diff --git a/doc/latex/NEMO/main/bibliography.bib b/doc/latex/NEMO/main/bibliography.bib
index 91f99d6164947145dc3f7dc4aa0085462257ef28..3862efe988a475e9c620c0ef9bb2fea315ff61c0 100644
--- a/doc/latex/NEMO/main/bibliography.bib
+++ b/doc/latex/NEMO/main/bibliography.bib
@@ -1455,13 +1455,14 @@ year            = {1997}
 
 @Article{Irrmann2022,
 AUTHOR = {Irrmann, G. and Masson, S. and Maisonnave, \'E. and Guibert, D. and Raffin, E.},
-TITLE = {Improve Ocean Modelling Software NEMO 4.0 benchmarking and communication efficiency},
-JOURNAL = {Geoscientific Model Development Discussions},
-VOLUME = {2021},
-YEAR = {2021},
-PAGES = {1--25},
-URL = {https://gmd.copernicus.org/preprints/gmd-2021-320/},
-DOI = {10.5194/gmd-2021-320}
+TITLE = {Improving ocean modeling software NEMO 4.0 benchmarking and communication efficiency},
+JOURNAL = {Geoscientific Model Development},
+VOLUME = {15},
+YEAR = {2022},
+NUMBER = {4},
+PAGES = {1567--1582},
+URL = {https://gmd.copernicus.org/articles/15/1567/2022/},
+DOI = {10.5194/gmd-15-1567-2022}
 }
 
 @article{         jackson.rehmann_JPO14,