Update lakemodeling.md

Author: abhilash-neog

_projects/lakemodeling.md

@@ -13,7 +13,7 @@ The goal of this project is to develop hybrid-ecology-ML models of lake water qu
 ### Papers:
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-        <img src="/assets/img/publication_preview/mcl.jpg" alt="Thumbnail" style="max-width: 150px; height: auto;">
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         <h2 style="margin: 0; font-size: 16px;">Modular Compositional Learning Improves 1D Hydrodynamic Lake Model Performance by Merging Process-Based Modeling With Deep Learning</h2>
@@ -28,7 +28,7 @@ The goal of this project is to develop hybrid-ecology-ML models of lake water qu
 
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-        <img src="/assets/img/publication_preview/pgnn.png" alt="Thumbnail" style="max-width: 150px; height: auto;">
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         <h2 style="margin: 0; font-size: 16px;">Physics-Guided Neural Networks (PGNN): An Application in Lake Temperature Modeling</h2>
@@ -43,7 +43,7 @@ The goal of this project is to develop hybrid-ecology-ML models of lake water qu
 
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-        <img src="/assets/img/publication_preview/pga_lstm.png" alt="Thumbnail" style="max-width: 150px; height: auto;">
+        <img src="/assets/img/pga_lstm.png" alt="Thumbnail" style="max-width: 150px; height: auto;">
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         <h2 style="margin: 0; font-size: 16px;">Physics-Guided Architecture (PGA) of Neural Networks for Quantifying Uncertainty in Lake Temperature Modeling</h2>