fixes

Author: leo-collins

demos/assimilating_point_data/assimilating_point_data.py.rst

@@ -3,7 +3,7 @@ Assimilating point data
 
 .. rst-class:: emphasis
 
-    This example is taken from work done by Reuben Nixon-Hill et al. in :cite:`Nixon-Hill:2024`, and was written up by Leo Collins. The paper contains an additional example of assimilating point data in a model of the Larsen C ice shelf using the `Icepack <https://icepack.github.io/>`_ library :cite:`Shapero:2021`, which is built on Firedrake. 
+    This example is taken from work done by Reuben Nixon-Hill et al. in :cite:`nixonhill2023consistent`, and was written up by Leo Collins. The paper contains an additional example of assimilating point data in a model of the Larsen C ice shelf using the `Icepack <https://icepack.github.io/>`_ library :cite:`Shapero:2021`, which is built on Firedrake. 
 
 
 This demo will show how to use Firedrake-adjoint to assimilate point data into a PDE model. 
@@ -72,7 +72,7 @@ This is done by the interpolation operator
     \end{align}
 
 Unknown thermal conductivity
---------------------
+----------------------------
 
 As a concrete example, we consider the steady-state heat equation 
 
@@ -227,8 +227,3 @@ We can compare our result to :obj:`!q_true` by calculating the error between :ob
 
 A python script version of this demo can be found :demo:`here <assimilating_point_data.py>`.
 
-.. rubric:: References
-
-.. bibliography:: demo_references.bib
-   :filter: docname in docnames
-

demos/demo_references.bib

@@ -308,27 +308,3 @@ @article{Ricker:1953
   publisher={Society of Exploration Geophysicists},
   doi={https://doi.org/10.1190/1.1437843}
 }
-
-@article{Nixon-Hill:2024,
-  author = {Nixon-Hill, R. W. and Shapero, D. and Cotter, C. J. and Ham, D. A.},
-  title = {Consistent point data assimilation in Firedrake and Icepack},
-  journal = {Geoscientific Model Development},
-  volume = {17},
-  year = {2024},
-  number = {13},
-  pages = {5369--5386},
-  url = {https://gmd.copernicus.org/articles/17/5369/2024/},
-  doi = {10.5194/gmd-17-5369-2024}
-}
-
-@article{Shapero:2021,
-author = {Shapero, D. R. and Badgeley, J. A. and Hoffman, A. O. and Joughin, I. R.},
-title = {icepack: a new glacier flow modeling package in Python, version 1.0},
-journal = {Geoscientific Model Development},
-volume = {14},
-year = {2021},
-number = {7},
-pages = {4593--4616},
-url = {https://gmd.copernicus.org/articles/14/4593/2021/},
-doi = {10.5194/gmd-14-4593-2021}
-}

docs/source/_static/bibliography.bib

@@ -379,3 +379,15 @@ @misc{Sun2019
   url           = {https://arxiv.org/abs/1903.08243},
   year          = {2019}
 }
+
+@article{Shapero:2021,
+author = {Shapero, D. R. and Badgeley, J. A. and Hoffman, A. O. and Joughin, I. R.},
+title = {icepack: a new glacier flow modeling package in Python, version 1.0},
+journal = {Geoscientific Model Development},
+volume = {14},
+year = {2021},
+number = {7},
+pages = {4593--4616},
+url = {https://gmd.copernicus.org/articles/14/4593/2021/},
+doi = {10.5194/gmd-14-4593-2021}
+}

docs/source/advanced_tut.rst

@@ -25,3 +25,4 @@ element systems.
    Netgen support.<demos/netgen_mesh.py>
    Full-waveform inversion: spatial and wave sources parallelism.<demos/full_waveform_inversion.py>
    Steady Boussinesq problem with integral constraints.<demos/boussinesq.py>
+   Assimilating point data.<demos/assimilating_point_data.py>