add latest tle doi

slimgroup · Aug 3, 2024 · 8f8f197 · 8f8f197
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diff --git a/CITATION.bib b/CITATION.bib
@@ -1,12 +1,14 @@
-@misc{ziyiyin2023,
-	title = {slimgroup/JutulDarcyRules.jl: v0.2.6},
-	author = {Ziyi Yin and Grant Bruer and Mathias Louboutin},
-	year = {2023},
-	month = {07},
-	date = {2023-07-21},
-	publisher = {Zenodo},
-	doi = {10.5281/ZENODO.8172164},
-	url = {https://zenodo.org/record/8172164}
+@software{JutulDarcyRules,
+  author       = {Ziyi Yin and
+                  Grant Bruer and
+                  Mathias Louboutin},
+  title        = {slimgroup/JutulDarcyRules.jl: v0.2.8},
+  month        = {05},
+  year         = {2024},
+  publisher    = {Zenodo},
+  version      = {v0.2.8},
+  doi          = {10.5281/zenodo.11228539},
+  url          = {https://doi.org/10.5281/zenodo.11228539}
 }
 
 @article{louboutin2023,

diff --git a/README.md b/README.md
@@ -1,8 +1,8 @@
-<h1 align="center">JutulDarcyRules: auto-differentiable two-phase flow solvers based on Jutul and JutulDarcy</h1>
+<h1 align="center">JutulDarcyRules: auto-differentiable multiphase flow solvers based on JutulDarcy with ChainRules integration</h1>
 
 [![][license-img]][license-status] [![][zenodo-img]][zenodo-status]
 
-Interoperate [Jutul.jl] and [JutulDarcy.jl] to other Julia packages via [ChainRules.jl]
+Interoperate [Jutul.jl] and [JutulDarcy.jl] to other Julia packages via [ChainRules.jl]. We welcome you to read the open-access article, ["Learned multiphysics inversion with differentiable programming and machine learning"](https://library.seg.org/doi/10.1190/tle42070474.1), for the design principle of this software package.
 
 ## LICENSE
 
@@ -12,7 +12,7 @@ The software used in this repository can be modified and redistributed according
 
 The following publications use [JutulDarcyRules.jl]:
 
-- **"Time-lapse full-waveform permeability inversion: a feasibility study"**, doi: [10.48550/arXiv.2403.04083](https://doi.org/10.48550/arXiv.2403.04083)
+- **"Time-lapse full-waveform permeability inversion: A feasibility study"**, doi: [10.1190/tle43080544.1](https://library.seg.org/doi/10.1190/tle43080544.1)
 
 - **"A Digital Twin for Geological Carbon Storage with Controlled Injectivity"**, doi: [10.48550/arXiv.2403.19819](https://doi.org/10.48550/arXiv.2403.19819)
 
@@ -30,7 +30,7 @@ If you use our software for your research, we appreciate it if you cite us follo
 
 ## Authors
 
-This repository is written by Ziyi Yin from the [Seismic Laboratory for Imaging and Modeling](https://slim.gatech.edu/) (SLIM) at the Georgia Institute of Technology.
+This package is developed by the researchers at the [Seismic Laboratory for Imaging and Modeling](https://slim.gatech.edu/) (SLIM) at the Georgia Institute of Technology.
 
 If you have any question, we welcome your contributions to our software by opening issue or pull request.