{"id":3108,"date":"2026-03-24T16:10:17","date_gmt":"2026-03-24T16:10:17","guid":{"rendered":"https:\/\/research.reading.ac.uk\/met-darc\/?page_id=3108"},"modified":"2026-06-19T14:26:47","modified_gmt":"2026-06-19T13:26:47","slug":"darc-training-course-on-data-assimilation-and-its-interface-with-machine-learning-2026","status":"publish","type":"page","link":"https:\/\/research.reading.ac.uk\/met-darc\/training\/training-courses\/darc-training-course-on-data-assimilation-and-its-interface-with-machine-learning-2026\/","title":{"rendered":"DARC Training course on data assimilation and its interface with machine learning 2026"},"content":{"rendered":"

15-19th June 2026, University of Reading, UK<\/h3>\n

Join us to explore the theory and practical applications of Data Assimilation, a vital key to analysing and predicting the Earth system and a cornerstone in the exploitation of Machine Learning to tackle environmental challenges.<\/p>\n

Within this course, you will learn how Data Assimilation (DA) offers practical methods, underpinned by mathematical theory, to integrate numerical models and large observational datasets. The course will be separated into two stages. The first stage will have an emphasis on applications and the well-informed use of reanalysis products. In the second stage, we will allow more time to explore the mathematics of DA theory and algorithms and dive deeper into the relevant Machine Learning concepts.<\/p>\n

\"\"<\/h4>\n

Registration<\/h3>\n

The course fees are \u00a3375 for in-person participants. This fee includes refreshments, an icebreaker on the 15th and a dinner on the 19th.<\/p>\n

The course fees for online participants are \u00a375.<\/p>\n

To register, please fill out this online form \u00a0https:\/\/registration.venuereading.com\/Training Course<\/a>.<\/p>\n

Registration has now closed. Emails were sent to participants on 5th June with joining instructions and on 11th June with practical instructions. Let us know if you have not received these.\u00a0<\/strong><\/p>\n

<\/strong><\/p>\n

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\n\t\t\t\tParticipants (click to view)\t\t\t<\/h3>\n\t\t\n\t\t
\n\t\t\t<\/strong><\/p>\n
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Timetable<\/h2>\n

The course will be held on the main Whiteknights campus of the University of Reading (campus map<\/a>). Throughout the week, we will be in the Mathematics Building (building 4). Monday – Thursday, we will be in Room 113, moving to Room 314 on Friday. Registration on Monday will be in Room 100 of the Mathematics building.<\/p>\n

Refreshments will be in Room 100 (Mon-Thu) and Room 304 (Fri). Please bring your own reusable cups and water bottles. Lunches will not be provided; however, there are many cafes and a supermarket on campus.<\/p>\n

Handouts will not<\/strong> be provided, but slides can be downloaded via the online timetable below when they become available.<\/p>\n\n\n\n
Data assimilation relies on mathematical and statistical knowledge (especially linear algebra and probability).\u00a0 Participants are encouraged to read through our maths tutorial\/revision notes<\/a> and bring along any questions about these to the course<\/strong>.\u00a0 There will be a special maths tutorial especially for this on Tuesday, 16th June at 4.30 pm<\/strong>.<\/p>\n

You may also download our maths primer<\/a> for future reference.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

In the timetables below all times are in BST (GMT+1<\/em>)<\/p>\n

<\/div> <\/strong><\/p>\n

\n\t\t\t\t\t

\n\t\t\t\tMonday 15th June (Maths 113) (click to view)\t\t\t<\/h3>\n\t\t\n\t\t
\n\t\t\t<\/strong><\/p>\n

\u00a0Padlet link for questions<\/a><\/span><\/p>\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n
Start \u00a0<\/strong><\/td>\nEnd<\/strong><\/td>\n\u00a0Topic<\/strong><\/td>\nLecturer\/lead<\/strong><\/td>\nNotes<\/strong><\/td>\n<\/tr>\n
9.20 am<\/span>\u00a0<\/span><\/td>\n9.50 am<\/span><\/td>\nRegistration<\/span><\/td>\n\u00a0<\/span><\/td>\n\u00a0<\/span><\/td>\n<\/tr>\n
9.50 am<\/span><\/td>\n10.10 am<\/span><\/td>\nWelcome and staff and student introductions <\/span>(pdf)<\/a><\/td>\nAlison Fowler and Yumeng Chen<\/span><\/td>\n\u00a0<\/span><\/td>\n<\/tr>\n
10.10 am<\/span>\u00a0<\/span><\/td>\n11 am<\/span>\u00a0<\/span><\/td>\nIntro to DA (pdf)<\/a><\/span><\/td>\nSarah Dance<\/span><\/td>\n\u00a0<\/span><\/td>\n<\/tr>\n
11.00<\/span> am<\/span><\/td>\n11.30<\/span> am<\/span><\/td>\nBreak<\/span><\/td>\n\u00a0<\/span><\/td>\n\u00a0<\/span><\/td>\n<\/tr>\n
11.30<\/span> am<\/span><\/td>\n12.45<\/span> pm<\/span><\/td>\nBuilding blocks of <\/span>DA<\/span> (pdf)<\/a><\/span><\/td>\nAlison Fowler<\/span><\/td>\n\u00a0<\/span><\/td>\n<\/tr>\n
12.45<\/span> pm<\/span><\/td>\n1.45 pm<\/span><\/td>\nLunch<\/span><\/td>\n\u00a0<\/span><\/td>\n\u00a0<\/span><\/td>\n<\/tr>\n
1.45<\/span> pm<\/span><\/td>\n3.45<\/span> pm<\/span><\/td>\nPractical on building blocks (pdf)<\/span><\/a><\/td>\nAlison Fowler<\/span><\/td>\n<\/td>\n<\/tr>\n
3.45<\/span> pm<\/span><\/td>\n4.15<\/span> pm<\/span><\/td>\nBreak<\/span><\/td>\n\u00a0<\/span><\/td>\n\u00a0<\/span><\/td>\n<\/tr>\n
4.15<\/span> pm<\/span><\/td>\n4.45<\/span> pm<\/span><\/td>\nA<\/span>pplications <\/span>lecture<\/span> I<\/span><\/td>\nChris Wilson (NCEO, University of Leeds)<\/span><\/td>\n\u00a0Atmospheric Chemistry<\/span><\/td>\n<\/tr>\n
4.45<\/span> pm<\/span><\/td>\n5.15<\/span> pm<\/span><\/td>\nApplications lecture II<\/span><\/td>\nLiz Cooper (CEH, University of Reading)<\/span><\/td>\nLand surface<\/span><\/td>\n<\/tr>\n
5.15 pm<\/span>\u00a0<\/span><\/td>\n6.15 pm<\/span><\/td>\nIce-breaker<\/span><\/td>\n\u00a0<\/span><\/td>\n\u00a0<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

<\/h4>\n

\t\t<\/div>\n\n\t\t<\/strong><\/h5>\n

\n\t\t\t\t\t

\n\t\t\t\tTuesday 16th June (Maths 113) (click to view)\t\t\t<\/h3>\n\t\t\n\t\t
\n\t\t\t<\/strong><\/p>\n

Padlet link for questions<\/a><\/p>\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n
Start<\/strong><\/td>\nEnd<\/strong><\/td>\n\u00a0Topic<\/strong><\/td>\nLecturer\/lead<\/strong><\/td>\nNotes<\/strong><\/td>\n<\/tr>\n
9.00 am<\/span>\u00a0<\/span><\/td>\n10.15 am<\/span>\u00a0<\/span><\/td>\nOverview of algorithms (pdf)<\/a><\/span><\/td>\nAlison Fowler<\/span><\/td>\n\u00a0<\/span><\/td>\n<\/tr>\n
10.15 am<\/span>\u00a0<\/span><\/td>\n10.45 am<\/span>\u00a0<\/span><\/td>\nBreak<\/span><\/td>\n\u00a0<\/span><\/td>\n\u00a0<\/span><\/td>\n<\/tr>\n
10.45<\/span> am<\/span><\/td>\n11.30<\/span> am<\/span><\/td>\nReanalyses (pdf)<\/a><\/span><\/td>\nSarah Dance<\/span><\/td>\n\u00a0<\/span><\/td>\n<\/tr>\n
11.30<\/span> am<\/span><\/td>\n12.45<\/span> pm<\/span><\/td>\nPractical on reanalyses<\/a>
\n<\/span>Specific instructions<\/a><\/td>\n		\u00a0Sukun Cheng<\/span><\/td>\n <\/p>\n

\u00a0<\/span><\/td>\n<\/tr>\n

12.45<\/span> pm<\/span><\/td>\n1.45<\/span> pm<\/span><\/td>\nLunch<\/span>\u00a0<\/span><\/td>\n\u00a0<\/span><\/td>\n\u00a0<\/span><\/td>\n<\/tr>\n
1.45<\/span> pm<\/span><\/td>\n2.45 pm<\/span>\u00a0<\/span><\/td>\n\n

Intro to JEDI<\/a>\/DA software<\/p>\n<\/td>\n

Chris Thomas (Met Office) \/ Yumeng Chen<\/span><\/td>\n\u00a0<\/span><\/td>\n<\/tr>\n
2.45<\/span> pm<\/span><\/td>\n3.15 pm\u00a0<\/span><\/td>\nBreak<\/span><\/td>\n\u00a0<\/span><\/td>\n\u00a0<\/span><\/td>\n<\/tr>\n
3.15<\/span> pm<\/span><\/td>\n3.45<\/span> pm<\/span><\/td>\nApplications <\/span>lecture<\/span> III (pdf)<\/a><\/span><\/td>\nJozef Skakala (Plymouth Marine Laboratory)<\/span><\/td>\nMarine biogeochemistry<\/span><\/td>\n<\/tr>\n
3.45 pm<\/span>\u00a0<\/span><\/td>\n4.15 pm<\/span>\u00a0<\/span><\/td>\nApplications <\/span>lecture<\/span> IV<\/span><\/td>\nMark Fielding (ECMWF)<\/td>\nEarthCARE<\/span><\/td>\n<\/tr>\n
4.15<\/span>\u00a0pm<\/span><\/td>\n4.30<\/span>\u00a0pm<\/span><\/td>\nBreak<\/span><\/td>\n\u00a0<\/span><\/td>\nAsk for feedback<\/span><\/td>\n<\/tr>\n
4.30<\/span>\u00a0pm<\/span><\/td>\n5.15 pm<\/span><\/td>\n(optional) Maths tutorial<\/a>
\n<\/span>Also our maths primer<\/a><\/td>\n		Ross Bannister<\/span><\/td>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
\t\t<\/div>\n\n\t\t<\/strong><\/h5>\n

\n\t\t\t\t\t

\n\t\t\t\tWednesday 17th June (Maths 113) (click to view)\t\t\t<\/h3>\n\t\t\n\t\t
\n\t\t\t<\/strong><\/p>\n

Padlet link for questions<\/a><\/p>\n\n\n\n\n\n\n\n\n\n\n\n
Start<\/strong><\/td>\nEnd<\/strong><\/td>\n\u00a0Topic<\/strong><\/td>\nLecturer\/lead<\/strong><\/td>\nNotes<\/strong><\/td>\n<\/tr>\n
9.00 am<\/span><\/td>\n10.30 am<\/span><\/td>\nVar I<\/span><\/a><\/td>\nRoss Bannister<\/span><\/td>\n\u00a0<\/span><\/td>\n<\/tr>\n
10.30 am<\/span><\/td>\n11<\/span>\u00a0am<\/span><\/td>\nBreak<\/span><\/td>\n\u00a0<\/span><\/td>\n\u00a0<\/span><\/td>\n<\/tr>\n
11<\/span>\u00a0am<\/span><\/td>\n11.45<\/span> am<\/span><\/td>\nVar II<\/span><\/a><\/td>\nAmos Lawless<\/span><\/td>\n\u00a0<\/span><\/td>\n<\/tr>\n
11.45<\/span> am<\/span><\/td>\n12.30<\/span> am<\/span><\/td>\nIntro to ML and link to DA (pdf) <\/span><\/a>(pptx)<\/a><\/td>\nIeuan Higgs<\/td>\n\u00a0<\/span><\/td>\n<\/tr>\n
12.30<\/span> pm<\/span><\/td>\n1.30 pm<\/span><\/td>\nLunch<\/span><\/td>\n\u00a0<\/span><\/td>\n<\/td>\n<\/tr>\n
1.30 pm<\/span><\/td>\n3.30 pm<\/span><\/td>\nPractical on Var<\/span><\/a>
\nSummary slides<\/a><\/td>\n		Ross and Amos<\/span><\/td>\n<\/td>\n<\/tr>\n
3.30<\/span> pm<\/span><\/td>\n4.00 pm<\/span>\u00a0<\/span><\/td>\nBreak<\/span><\/td>\n\u00a0<\/span><\/td>\n\u00a0<\/span><\/td>\n<\/tr>\n
4.00<\/span> pm<\/span><\/td>\n5.15<\/span> pm<\/span><\/td>\nEnKF I<\/span><\/a><\/td>\nGuannan Hu<\/span><\/td>\n\u00a0<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
\t\t<\/div>\n\n\t\t<\/strong><\/h5>\n

\n\t\t\t\t\t

\n\t\t\t\tThursday 18th June (Maths 113) (click to view)\t\t\t<\/h3>\n\t\t\n\t\t
\n\t\t\t<\/strong><\/p>\n

Padlet link for questions\u00a0<\/span><\/a><\/p>\n\n\n\n\n\n\n\n\n\n\n\n
Start<\/strong><\/td>\nEnd<\/strong><\/td>\n\u00a0Topic<\/strong><\/td>\nLecturer\/lead<\/strong><\/td>\nNotes<\/strong><\/td>\n<\/tr>\n
9.00 am<\/span><\/td>\n10.15 am<\/span><\/td>\nEnKF II<\/span><\/a><\/td>\nYumeng Chen<\/span><\/td>\n\u00a0<\/span><\/td>\n<\/tr>\n
10.15 am<\/span><\/td>\n10.45 am<\/span><\/td>\nBreak<\/span><\/td>\n\u00a0<\/span><\/td>\nGroup photo<\/span><\/td>\n<\/tr>\n
10.45 am<\/span><\/td>\n12.45<\/span> pm<\/span><\/td>\nPractical on EnKF<\/span><\/a>
\nSummary<\/a><\/td>\n		Guannan Hu<\/span><\/td>\n\u00a0<\/span><\/td>\n<\/tr>\n
12.45<\/span> pm<\/span><\/td>\n1.45<\/span> pm<\/span><\/td>\nLunch<\/span><\/td>\n\u00a0<\/span><\/td>\n<\/td>\n<\/tr>\n
1.45<\/span> pm<\/span><\/td>\n3<\/span> pm<\/span><\/td>\nHybrid DA<\/span><\/a><\/td>\nRoss Bannister<\/span><\/td>\n\u00a0<\/span><\/td>\n<\/tr>\n
3<\/span> pm<\/span><\/td>\n3.30<\/span> pm<\/span><\/td>\nBreak<\/span><\/td>\n\u00a0<\/span><\/td>\n\u00a0<\/span><\/td>\n<\/tr>\n
3.30<\/span> pm<\/span><\/td>\n4.45<\/span> pm<\/span><\/td>\nBeyond Gaussian DA<\/span><\/a><\/td>\nJochen Broecker<\/span><\/td>\n\u00a0<\/span><\/td>\n<\/tr>\n
6.00<\/span> pm<\/span><\/td>\n8.00<\/span> pm<\/span><\/td>\nDinner<\/a><\/span><\/td>\n\u00a0<\/span><\/td>\nPark House<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
\t\t<\/div>\n\n\t\t<\/strong><\/h5>\n

\n\t\t\t\t\t

\n\t\t\t\tFriday 19th June (Maths 314) (click to view)\t\t\t<\/h3>\n\t\t\n\t\t
\n\t\t\t<\/strong><\/p>\n

Padlet link for questions<\/a><\/p>\n\n\n\n\n\n\n\n\n\n\n
Start<\/strong><\/td>\nEnd<\/strong><\/td>\nTopic<\/strong><\/td>\nLecturer\/lead<\/strong><\/td>\nNotes<\/strong><\/td>\n<\/tr>\n
9.30 am<\/span><\/td>\n10.45 am<\/span><\/td>\nMachine learning (pdf)<\/a><\/span><\/td>\nEviatar Bach<\/span><\/td>\n\u00a0<\/span><\/td>\n<\/tr>\n
10.45 am<\/span><\/td>\n11.15 am<\/span><\/td>\nBreak<\/span><\/td>\n\u00a0<\/span><\/td>\n\u00a0<\/span><\/td>\n<\/tr>\n
11.15<\/span> am<\/span><\/td>\n12.15<\/span> pm<\/span><\/td>\nML and DA (pdf)<\/a><\/span><\/td>\nAlan Geer<\/span> (ECMWF)<\/span><\/td>\n<\/td>\n<\/tr>\n
12.15<\/span> pm<\/span><\/td>\n1.15 pm<\/span><\/td>\nLunch<\/span><\/td>\n\u00a0<\/span><\/td>\n\u00a0<\/span><\/td>\n<\/tr>\n
1.15 pm<\/span><\/td>\n3.15<\/span> pm<\/span><\/td>\nPractical on ML and DA<\/span><\/a><\/td>\nEviatar Bach<\/span><\/td>\n<\/td>\n<\/tr>\n
3.15 pm<\/span>\u00a0<\/span><\/td>\n3.35<\/span> pm<\/span><\/td>\nbreak<\/span><\/td>\n<\/td>\nAsk for feedback<\/a><\/span><\/td>\n<\/tr>\n
3.35<\/span>\u00a0pm<\/span><\/td>\n4.30<\/span> pm<\/span><\/td>\nWhat to use when<\/span><\/a><\/td>\nAmos Lawless<\/span><\/td>\n\u00a0<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\t\t<\/div>\n\n\t\t<\/strong><\/p>\n

<\/div><\/strong><\/p>\n

For further information please email Dr Alison Fowler, a.m.fowler@reading.ac.uk<\/a> or Dr Yumeng Chen, yumeng.chen@reading.ac.uk<\/a>.<\/h4>\n","protected":false},"excerpt":{"rendered":"

15-19th June 2026, University of Reading, UK Join us to explore the theory and practical applications of Data Assimilation, a vital key to analysing and predicting the Earth system and…Read More ><\/a><\/p>\n","protected":false},"author":87,"featured_media":0,"parent":137,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"__cvm_playback_settings":[],"__cvm_video_id":"","footnotes":"","_links_to":"","_links_to_target":""},"class_list":["post-3108","page","type-page","status-publish","hentry"],"acf":[],"yoast_head":"\nDARC Training course on data assimilation and its interface with machine learning 2026 - DARC<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/research.reading.ac.uk\/met-darc\/training\/training-courses\/darc-training-course-on-data-assimilation-and-its-interface-with-machine-learning-2026\/\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"DARC Training course on data assimilation and its interface with machine learning 2026 - 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