@@ -13,6 +13,78 @@ You can also check all our publications on our **[Google Scholar profile](https:
1313
1414<img src =" /images/newlogo.png " style =" width : 1.5vw ; height : 1.5 hw; vertical-align : middle ;" alt =" DOI icon " > M²LInES funded research
1515### 2025
16+ <div style =" display : flex ; align-items : center ;" >
17+ <div style =" width : 100px ; height : 100px ; overflow : hidden ; margin-right : 10px ;" >
18+ <img src="/images/newlogo.png" style="width: 100px; height: 100px;">
19+ </div >
20+ <p >
21+ <img src="/images/newlogo.png" style="width: 1.5vw; height: 1.5hw; vertical-align: middle;" alt="DOI icon">
22+ <strong>Dhruv Balwada, Pavel Perezhogin, Alistair Adcroft, Laure Zanna</strong><br>
23+ <a href="https://doi.org/10.22541/essoar.174835313.30541637/v1" target="_blank"><strong>Design and implementation of a data-driven parameterization for mesoscale thickness fluxes</strong></a><br>
24+ <i>Essoar</i> <strong>DOI</strong>:10.22541/essoar.174835313.30541637/v1
25+ </p >
26+ </div >
27+
28+ <div style =" display : flex ; align-items : center ;" >
29+ <div style =" width : 100px ; height : 100px ; overflow : hidden ; margin-right : 10px ;" >
30+ <img src="/images/publications/2501-Samudra.gif" style="width: 100px; height: 100px;">
31+ </div >
32+ <p >
33+ <img src="/images/newlogo.png" style="width: 1.5vw; height: 1.5hw; vertical-align: middle;" alt="DOI icon">
34+ <strong>Surya Dheeshjith, Adam Subel, Alistair Adcroft, Julius Busecke, Carlos Fernandez-Granda, Shubham Gupta, Laure Zanna</strong><br>
35+ <a href="https://doi.org/10.1029/2024GL114318" target="_blank"><strong>Samudra: An AI Global Ocean Emulator for Climate</strong></a><br>
36+ <i>GRL 2025</i> <strong>DOI</strong>: 10.1029/2024GL114318
37+ </p >
38+ </div >
39+
40+ <div style =" display : flex ; align-items : center ;" >
41+ <div style =" width : 100px ; height : 100px ; overflow : hidden ; margin-right : 10px ;" >
42+ <img src="/images/newlogo.png" style="width: 100px; height: 100px;">
43+ </div >
44+ <p >
45+ <img src="/images/newlogo.png" style="width: 1.5vw; height: 1.5hw; vertical-align: middle;" alt="DOI icon">
46+ <strong>Cheng Zhang, Pavel Perezhogin, Alistair Adcroft, Laure Zanna</strong><br>
47+ <a href="https://doi.org/10.1029/2024MS004819" target="_blank"><strong>Addressing out-of-sample issues in multi-layer convolutional neural-network parameterization of mesoscale eddies applied near coastlines</strong></a><br>
48+ <i>JAMES 2025</i> <strong>DOI</strong>:10.1029/2024MS004819
49+ </p >
50+ </div >
51+
52+ <div style =" display : flex ; align-items : center ;" >
53+ <div style =" width : 100px ; height : 100px ; overflow : hidden ; margin-right : 10px ;" >
54+ <img src="/images/news/2410Shamekh.png" style="width: 100px; height: 100px;">
55+ </div >
56+ <p >
57+ <img src="/images/newlogo.png" style="width: 1.5vw; height: 1.5hw; vertical-align: middle;" alt="DOI icon">
58+ <strong>Tom Beucler, Arthur Grundner, Sara Shamekh, Peter Ukkonen, Matthew Chantry, Ryan Lagerquist </strong><br>
59+ <a href="https://doi.org/10.1175/AIES-D-24-0078.1" target="_blank"><strong>Distilling Machine Learning's Added Value: Pareto Fronts in Atmospheric Applications</strong></a><br>
60+ <i>Artificial Intelligence for the Earth Systems 2025</i> <strong>DOI</strong>: 10.1175/AIES-D-24-0078.1
61+ </p >
62+ </div >
63+
64+ <div style =" display : flex ; align-items : center ;" >
65+ <div style =" width : 100px ; height : 100px ; overflow : hidden ; margin-right : 10px ;" >
66+ <img src="/images/newlogo.png" style="width: 100px; height: 100px;">
67+ </div >
68+ <p >
69+ <img src="/images/newlogo.png" style="width: 1.5vw; height: 1.5hw; vertical-align: middle;" alt="DOI icon">
70+ <strong>Pavel Perezhogin, Alistair Adcroft, Laure Zanna</strong><br>
71+ <a href="https://doi.org/10.48550/arXiv.2505.08900" target="_blank"><strong>Generalizable neural-network parameterization of mesoscale eddies in idealized and global ocean models</strong></a><br>
72+ <i>Arxiv</i> <strong>DOI</strong>:10.48550/arXiv.2505.08900
73+ </p >
74+ </div >
75+
76+ <div style =" display : flex ; align-items : center ;" >
77+ <div style =" width : 100px ; height : 100px ; overflow : hidden ; margin-right : 10px ;" >
78+ <img src="/images/newlogo.png" style="width: 100px; height: 100px;">
79+ </div >
80+ <p >
81+ <img src="/images/newlogo.png" style="width: 1.5vw; height: 1.5hw; vertical-align: middle;" alt="DOI icon">
82+ <strong>Katharina Hafner, Fernando Iglesias-Suarez, Sara Shamekh, Pierre Gentine, Marco A. Giorgetta, Robert Pincus, Veronika Eyring</strong><br>
83+ <a href="https://doi.org/10.22541/essoar.174708082.27787580/v1" target="_blank"><strong>Stable Machine Learning based Radiation Emulation for ICON</strong></a><br>
84+ <i>Essoar</i> <strong>DOI</strong>:10.22541/essoar.174708082.27787580/v1
85+ </p >
86+ </div >
87+
1688<div style =" display : flex ; align-items : center ;" >
1789 <div style =" width : 100px ; height : 100px ; overflow : hidden ; margin-right : 10px ;" >
1890 <img src="/images/publications/2504-Verma.png" style="width: 100px; height: 100px;">
@@ -31,7 +103,7 @@ You can also check all our publications on our **[Google Scholar profile](https:
31103 <img src="/images/publications/2504-Zanna.png" style="width: 100px; height: 100px;">
32104 </div >
33105 <p >
34- <!-- < img src="/images/newlogo.png" style="width: 1.5vw; height: 1.5hw; vertical-align: middle;" alt="DOI icon"> -->
106+ < img src =" /images/newlogo.png " style =" width : 1.5vw ; height : 1.5 hw; vertical-align : middle ;" alt =" DOI icon " >
35107 <strong>Moein Darman, Pedram Hassanzadeh, Laure Zanna, Ashesh Chattopadhyay</strong><br>
36108 <a href="https://doi.org/10.48550/arXiv.2504.15487" target="_blank"><strong>Fourier analysis of the physics of transfer learning for data-driven subgrid-scale models of ocean turbulence</strong></a><br>
37109 <i>Arxiv</i> <strong>DOI</strong>:10.48550/arXiv.2504.15487
@@ -111,17 +183,6 @@ You can also check all our publications on our **[Google Scholar profile](https:
111183 </p >
112184</div >
113185
114- <div style =" display : flex ; align-items : center ;" >
115- <div style =" width : 100px ; height : 100px ; overflow : hidden ; margin-right : 10px ;" >
116- <img src="/images/publications/2501-Samudra.gif" style="width: 100px; height: 100px;">
117- </div >
118- <p >
119- <img src="/images/newlogo.png" style="width: 1.5vw; height: 1.5hw; vertical-align: middle;" alt="DOI icon">
120- <strong>Surya Dheeshjith, Adam Subel, Alistair Adcroft, Julius Busecke, Carlos Fernandez-Granda, Shubham Gupta, Laure Zanna</strong><br>
121- <a href="https://doi.org/10.48550/arXiv.2412.03795" target="_blank"><strong>Samudra: An AI Global Ocean Emulator for Climate</strong></a><br>
122- <i>ArXiv 2024</i> <strong>DOI</strong>: 10.48550/arXiv.2412.03795
123- </p >
124- </div >
125186
126187<div style =" display : flex ; align-items : center ;" >
127188 <div style =" width : 100px ; height : 100px ; overflow : hidden ; margin-right : 10px ;" >
@@ -183,18 +244,6 @@ You can also check all our publications on our **[Google Scholar profile](https:
183244 </p >
184245</div >
185246
186- <div style =" display : flex ; align-items : center ;" >
187- <div style =" width : 100px ; height : 100px ; overflow : hidden ; margin-right : 10px ;" >
188- <img src="/images/news/2410Shamekh.png" style="width: 100px; height: 100px;">
189- </div >
190- <p >
191- <img src="/images/newlogo.png" style="width: 1.5vw; height: 1.5hw; vertical-align: middle;" alt="DOI icon">
192- <strong>Tom Beucler, Arthur Grundner, Sara Shamekh, Peter Ukkonen, Matthew Chantry, Ryan Lagerquist </strong><br>
193- <a href="https://doi.org/10.48550/arXiv.2408.02161" target="_blank"><strong>Distilling Machine Learning's Added Value: Pareto Fronts in Atmospheric Applications</strong></a><br>
194- <i>ArXiv 2024</i> <strong>DOI</strong>: 10.48550/arXiv.2408.02161
195- </p >
196- </div >
197-
198247<div style =" display : flex ; align-items : center ;" >
199248 <div style =" width : 100px ; height : 100px ; overflow : hidden ; margin-right : 10px ;" >
200249 <img src="/images/news/2409Gregory.png" style="width: 100px; height: 100px;">
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