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How AI Upscaling Improves Weather Forecasts 1 год назад


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How AI Upscaling Improves Weather Forecasts

How can machine learning improve weather forecasts? Use NordVPN to improve your browsing experience! https://www.NordVPN.com/simonclark A paper last year demonstrated that machine learning techniques similar to image upscaling can improve the forecast of the weather, in particular notoriously difficult-to-predict precipitation. In this video I talk to two of the paper's authors about their Generative Adversarial Network (GAN) approach and how they adapted it to the chaotic system of the atmosphere. You can support the channel by becoming a patron at   / simonoxfphys   The paper: https://agupubs.onlinelibrary.wiley.c... --------- II --------- More about me https://www.simonoxfphys.com/ My second channel -    / simonclarkerrata   Twitter -   / simonoxfphys   Insta -   / simonoxfphys   Twitch -   / drsimonclark   --------- II --------- Music by Epidemic Sound: http://epidemicsound.com Some stock footage courtesy of Getty. Edited by Luke Negus. How is the weather predicted? Why are weather forecasts wrong? How to predict rain accurately? Can you use machine learning to predict the weatehr? This video is about a scientific paper that blends machine learning techniques with weather prediction, using a generative adversarial network to upscale (downsample) predictions of rainfall over the UK. If you like videos from Jordan Harrod, Veritasium, or Real Engineering you will enjoy this science video about predicting the weather. Huge thanks to my supporters on Patreon: Mark Moore, Philipp Legner, Zoey O'Neill, Veronica Castello-Vooght, Jan Krüger, Heijde, Liat Khitman, Michael Parmenter, Matthew Powell, Stormchaser007 , Daan Sneep, Abou El-Ela the Physics Boi, Cody VanZandt, bitreign33 , Andy Hartley, Lachlan Woods. Chaotic Brain Person, Simon H., Julian Mendiola, Woufff, Ben Cooper, Mark Injerd, dryfrog, Justin Warren, Jack Grimm, Angela Flierman, Alipasha Sadri, Calum Storey, Mattophobia, Riz, The Confusled, Conor Safbom, Paul H and Linda L, Simon Stelling, Gabriele Siino, Bjorn Bakker, Ieuan Williams, Candace H, Tom Malcolm, Leonard Neamtu, Brady Johnston, Kent & Krista Halloran, Rapssack, Kevin O'Connor, Timo Kerremans, Thomas Rintoul, Lars Hubacher, Ashley Wilkins, Samuel Baumgartner, Dan Sherman, ST0RMW1NG 1, Adrian Sand, Morten Engsvang, Farsight101, Haris Karimjee, K.L, fourthdwarf, Felix Freiberger, Chris Field, ChemMentat, Kolbrandr, , Sebastain Graf, Dan Nelson, Shane O'Brien, Alex, Fujia Li, Jesper Koed, Jonathan Craske, Albrecht Striffler, Igor Francetic, Jack Troup, HandsomeCaveman, Sven Ebel, Sean Richards, Kedar , Omar Miranda, Alastair Fortune, Mat Allen, Rafaela Corrêa Pereira, Colin J. Brown, Mach_D, Thusto , Keegan Amrine, Dan Hanvey, Simon Donkers, Kodzo , James Bridges, Liam , Andrea De Mezzo, Wendover Productions, Kendra Johnson.

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