proper readme and link

docs/source/index.rst

@@ -51,6 +51,7 @@ Projects
    projects/Resilience.rst   
    projects/DAE.rst
    projects/compression.rst
+   projects/second_order.rst
 
 
 API documentation

docs/source/projects/second_order.rst

@@ -0,0 +1 @@
+.. include:: /../../pySDC/projects/Second_orderSDC/README.rst

pySDC/projects/Resilience/README.rst

@@ -47,15 +47,13 @@ To reproduce the plots you need to install pySDC with all packages in the mpi4py
 Then, navigate to this directory, `pySDC/projects/Resilience/` and run the following commands:
 
 
-```bash
+.. code-block:: bash
  
-mpirun -np 4 python work_precision.py
-mpirun -np 4 python fault_stats.py prob run_vdp
-mpirun -np 4 python fault_stats.py prob run_quench
-mpirun -np 4 python fault_stats.py prob run_AC
-mpirun -np 4 python fault_stats.py prob run_Schroedinger
-python paper_plots.py
- 
-```
+    mpirun -np 4 python work_precision.py
+    mpirun -np 4 python fault_stats.py prob run_vdp
+    mpirun -np 4 python fault_stats.py prob run_quench
+    mpirun -np 4 python fault_stats.py prob run_AC
+    mpirun -np 4 python fault_stats.py prob run_Schroedinger
+    python paper_plots.py
 
 Possibly, you need to create some directories in this one to store and load things, if path errors occur.

pySDC/projects/Second_orderSDC/README.md → pySDC/projects/Second_orderSDC/README.rst

@@ -1,35 +1,24 @@
-# Spectral Deferred Correction Methods for Second-Order Problems
-
-**Title:** Spectral Deferred Correction Methods for Second-order Problems
-
-**Authors:** Ikrom Akramov, Sebastian Götschel, Michael Minion, Daniel Ruprecht, and Robert Speck.
-
+Spectral Deferred Correction Methods for Second-Order Problems
+==============================================================
 
 Python code for implementing the paper's plots on Second-order SDC methods.
 
-## Attribution
 You are welcome to use and adapt this code under the terms of the BSD license.
 If you utilize it, either in whole or in part, for a publication, please provide proper citation:
 
+.. code-block:: tex
 
+    @misc{akramov2023spectral,
+        title={Spectral deferred correction methods for second-order problems},
+       author={Ikrom Akramov and Sebastian Götschel and Michael Minion and Daniel Ruprecht and Robert Speck},
+       year={2023},
+       eprint={2310.08352},
+       archivePrefix={arXiv},
+       primaryClass={math.NA}
 
-   **BibTeX formatted citation:**
-
-          @misc{akramov2023spectral,
-                title={Spectral deferred correction methods for second-order problems}, 
-               author={Ikrom Akramov and Sebastian Götschel and Michael Minion and Daniel Ruprecht and Robert Speck},
-               year={2023},
-               eprint={2310.08352},
-               archivePrefix={arXiv},
-               primaryClass={math.NA}
-
-
 
-
-
-[![arXiv](https://img.shields.io/badge/arXiv-2310.08352-b31b1b.svg)](https://arxiv.org/abs/2310.08352)
-
-## Reproducing Figures from the Publication
+Reproducing Figures from the Publication
+----------------------------------------
 
 - **Fig. 1:** Execute `harmonic_oscillator_run_stability.py` while setting `kappa_max=18` and `mu_max=18`.
 - **Fig. 2:** Run `harmonic_oscillator_run_stability.py` with the following configurations:
@@ -63,6 +52,6 @@ If you utilize it, either in whole or in part, for a publication, please provide
    - Set `dt=0.015625*4`, and `K_iter=(2, 4, 6)`, and `dt_cont=2` for `axis=(0,)`.
 
 
-## Who do I talk to?
-
-This code is written by [Ikrom Akramov](https://www.mat.tuhh.de/home/iakramov/?homepage_id=iakramov).
+Contact
+-------
+This code is written by `Ikrom Akramov`<https://www.mat.tuhh.de/home/iakramov/?homepage_id=iakramov)>_