Merge pull request #50 from IamShubhamGupto/new/newsletters

fixed alignment and 2023 newsletters
m2lines · Aug 9, 2023 · 03c7c25 · 03c7c25
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diff --git a/content/news/1Guillauminpaper.md b/content/news/1Guillauminpaper.md
@@ -4,7 +4,7 @@ title: ' New paper on deep learning parametrization by Guillaumin and Zanna'
 heroHeading: ''
 heroSubHeading: 'New publication on deep learning parametrization by M²LInES postdoc Arthur Guillaumin and lead PI Laure Zanna'
 heroBackground: ''
-thumbnail:  'images/news/Arthur-fig2-thumb.png'
+thumbnail:  'images/news/Arthur-fig2.png'
 images: ['images/news/Arthur-fig2.png']
 link: 'https://www.essoar.org/doi/10.1002/essoar.10506419.1'
 ---

diff --git a/content/news/220401Bruna.md b/content/news/220401Bruna.md
@@ -4,7 +4,7 @@ title: ' Joan Bruna - Neural Galerkin Scheme preprint'
 heroHeading: ''
 heroSubHeading: ' Joan Bruna - Neural Galerkin Scheme with Active Learning for High-Dimensional Evolution Equations'
 heroBackground: ''
-thumbnail:  'images/news/2204-Bruna-thumb.jpg'
+thumbnail:  'images/news/2204-Bruna.png'
 images: ['images/news/2204-Bruna.png']
 link: 'https://arxiv.org/pdf/2203.01360.pdf'
 ---

diff --git a/content/news/220401Bushuk.md b/content/news/220401Bushuk.md
@@ -4,7 +4,7 @@ title: ' Mitch Bushuk on the Mechanisms of Regional Arctic Sea Ice Predictabilit
 heroHeading: ''
 heroSubHeading: 'Mitch Bushuk - Mechanisms of Regional Arctic Sea Ice Predictability in Two Dynamical Seasonal Forecast Systems'
 heroBackground: ''
-thumbnail:  'images/news/2204-Bushuk-thumb.jpg'
+thumbnail:  'images/news/2204-Bushuk.jpg'
 images: ['images/news/2204-Bushuk.jpg']
 link: 'https://journals.ametsoc.org/view/journals/clim/aop/JCLI-D-21-0544.1/JCLI-D-21-0544.1.xml'
 ---

diff --git a/content/news/2210Bushuk.md b/content/news/2210Bushuk.md
@@ -4,7 +4,7 @@ title: ' A year-round satellite sea-ice thickness record from CryoSat-2'
 heroHeading: ''
 heroSubHeading: 'A year-round satellite sea-ice thickness record from CryoSat-2'
 heroBackground: ''
-thumbnail:  'images/news/2210Bushuk-thumb.png'
+thumbnail:  'images/news/2210Bushuk.png'
 images: ['images/news/2210Bushuk.png']
 link: 'https://doi.org/10.1038/s41586-022-05058-5'
 ---

diff --git a/content/news/2210Gentine.md b/content/news/2210Gentine.md
@@ -4,7 +4,7 @@ title: ' Comparing Storm Resolving Models and Climates via Unsupervised Machine
 heroHeading: ''
 heroSubHeading: 'Comparing Storm Resolving Models and Climates via Unsupervised Machine Learning'
 heroBackground: ''
-thumbnail:  'images/news/2210Gentine-thumb.png'
+thumbnail:  'images/news/2210Gentine.png'
 images: ['images/news/2210Gentine.png']
 link: 'https://arxiv.org/pdf/2208.11843.pdf'
 ---

diff --git a/content/news/2211Adcroft.md b/content/news/2211Adcroft.md
@@ -4,7 +4,7 @@ title: ' Ocean currents break up a tabular iceberg'
 heroHeading: ''
 heroSubHeading: 'Ocean currents break up a tabular iceberg'
 heroBackground: ''
-thumbnail:  'images/news/2211Adcroft-thumb.jpg'
+thumbnail:  'images/news/2211Adcroft.jpg'
 images: ['images/news/2211Adcroft.jpg']
 link: 'https://doi.org/10.1126/sciadv.abq6974'
 ---

diff --git a/content/news/2211Balwada.md b/content/news/2211Balwada.md
@@ -4,7 +4,7 @@ title: ' Direct observational evidence of an oceanic dual kinetic energy cascade
 heroHeading: ''
 heroSubHeading: 'Direct observational evidence of an oceanic dual kinetic energy cascade and its seasonality'
 heroBackground: ''
-thumbnail:  'images/news/2211Balwada-thumb.png'
+thumbnail:  'images/news/2211Balwada.png'
 images: ['images/news/2211Balwada.png']
 link: 'https://doi.org/10.1126/sciadv.abq2566'
 ---

diff --git a/content/news/2211Bruna.md b/content/news/2211Bruna.md
@@ -4,7 +4,7 @@ title: ' On Gradient Descent Convergence beyond the Edge of Stability'
 heroHeading: ''
 heroSubHeading: 'On Gradient Descent Convergence beyond the Edge of Stability'
 heroBackground: ''
-thumbnail:  'images/news/2211Bruna-thumb.png'
+thumbnail:  'images/news/2211Bruna.png'
 images: ['images/news/2211Bruna.png']
 link: 'https://arxiv.org/abs/2206.04172'
 ---

diff --git a/content/news/2211Shamekh.md b/content/news/2211Shamekh.md
@@ -4,7 +4,7 @@ title: ' Implicit learning of convective organization explains precipitation sto
 heroHeading: ''
 heroSubHeading: 'Implicit learning of convective organization explains precipitation stochasticity'
 heroBackground: ''
-thumbnail:  'images/news/2211Shamekh-thumb.png'
+thumbnail:  'images/news/2211Shamekh.png'
 images: ['images/news/2211Shamekh.png']
 link: 'https://doi.org/10.1002/essoar.10512517.1'
 ---

diff --git a/content/news/2301Gentine.md b/content/news/2301Gentine.md
@@ -0,0 +1,12 @@
+---
+date: 2023-01-03T09:29:16+10:00
+title: 'Emulating Cloud Superparameterization by Pierre Gentine'
+heroHeading: ''
+heroSubHeading: 'Using deep learning to emulate cloud superparameterization - New M²LInES-related paper'
+heroBackground: ''
+thumbnail:  'images/news/Pierrepaper1-fig1.png'
+images: ['images/news/Pierrepaper1-fig1.png']
+link: 'https://agupubs.onlinelibrary.wiley.com/doi/full/10.1029/2020MS002385'
+---
+
+M²LInES PI Pierre Gentine is the senior author in this new publication on using deep learning for emulating cloud superparameterization in climate models. Research Scientist Tom Beucler is a co-author. Read their paper [here](https://agupubs.onlinelibrary.wiley.com/doi/full/10.1029/2020MS002385)
diff --git a/content/news/2305Otness.md b/content/news/2305Otness.md
@@ -0,0 +1,14 @@
+---
+date: 2023-05-01T09:29:16+10:00
+title: 'Data-driven subgrid parameterizations by Karl Otness'
+heroHeading: ''
+heroSubHeading: 'Data-driven multiscale modeling of subgrid parameterizations in climate models'
+heroBackground: ''
+thumbnail:  'images/news/2305-Otness.png'
+images: ['images/news/2305-Otness.png']
+link: 'https://arxiv.org/abs/2303.17496'
+---
+
+In this ongoing [project](https://arxiv.org/abs/2303.17496), Karl Otness and co-authors are evaluating a proof of concept multiscale approach to predicting subgrid forcings in climate models. They see encouraging preliminary results from first making a prediction in a fine-to-coarse direction which yields a lower resolution, but more confident prediction followed by a refinement to predict finer scale details.
+
+This paper won “Best ML innovation” at the ICLR 2023 Workshop: Tackling Climate Change with Machine Learning.
diff --git a/content/news/2306Zampieri.md b/content/news/2306Zampieri.md
@@ -0,0 +1,12 @@
+---
+date: 2023-06-01T09:29:16+10:00
+title: 'Smart correction model for winter sky temperatures by Lorenzo Zampieri'
+heroHeading: ''
+heroSubHeading: 'A Machine Learning Correction Model of the Winter Clear-Sky Temperature Bias over the Arctic Sea Ice in Atmospheric Reanalyses'
+heroBackground: ''
+thumbnail:  'images/news/2306-Zampieri.png'
+images: ['images/news/2306-Zampieri.png']
+link: 'https://journals.ametsoc.org/view/journals/mwre/151/6/MWR-D-22-0130.1.xml'
+---
+
+This [study](https://journals.ametsoc.org/view/journals/mwre/151/6/MWR-D-22-0130.1.xml), led by Lorenzo Zampieri, and co-authored by Marika Holland, illustrates a novel method based on machine learning for reducing the systematic surface temperature errors that characterize multiple atmospheric reanalyses in sea-ice-covered regions of the Arctic under clear-sky conditions. The corrected reanalysis temperature can be employed to support polar research activities, and in particular to better simulate the evolution of the interacting sea ice and ocean system within numerical models.
diff --git a/content/news/2307Sane.md b/content/news/2307Sane.md
@@ -0,0 +1,12 @@
+---
+date: 2023-07-01T09:29:16+10:00
+title: 'Parameterizing vertical mixing coefficients in the Ocean by Akash Sane'
+heroHeading: ''
+heroSubHeading: 'Parameterizing vertical mixing coefficients in the Ocean'
+heroBackground: ''
+thumbnail:  'images/news/2307-Sane.png'
+images: ['images/news/2307-Sane.png']
+link: 'https://arxiv.org/abs/2306.09045'
+---
+
+Small scale vertical mixing processes in the upper ocean region cannot be resolved by ocean models due to the lack of computing resources, and are thus parameterized. Existing models have a few ad hoc approximations which cause uncertainty in climate change simulations. In this breakthrough [preprint](https://arxiv.org/abs/2306.09045), Aakash Sane and co-authors - Brandon Reichl, Alistair Adcroft, and Laure Zanna - replace such an approximation using data driven neural networks (NN), leading to improved physics in an ocean model simulation and a reduction of model bias in the Tropics. Moreover, the NN implementation in MOM6 is stable, and does not violate any conservation laws.
diff --git a/content/news/2JLeSommerpaper.md b/content/news/2JLeSommerpaper.md
@@ -4,7 +4,7 @@ title: ' Modelisation using neural network - paper by PI Le Sommer'
 heroHeading: ''
 heroSubHeading: 'New M²LInES-related paper on subgrid-scale modelisation using neural network '
 heroBackground: ''
-thumbnail:  'images/news/Julien-fig3-thumb.png'
+thumbnail:  'images/news/Julien-fig3.png'
 images: ['images/news/Julien-fig3.png']
 link: 'https://journals.aps.org/prfluids/abstract/10.1103/PhysRevFluids.6.024607'
 ---

diff --git a/content/news/3GentinePaper1.md b/content/news/3GentinePaper1.md
@@ -4,7 +4,7 @@ title: 'Using deep learning to emulate cloud superparameterization - new paper b
 heroHeading: ''
 heroSubHeading: 'Using deep learning to emulate cloud superparameterization - New M²LInES-related paper'
 heroBackground: ''
-thumbnail:  'images/news/Pierrepaper1-fig1-thumb.png'
+thumbnail:  'images/news/Pierrepaper1-fig1.png'
 images: ['images/news/Pierrepaper1-fig1.png']
 link: 'https://agupubs.onlinelibrary.wiley.com/doi/full/10.1029/2020MS002385'
 ---

diff --git a/content/news/4GentinePaper2.md b/content/news/4GentinePaper2.md
@@ -4,7 +4,7 @@ title: ' Neural Network emulating physical constraints - paper by PI Gentine'
 heroHeading: ''
 heroSubHeading: 'Constraints for Neural Network emulating physical constraints - paper by PI Gentine'
 heroBackground: ''
-thumbnail:  'images/news/Pierrepaper2-fig3-thumb.png'
+thumbnail:  'images/news/Pierrepaper2-fig3.png'
 images: ['images/news/Pierrepaper2-fig3.png']
 link: 'https://journals.aps.org/prl/abstract/10.1103/PhysRevLett.126.098302'
 ---

diff --git a/content/news/5JAMEScall.md b/content/news/5JAMEScall.md
@@ -4,7 +4,7 @@ title: ' Call for Papers for JAMES'
 heroHeading: ''
 heroSubHeading: 'Call for Papers: Machine learning application to Earth system modeling'
 heroBackground: ''
-thumbnail:  'images/news/JAMEScall-thumb.jpg'
+thumbnail:  'images/news/JAMEScall.jpeg'
 images: ['images/news/JAMEScall.jpeg']
 link: 'https://agupubs.onlinelibrary.wiley.com/hub/journal/19422466/features/call-for-papers'
 ---

diff --git a/content/news/AGUpresentation.md b/content/news/AGUpresentation.md
@@ -4,8 +4,8 @@ title: ' AGU presentations by M²LInES team members'
 heroHeading: 'AGU presentations by M²LInES team members'
 heroSubHeading: ''
 heroBackground: ''
-thumbnail:  'images/news/ZiweiLi-thumb.png'
-images: ['images/news/JanniYuval.png', 'images/news/LaureZanna.png', 'images/news/PierreGentine.png', 'images/news/ZiweiLi-thumb.png']
+thumbnail:  'images/news/JanniYuval.png'
+images: ['images/news/JanniYuval.png', 'images/news/LaureZanna.png', 'images/news/PierreGentine.png', 'images/news/ZiweiLi.png']
 link: ''
 ---
 ## Schedule of AGU presentations from team members

diff --git a/content/news/AIforgood.md b/content/news/AIforgood.md
@@ -4,7 +4,7 @@ title: ' UN AI for Good: AI and Climate Science seminars '
 heroHeading: 'UN AI for Good: AI and Climate Science seminars'
 heroSubHeading: ''
 heroBackground: ''
-thumbnail:  'images/news/Aiforgood-zoom-discovery-banner-1-thumb.png'
+thumbnail:  'images/news/Aiforgood-1920x1080-zoom-discovery-banner-1-1130x650.png'
 images: ['images/news/Aiforgood-1920x1080-zoom-discovery-banner-1-1130x650.png']
 link: 'https://aiforgood.itu.int/search-result-programme/?keyword=&category=357&event-venue=&enddate=&startdate=Select+year'
 ---

diff --git a/content/news/Abernatheypaper.md b/content/news/Abernatheypaper.md
@@ -3,7 +3,7 @@ date: 2021-07-27T09:29:16+10:00
 title: "Estimating Ocean Surface Currents With Machine Learning - Ryan Abernathey"
 heroHeading: ''
 heroSubHeading: "Estimating Ocean Surface Currents With Machine Learning - Ryan Abernathey"
-thumbnail:  'images/news/Abernathey-article-thumb.jpg'
+thumbnail:  'images/news/Abernathey-article.png'
 images: ['images/news/Abernathey-article.png']
 link: 'https://doi.org/10.3389/fmars.2021.672477'
 ---

diff --git a/content/news/Balwada-article.md b/content/news/Balwada-article.md
@@ -3,7 +3,7 @@ date: 2021-07-28T09:29:16+10:00
 title: "Article by Dhruv Balwada et al. - Role of submesoscale flows on vertical fluxes"
 heroHeading: ''
 heroSubHeading: "Vertical fluxes conditioned on vorticity and strain reveal submesoscale ventilation - Dhruv Balwada"
-thumbnail:  'images/news/Dhruv-fig1-thumb.jpg'
+thumbnail:  'images/news/Dhruv-fig1.png'
 images: ['images/news/Dhruv-fig1.png']
 link: 'https://doi.org/10.1175/JPO-D-21-0016.1'
 ---

diff --git a/content/news/Bushukarticle.md b/content/news/Bushukarticle.md
@@ -3,7 +3,7 @@ date: 2021-07-27T09:29:16+10:00
 title: "Seasonal Prediction and Predictability of Regional Antarctic Sea Ice - Mitch Bushuk"
 heroHeading: ''
 heroSubHeading: "Seasonal Prediction and Predictability of Regional Antarctic Sea Ice - by Mitch Bushuk"
-thumbnail:  'images/news/Bushuk-fig-thumb.jpg'
+thumbnail:  'images/news/Bushuk-fig.png'
 images: ['images/news/Bushuk-fig.png']
 link: 'https://journals.ametsoc.org/view/journals/clim/aop/JCLI-D-20-0965.1/JCLI-D-20-0965.1.xml'
 ---

diff --git a/content/news/CESMworkshop.md b/content/news/CESMworkshop.md
@@ -4,7 +4,7 @@ title: ' 2021 CESM workshop: M²LInES team members presenting on June 17th'
 heroHeading: ''
 heroSubHeading: '2021 CESM workshop'
 heroBackground: ''
-thumbnail:  'images/news/CESM-thumbnail.jpg'
+thumbnail:  'images/news/cesm-workshop-2021.jpeg'
 images: ['images/news/cesm-workshop-2021.jpeg']
 link: 'https://www.cesm.ucar.edu/events/workshops/2021/#agenda'
 ---

diff --git a/content/news/CESMworkshop2022.md b/content/news/CESMworkshop2022.md
@@ -4,7 +4,7 @@ title: ' 2022 CESM workshop: Info and submission deadline'
 heroHeading: ''
 heroSubHeading: '2022 CESM workshop'
 heroBackground: ''
-thumbnail:  'images/news/CESM-thumbnail.jpg'
+thumbnail:  'images/news/cesm-workshop-2021.jpeg'
 images: ['images/news/cesm-workshop-2021.jpeg']
 link: 'https://www.cesm.ucar.edu/events/workshops/2022/'
 ---

diff --git a/content/news/Chapmanetal.md b/content/news/Chapmanetal.md
@@ -4,7 +4,7 @@ title: ' Probabilistic Predictions from Deterministic Atmospheric River Forecast
 heroHeading: 'Probabilistic Predictions from Deterministic Atmospheric River Forecasts with Deep Learning'
 heroSubHeading: ''
 heroBackground: ''
-thumbnail:  'images/news/Chapmanetal_thumb.png'
+thumbnail:  'images/news/Chapmanetal.png'
 images: ['images/news/Chapmanetal.png']
 link: 'https://doi.org/10.1175/MWR-D-21-0106.1'
 ---

diff --git a/content/news/FernandezGranda.md b/content/news/FernandezGranda.md
@@ -3,7 +3,7 @@ date: 2021-07-29T09:29:16+10:00
 title: "Adaptive Denoising via GainTuning - Carlos Fernandez-Granda"
 heroHeading: ''
 heroSubHeading: "Adaptive Denoising via GainTuning - Carlos Fernandez-Granda"
-thumbnail:  'images/news/Carlos-fig-thumb.png'
+thumbnail:  'images/news/Carlos-fig.png'
 images: ['images/news/Carlos-fig.png']
 link: 'https://arxiv.org/abs/2107.12815'
 ---

diff --git a/content/news/FernandezGranda21.md b/content/news/FernandezGranda21.md
@@ -4,7 +4,7 @@ title: 'Deep Probability Estimation'
 heroHeading: ''
 heroSubHeading: 'Deep Probability Estimation'
 heroBackground: ''
-thumbnail:  'images/news/FernandezGranda2-thumb.png'
+thumbnail:  'images/news/FernandezGranda21.png'
 images: ['images/news/FernandezGranda21.png']
 link: 'https://arxiv.org/pdf/2111.10734v1.pdf'
 ---

diff --git a/content/news/Frezatpreprint.md b/content/news/Frezatpreprint.md
@@ -4,7 +4,7 @@ title: 'Hugo Frezat - A posteriori learning of quasi-geostrophic turbulence para
 heroHeading: ''
 heroSubHeading: 'A posteriori learning of quasi-geostrophic turbulence parametrization: an experiment on integration steps'
 heroBackground: ''
-thumbnail:  'images/news/Frezatpreprint.png'
+thumbnail:  'images/news/Frezat-al-2021b_summary_small.png'
 images: ['images/news/Frezat-al-2021b_summary_small.png']
 link: 'https://hal.archives-ouvertes.fr/hal-03456259/document'
 ---

diff --git a/content/news/GCMfilter.md b/content/news/GCMfilter.md
@@ -4,7 +4,7 @@ title: ' GCM-Filters publication'
 heroHeading: ''
 heroSubHeading: 'GCM-Filters publication '
 heroBackground: ''
-thumbnail:  'images/news/GCM-filter-thumb.png'
+thumbnail:  'images/news/GCMfilters.png'
 images: ['images/news/GCMfilters.png']
 link: 'https://https://joss.theoj.org/papers/10.21105/joss.03947'
 ---

diff --git a/content/news/Gentine-Abernathey.md b/content/news/Gentine-Abernathey.md
@@ -4,7 +4,7 @@ title: ' Deep Learning for Subgrid-Scale Turbulence Modeling in LES of the Conve
 heroHeading: ''
 heroSubHeading: 'Deep Learning for Subgrid-Scale Turbulence Modeling in Large-Eddy Simulations of the Convective Atmospheric Boundary Layer'
 heroBackground: ''
-thumbnail:  'images/news/Gentine22-thumb.png'
+thumbnail:  'images/news/Gentine22.png'
 images: ['images/news/Gentine22.png']
 link: ' https://doi.org/10.1029/2021MS002847'
 ---

diff --git a/content/news/Gorbunova2021.md b/content/news/Gorbunova2021.md
@@ -4,7 +4,7 @@ title: ' Anastasiia Gorbunova - Eulerian spatiotemporal correlations in passive
 heroHeading: ''
 heroSubHeading: 'Anastasiia Gorbunova - Eulerian spatiotemporal correlations in passive scalar turbulence '
 heroBackground: ''
-thumbnail:  'images/news/Gorbunova-thumb.png'
+thumbnail:  'images/news/Gorbunova.png'
 images: ['images/news/Gorbunova.png']
 link: 'https://journals.aps.org/prfluids/abstract/10.1103/PhysRevFluids.6.124606'
 ---

diff --git a/content/news/Gregory2022.md b/content/news/Gregory2022.md
@@ -4,7 +4,7 @@ title: ' Will Gregory - Network connectivity article'
 heroHeading: ''
 heroSubHeading: 'Will Gregory - Network connectivity between the winter Arctic Oscillation and summer sea ice in CMIP6 models and observations '
 heroBackground: ''
-thumbnail:  'images/news/Gregory2022-thumb.png'
+thumbnail:  'images/news/Gregory2022.png'
 images: ['images/news/Gregory2022.png']
 link: 'https://doi.org/10.5194/tc-16-1653-2022'
 ---

diff --git a/content/news/KITPconference.md b/content/news/KITPconference.md
@@ -4,7 +4,7 @@ title: ' KITP conference: Machine Learning for Climate'
 heroHeading: ''
 heroSubHeading: 'KITP conference: Machine Learning for Climate'
 heroBackground: ''
-thumbnail:  'images/news/climate-c21-logo-thumb.jpg'
+thumbnail:  'images/news/climate-c21-logo.jpg'
 images: ['images/news/climate-c21-logo.jpg']
 link: 'https://www.kitp.ucsb.edu/activities/climate-c21'
 ---

diff --git a/content/news/M2LInESMovie.md b/content/news/M2LInESMovie.md
@@ -5,7 +5,7 @@ heroHeading: ''
 heroSubHeading: 'Movie about M²LInES and featured on AGU TV!'
 heroBackground: ''
 thumbnail:  'images/news/m2linesmovie.png'
-images:
+images: ['images/news/m2linesmovie.png']
 link: 'https://www.youtube.com/watch?v=weKj7J86sr4'
 ---
 

diff --git a/content/news/OneWorld.md b/content/news/OneWorld.md
@@ -4,7 +4,7 @@ title: ' Upcoming Seminar by Laure Zanna at One World Mathematics of Climate - 7
 heroHeading: ''
 heroSubHeading: 'One World Mathematics of Climate Seminar'
 heroBackground: ''
-thumbnail:  'images/news/OneWorldsemina-thumb.jpeg'
+thumbnail:  'images/news/OneWorldseminar.jpeg'
 images: ['images/news/OneWorldseminar.jpeg']
 link: 'https://sites.google.com/view/oneworldmathsofclimate'
 ---

diff --git a/content/news/WillGregorypaper.md b/content/news/WillGregorypaper.md
@@ -4,7 +4,7 @@ title: ' A Bayesian approach towards sea ice freeboard estimates - paper by Will
 heroHeading: ''
 heroSubHeading: 'A Bayesian approach towards sea ice freeboard estimates - paper by Will Gregory'
 heroBackground: ''
-thumbnail:  'images/news/WillGregory-figure-thumb.png'
+thumbnail:  'images/news/WillGregory-figure1.png'
 images: ['images/news/WillGregory-figure1.png']
 link: 'https://tc.copernicus.org/articles/15/2857/2021/tc-15-2857-2021.html'
 ---

diff --git a/content/news/Zampieri2022.md b/content/news/Zampieri2022.md
@@ -4,7 +4,7 @@ title: ' Lorenzo Zampieri - A machine learning correction model '
 heroHeading: ''
 heroSubHeading: 'Lorenzo Zampieri - A machine learning correction model of the clear-sky bias over the Arctic sea ice in atmospheric reanalyses'
 heroBackground: ''
-thumbnail:  'images/news/Zampieri-thumb.png'
+thumbnail:  'images/news/Zampieri.png'
 images: ['images/news/Zampieri.png']
 link: 'https://doi.org/10.1002/essoar.10511269.1'
 ---

diff --git a/content/news/ZampieriJAMES.md b/content/news/ZampieriJAMES.md
@@ -3,7 +3,7 @@ date: 2021-07-29T09:29:16+10:00
 title: "Impact of Sea-Ice Model Complexity on model performance by Lorenzo Zampieri "
 heroHeading: ''
 heroSubHeading: "Impact of Sea-Ice Model Complexity on the Performance of an Unstructured-Mesh Sea-Ice/Ocean Model under Different Atmospheric Forcings"
-thumbnail:  'images/news/Zampieri-fig3-thumb.png'
+thumbnail:  'images/news/Zampieri-fig3.png'
 images: ['images/news/Zampieri-fig3.png']
 link: 'https://doi.org/10.1029/2020MS002438'
 ---

diff --git a/content/news/Zampierietal21.md b/content/news/Zampierietal21.md
@@ -4,7 +4,7 @@ title: ' Response of Northern Hemisphere Weather and Climate to Arctic Sea Ice D
 heroHeading: 'Response of Northern Hemisphere Weather and Climate to Arctic Sea Ice Decline: Resolution Independence in Polar Amplification Model Intercomparison Project (PAMIP) Simulations'
 heroSubHeading: ''
 heroBackground: ''
-thumbnail:  'images/news/Zampieri21_thumb.png'
+thumbnail:  'images/news/Zampieri21.png'
 images: ['images/news/Zampieri21.png']
 link: 'https://doi.org/10.1175/JCLI-D-19-1005.1'
 ---

diff --git a/content/news/ZiweiLi21.md b/content/news/ZiweiLi21.md
@@ -4,7 +4,7 @@ title: 'Tropical precipitation clusters as islands on a rough water-vapor topogr
 heroHeading: ''
 heroSubHeading: 'Tropical precipitation clusters as islands on a rough water-vapor topography'
 heroBackground: ''
-thumbnail:  'images/news/ZiweiLi21-thumb.png'
+thumbnail:  'images/news/ZiweiLi21.png'
 images: ['images/news/ZiweiLi21.png']
 link: 'https://arxiv.org/abs/2108.04457'
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diff --git a/content/news/ZiweiLiarticle.md b/content/news/ZiweiLiarticle.md
@@ -3,7 +3,7 @@ date: 2021-07-26T09:29:16+10:00
 title: "Neural Networks as Geometric Chaotic Maps - by Ziwei Li"
 heroHeading: ''
 heroSubHeading: "Neural Networks as Geometric Chaotic Maps - by Ziwei Li"
-thumbnail:  'images/news/ZiweilLi-fig4-thumb.jpg'
+thumbnail:  'images/news/ZiweilLi-fig4.jpg'
 images: ['images/news/ZiweilLi-fig4.jpg']
 link: 'https://ieeexplore.ieee.org/document/9468894'
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diff --git a/content/news/articleJAMEScall.md b/content/news/articleJAMEScall.md
@@ -4,7 +4,7 @@ title: ' Article in Eos by Yuval et al. - Call for Papers on Machine Learning an
 heroHeading: 'Article in Eos by Yuval et al.'
 heroSubHeading: 'Call for Papers on Machine Learning and Earth System Modeling'
 heroBackground: ''
-thumbnail:  'images/news/Yuval-article-thumb.jpeg'
+thumbnail:  'images/news/Yuval-article.jpeg'
 images: ['images/news/Yuval-article.jpeg']
 link: 'https://eos.org/editors-vox/call-for-papers-on-machine-learning-and-earth-system-modeling'
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