diff --git a/_tutorials/multiphysics/Unsteady_FSI_Python/Dynamic_FSI_Python.md b/_tutorials/multiphysics/Unsteady_FSI_Python/Dynamic_FSI_Python.md
index cbb30c02..832cb831 100644
--- a/_tutorials/multiphysics/Unsteady_FSI_Python/Dynamic_FSI_Python.md
+++ b/_tutorials/multiphysics/Unsteady_FSI_Python/Dynamic_FSI_Python.md
@@ -407,7 +407,7 @@ $$^1$$ Sanchez, R. (2018), A coupled adjoint method for optimal design in fluid-
 
 ### Attribution
 
-Fonzi, N., Cavalieri, V., De Gaspari, A., & Ricci, S. (2021). Advances of the Python-based Fluid-Structure Interaction capabilities included in SU2. arXiv preprint arXiv:2109.12332.
+Fonzi, N., Cavalieri, V., De Gaspari, A., & Ricci, S. (2022). Extended computational capabilities for high-fidelity fluid-structure simulations, Journal of Computational Science, Vol. 62, July 2022, 101698. [Link to publication](https://doi.org/10.1016/j.jocs.2022.101698)
 
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