Update papers.bib

Author: abhilash-neog

_bibliography/papers.bib

@@ -162,14 +162,14 @@ @article{elhamod2022cophy
 }
 
 @incollection{daw2022physics,
-  title={Physics-guided architecture (PGA) of LSTM models for uncertainty quantification in lake temperature modeling},
-  author={Daw, Arka and Thomas, R Quinn and Carey, Cayelan C and Read, Jordan S and Appling, Alison P and Karpatne, Anuj},
+  title={Physics-Guided Neural Networks (PGNN): An Application in Lake Temperature Modeling},
+  author={Daw, Arka and Karpatne, Anuj and William, D. Watkins and Read, Jordan S. and Kumar, Vipin},
   booktitle={Knowledge Guided Machine Learning},
-  pages={399--416},
+  pages={353--372},
   year={2022},
   publisher={Chapman and Hall/CRC},
   abbr={Book Chapter},
-  pdf={https://arxiv.org/abs/1911.02682},
+  pdf={https://www.taylorfrancis.com/chapters/edit/10.1201/9781003143376-15/physics-guided-neural-networks-pgnn-application-lake-temperature-modeling-arka-daw-anuj-karpatne-william-watkins-jordan-read-vipin-kumar},
   preview={pga_lstm.png}
 }
 
@@ -260,12 +260,12 @@ @article{muralidhar2019physics
 }
 
 @inproceedings{daw2019physics,
-  title={Physics-aware architecture of neural networks for uncertainty quantification: Application in lake temperature modeling},
-  author={Daw, Arka and Karpatne, Anuj},
-  year={2019},
-  organization={SIGKDD},
-  pdf={https://arxiv.org/html/2310.05227v5},
-  abr={arXiv},
+  title={Physics-Guided Architecture (PGA) of Neural Networks for Quantifying Uncertainty in Lake Temperature Modeling},
+  author={Daw, Arka and Thomas, R. Quinn and Carey, Cayelan C. and Read, Jordan S. and Appling, Alison P. and Karpatne, Anuj},
+  year={2020},
+  organization={SIAM},
+  pdf={https://epubs.siam.org/doi/epdf/10.1137/1.9781611976236.60},
+  abr={SDM},
   preview={physics_aware.png}
 }