../assets/project-figures/Tsai_etal2021.png){align="left" width="120"}
Differentiable Parameter Learning

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- [$\delta$ differentiable stream temperature (LSTM+SNTEMP) __(Rahmani et al. 2023)__][Rahmani_et_al_2023.md]

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![Scatterplots comparing baseflow ratio predicted by four models with different structural priors](../assets/project-figures/Fig5_Rahmani2023.png)
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CONUS scale pearson correlation between baseflow estimation of our model and GAGES-II estimates of baseflow.

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- [LSTM stream temperature model __(Rahmani et al. 2021)__][Rahmani_et_al_2021.md]

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![Performance of models with observed streamflow, simulated streamflow, no streamflow data, and a locally fitted auto-regressive model](../assets/project-figures/Rahmani_et_al_2021.PNG){align="left" width="140"}
CONUS scale aggregated metrics of stream temperature models for the test period.

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- [$\delta$ differentiable stream temperature (LSTM+SNTEMP) __(Rahmani et al. 2023)__][Rahmani_et_al_2023.md]

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![Scatterplots comparing baseflow ratio predicted by four models with different structural priors](../assets/project-figures/Fig5_Rahmani2023.jpg)
{align="left" width="150"}
CONUS scale pearson correlation between baseflow estimation of our model and GAGES-II estimates of baseflow.
![Performance of models with observed streamflow, simulated streamflow, no streamflow data, and a locally fitted auto-regressive model](../assets/project-figures/Rahmani_et_al_2021.png){align="left" width="120"}
CONUS scale aggregated metrics of stream temperature models for the test period.

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