Climate Modeling and Analysis: Difference between revisions
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*'''Data for climate models''': Assimilation of diverse sources can improve climate models, and machine learning can transform raw sensor output into more relevant derived data. Well-curated benchmark datasets have the potential to advance several geoscience problems. |
*'''Data for climate models''': Assimilation of diverse sources can improve climate models, and machine learning can transform raw sensor output into more relevant derived data. Well-curated benchmark datasets have the potential to advance several geoscience problems. |
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*'''Accelerating climate models''': Physical constraints are key ingredients for cloud, aerosol, ice sheet, and sea level models. Traditional solutions to these physics-based models are computationally expensive, but machine learning components can help alleviate the most problematic bottlenecks. |
*'''[[Accelerating Climate Models|Accelerating climate models]]''': Physical constraints are key ingredients for cloud, aerosol, ice sheet, and sea level models. Traditional solutions to these physics-based models are computationally expensive, but machine learning components can help alleviate the most problematic bottlenecks. |
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*'''Working with climate models''': It is possible to streamline existing climate models, pruning them down to key relationships simplifying computation with ensembles. |
*'''Working with climate models''': It is possible to streamline existing climate models, pruning them down to key relationships simplifying computation with ensembles. |
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== Online Courses and Course Materials == |
== Online Courses and Course Materials == |
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'''An Introduction to Climate Modeling (2014)'''<ref>{{Cite web|url=https://www.youtube.com/watch?v=XGi2a0tNjOo&feature=youtu.be|title=5.1 Introduction to Climate Modeling - YouTube|website=www.youtube.com|access-date=2020-09-24}}</ref>: A video lesson from Climate Literacy's Youtube channel. Available [https://www.youtube.com/watch?v=XGi2a0tNjOo&feature=youtu.be here]. |
* '''An Introduction to Climate Modeling (2014)'''<ref>{{Cite web|url=https://www.youtube.com/watch?v=XGi2a0tNjOo&feature=youtu.be|title=5.1 Introduction to Climate Modeling - YouTube|website=www.youtube.com|access-date=2020-09-24}}</ref>: A video lesson from Climate Literacy's Youtube channel. Available [https://www.youtube.com/watch?v=XGi2a0tNjOo&feature=youtu.be here]. |
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== Conferences, Journals, and Professional Organizations == |
== Conferences, Journals, and Professional Organizations == |
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