diff --git a/README.md b/README.md
index 2d2c96f4..ac59c109 100644
--- a/README.md
+++ b/README.md
@@ -140,7 +140,7 @@ the different stages of design.
> **Limitations:**
> *Viscous drag and separation is only captured through airfoil lookup tables, without attempting to shed separation wakes*
> *• Incompressible flow only (though wave drag can be captured through airfoil lookup tables)*
- > *• CPU parallelization through OpenMP without support for distributed memory (no MPI, i.e., only single-node* runs)
+ > *• CPU parallelization through OpenMP without support for distributed memory (no MPI, i.e., only single-node runs)*
>
> *Coded in [the Julia language](https://www.infoworld.com/article/3284380/what-is-julia-a-fresh-approach-to-numerical-computing.html) for Linux, MacOS, and Windows WSL.*
@@ -161,12 +161,12 @@ More about the models inside FLOWUnsteady:
See the following publications for an in-depth dive into the theory and validation:
* E. J. Alvarez, J. Mehr, & A. Ning (2022), "FLOWUnsteady: An Interactional Aerodynamics Solver for Multirotor Aircraft and Wind Energy," *AIAA AVIATION Forum*. [**[VIDEO]**](https://youtu.be/SFW2X8Lbsdw) [**[PDF]**](https://scholarsarchive.byu.edu/facpub/5830/)
-* E. J. Alvarez & A. Ning (2022), "Reviving the Vortex Particle Method: A Stable Formulation for Meshless Large Eddy Simulation," *(accepted in AIAAJ)*. [**[PDF]**](https://arxiv.org/pdf/2206.03658.pdf)
* E. J. Alvarez (2022), "Reformulated Vortex Particle Method and Meshless Large Eddy Simulation of Multirotor Aircraft.," *Doctoral Dissertation, Brigham Young University*. [**[VIDEO]**](https://www.nas.nasa.gov/pubs/ams/2022/08-09-22.html) [**[PDF]**](https://scholarsarchive.byu.edu/etd/9589/)
+* E. J. Alvarez & A. Ning (2023), "Stable Vortex Particle Method Formulation for Meshless Large-Eddy Simulation," *AIAA Journal*. [**[PDF]**](https://arc.aiaa.org/doi/epdf/10.2514/1.J063045)
-### Examples
+### Examples and Tutorials
**Propeller:** [[Tutorial](https://flow.byu.edu/FLOWUnsteady/examples/propeller-J040)] [[Validation](https://flow.byu.edu/FLOWUnsteady/theory/validation/#Propeller)]
@@ -180,11 +180,13 @@ See the following publications for an in-depth dive into the theory and validati
**Blown Wing:** [[Tutorial](https://flow.byu.edu/FLOWUnsteady/examples/blownwing-aero)] [[Validation](https://flow.byu.edu/FLOWUnsteady/theory/validation/#Rotor-Wing-Interactions)]
-
@@ -237,9 +240,9 @@ If you were to encounter any issues or have questions, please first read through
[the documentation](https://flow.byu.edu/FLOWUnsteady/), [open/closed
issues](https://github.com/byuflowlab/FLOWUnsteady/issues?q=is%3Aissue+is%3Aclosed),
and [the discussion forum](https://github.com/byuflowlab/FLOWUnsteady/discussions?discussions_q=).
-If the issue still persists, please
-[open a new issue](https://github.com/byuflowlab/FLOWUnsteady/issues) and/or
-participate in [the discussion forum](https://github.com/byuflowlab/FLOWUnsteady/discussions?discussions_q=).
+If the issue still persists, please participate in
+[the discussion forum](https://github.com/byuflowlab/FLOWUnsteady/discussions?discussions_q=)
+and/or [open a new issue](https://github.com/byuflowlab/FLOWUnsteady/issues).
* Developers/contributors : [Eduardo J. Alvarez](https://www.edoalvarez.com/) (main), [Cibin Joseph](https://github.com/cibinjoseph), [Judd Mehr](https://www.juddmehr.com/), [Ryan Anderson](https://flow.byu.edu/people/), [Eric Green](https://flow.byu.edu/people/)
* Created : Sep 2017
diff --git a/docs/src/index.md b/docs/src/index.md
index 2ac17425..0fb6aaa8 100644
--- a/docs/src/index.md
+++ b/docs/src/index.md
@@ -161,7 +161,7 @@ the different stages of design.
> **Limitations:**
> *Viscous drag and separation is only captured through airfoil lookup tables, without attempting to shed separation wakes*
> *• Incompressible flow only (though wave drag can be captured through airfoil lookup tables)*
- > *• CPU parallelization through OpenMP without support for distributed memory (no MPI, i.e., only single-node* runs)
+ > *• CPU parallelization through OpenMP without support for distributed memory (no MPI, i.e., only single-node runs)*
>
> *Coded in [the Julia language](https://www.infoworld.com/article/3284380/what-is-julia-a-fresh-approach-to-numerical-computing.html) for Linux, MacOS, and Windows WSL.*
@@ -186,14 +186,14 @@ More about the models inside FLOWUnsteady:
See the following publications for an in-depth dive into the theory and validation:
* E. J. Alvarez, J. Mehr, & A. Ning (2022), "FLOWUnsteady: An Interactional Aerodynamics Solver for Multirotor Aircraft and Wind Energy," *AIAA AVIATION Forum*. [**[VIDEO]**](https://youtu.be/SFW2X8Lbsdw) [**[PDF]**](https://scholarsarchive.byu.edu/facpub/5830/)
-* E. J. Alvarez & A. Ning (2022), "Reviving the Vortex Particle Method: A Stable Formulation for Meshless Large Eddy Simulation," *(accepted in AIAAJ)*. [**[PDF]**](https://arxiv.org/pdf/2206.03658.pdf)
* E. J. Alvarez (2022), "Reformulated Vortex Particle Method and Meshless Large Eddy Simulation of Multirotor Aircraft.," *Doctoral Dissertation, Brigham Young University*. [**[VIDEO]**](https://www.nas.nasa.gov/pubs/ams/2022/08-09-22.html) [**[PDF]**](https://scholarsarchive.byu.edu/etd/9589/)
+* E. J. Alvarez & A. Ning (2023), "Stable Vortex Particle Method Formulation for Meshless Large-Eddy Simulation," *AIAA Journal*. [**[PDF]**](https://arc.aiaa.org/doi/epdf/10.2514/1.J063045)
```@raw html
```
-### Examples
+### Examples and Tutorials
**Propeller:** [[Tutorial](https://flow.byu.edu/FLOWUnsteady/examples/propeller-J040)] [[Validation](https://flow.byu.edu/FLOWUnsteady/theory/validation/#Propeller)]
@@ -226,15 +226,31 @@ See the following publications for an in-depth dive into the theory and validati
**Blown Wing:** [[Tutorial](https://flow.byu.edu/FLOWUnsteady/examples/blownwing-aero)] [[Validation](https://flow.byu.edu/FLOWUnsteady/theory/validation/#Rotor-Wing-Interactions)]
```@raw html
-
-
-
+
+
+
```
+
+
+**Ducted Fan:** [[Paper](https://scholarsarchive.byu.edu/cgi/viewcontent.cgi?article=7676&context=facpub)]
+
```@raw html
-
+
+
+
```
+
+
**Airborne-Wind-Energy Aircraft:** [[Video](https://www.youtube.com/watch?v=iFM3B4_N2Ls)]
```@raw html
@@ -273,12 +289,6 @@ High-fidelity
**Aeroacoustic Noise:** [[Tutorial](https://flow.byu.edu/FLOWUnsteady/examples/rotorhover-acoustics)] [[Validation](https://flow.byu.edu/FLOWUnsteady/theory/validation/#Rotor)]
-```@raw html
-
-
