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Data Assimilation Research Centre

@unirdg-darc.bsky.social
58 followers 48 following 29 posts

At the forefront of data assimilation research research.reading.ac.uk/met-darc

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Data Assimilation Research Centre @unirdg-darc.bsky.social · 18/06/2026
In DARC's latest blog, Rishabh Bhatt discusses observation-error correlations in satellite microwave data and why accounting for them could unlock more of the information available to weather forecasting systems. research.reading.ac.uk/met-darc/202...
research.reading.ac.uk
Towards denser observation assimilation: understanding spatial observation-error correlations - DARC
Observations are a key component of DA. Space agencies invest billions of pounds in providing wide-ranging, high-resolution observations of the Earth to improve weather forecasting. These observations...
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Data Assimilation Research Centre @unirdg-darc.bsky.social · 26/05/2026
The very latest DARC blog is out. Read about the contrasting, but complementary, properties of the microwave, infrared, and visible 'eyes' of weather satellites, and why assimilation of infrared data is difficult. Blog post by Miranti Indri Hastuti research.reading.ac.uk/met-darc/202...
research.reading.ac.uk
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Data Assimilation Research Centre @unirdg-darc.bsky.social · 26/05/2026
One of a few recent DARC blog posts you may have missed: Read about a new tool "EnviFlux" that allows for low-cost research in surface flux inference, by Ross Bannister ... research.reading.ac.uk/met-darc/202...
research.reading.ac.uk
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Data Assimilation Research Centre @unirdg-darc.bsky.social · 26/05/2026
One of a few recent DARC blog posts you may have missed: Read about how machine learning can help in ocean reanalyses, by Sukun Cheng ... research.reading.ac.uk/met-darc/202...
research.reading.ac.uk
Teaching a Neural Network to Smooth the Ocean model reanalyses - DARC
by Sukun Cheng, March 2026 To understand historical ocean changes, researchers produce reanalyses that reconstruct past states by combining numerical models with historical observations. Over the last...
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Data Assimilation Research Centre @unirdg-darc.bsky.social · 26/05/2026
One of a few recent DARC blog posts you may have missed: Ravi Shankar Nemani explains the role of cross-variable covariances in hi-res data assimilation ... research.reading.ac.uk/met-darc/202...
research.reading.ac.uk
The critical role of cross-variable covariances in high-resolution data assimilation - DARC
by Ravi Shankar Nemani, March 2026 In the pursuit of accurate initial conditions for Numerical Weather Prediction, the specification of the background error covariance matrix, commonly referred to as ...
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Data Assimilation Research Centre @unirdg-darc.bsky.social · 18/02/2026
Read the latest DARC blog. This time it's by Ieuan Higgs: Can you explain that again? Connecting explainable AI and data assimilation in Earth sciences. research.reading.ac.uk/met-darc/202...
research.reading.ac.uk
Can you explain that again? Connecting explainable AI and data assimilation in Earth sciences  - DARC
Explainable AI, data assimilation and their connection in Earth sciences. Approaches used in DA may help to understand and trust AI models.
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Data Assimilation Research Centre @unirdg-darc.bsky.social · 28/01/2026
The latest blog of the Data Assimilation Research Centre is out. Read about how data assimilation problems can be transformed to account for non-Gaussian distributions using a technique called Gaussian anamorphosis. By Yumeng Chen. research.reading.ac.uk/met-darc/202...
research.reading.ac.uk
Gaussian anamorphosis for log-normal distributions - DARC
Gaussian anamorphosis for log-normal distribution in data assimilation
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Data Assimilation Research Centre @unirdg-darc.bsky.social · 14/01/2026
DARC's latest blog is out: "Improving How We Represent the Land in Earth System Models" by Natalie Douglas. Read about the importance of parameter estimation in land system models. research.reading.ac.uk/met-darc/202...
research.reading.ac.uk
Improving How We Represent the Land in Earth System Models - DARC
A recent community paper, Parameter Estimation in Land Surface Models: Challenges and Opportunities with Data Assimilation and Machine Learning, addresses a deceptively simple question with far-reachi...
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Data Assimilation Research Centre @unirdg-darc.bsky.social · 22/10/2025
We've published a new blog post! Alison Fowler shares her experience at the ISDA 2025 conference. Read it here: research.reading.ac.uk/met-darc/202...
research.reading.ac.uk
11th International Symposium on Data Assimilation - DARC
By Alison Fowler At the end of September, I joined approximately 100 scientists from operational centres and academia, each contributing to progress in data assimilation. Together in Melbourne for the...
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Data Assimilation Research Centre @unirdg-darc.bsky.social · 17/09/2025
A big congratulations to DARC student Laura Risley, who defended her thesis yesterday, "Assimilation of future ocean current measurements using satellites", at the University of Reading.
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Data Assimilation Research Centre @unirdg-darc.bsky.social · 01/09/2025
Join us at the University of Reading for NASA Observe The Moon Night 2025! Saturday, 4 October, Whiteknights Campus, University of Reading. www.reading.ac.uk/news/2025/Un...
reading.ac.uk
Observe the Moon Night University of Reading - University of Reading
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Data Assimilation Research Centre @unirdg-darc.bsky.social · 25/07/2025
Many congratulations to DARC's Dr. Ieuan Higgs for successfully defending his PhD thesis this week! "Machine learning and complex network techniques and to inform marine biogeochemistry modelling and data assimilation"
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Data Assimilation Research Centre @unirdg-darc.bsky.social · 09/07/2025
The latest DARC blog is all about the last month's NCEO/DARC data assimilation training course. The course has received very good feedback! Thanks for support from @NERC @nceoscience.bsky.social and @UniRdg. research.reading.ac.uk/met-darc/202...
research.reading.ac.uk
Data assimilation training @ Univ. of Reading 2025 - DARC
Our recent NERC/NCEO/DARC Training course on data assimilation and its interface with machine learning took place from 9-13 June 2025 at the University of Reading and online. It was wonderful...Read M...
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Data Assimilation Research Centre @unirdg-darc.bsky.social · 20/06/2025
Excellent BBC weather article today on AI in weather forecasting. www.bbc.co.uk/weather/arti...
bbc.co.uk
The tech giants use AI but is it any good?
The biggest tech firms are using AI to forecast the weather but is that better than existing models?
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Data Assimilation Research Centre @unirdg-darc.bsky.social · 18/06/2025
Read one of our latest DARC blogs on a new mathematical preconditioning method applied to an iterative problem to make it efficient to solve. By Jemima Tabeart. research.reading.ac.uk/met-darc/202...
research.reading.ac.uk
How computational limitations can lead to fun and new mathematics! - DARC
by Jemima M. Tabeart, TU Eindhoven When designing data assimilation algorithms, we want to exploit access to lots of parallel computational resource, while ensuring that we can obtain our results...Re...
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Data Assimilation Research Centre @unirdg-darc.bsky.social · 18/06/2025
Read one of our latest DARC blogs on the difficultly of initialising machine-learned models with data assimilation. By Sarah Dance. research.reading.ac.uk/met-darc/202...
research.reading.ac.uk
The value of observations for weather prediction in the age of machine learning - DARC
by Sarah L Dance A few months ago, on 25th February 2025, our colleagues at ECMWF (European Centre for Medium-range Weather Forecasts) took their deep-learning-based global weather forecasting system,...
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Data Assimilation Research Centre @unirdg-darc.bsky.social · 28/05/2025
This week’s DARC blog is written by Sarah Dance on the topic: “The value of observations for weather prediction in the age of machine learning”. You can read it here: research.reading.ac.uk/met-darc/202...
research.reading.ac.uk
The value of observations for weather prediction in the age of machine learning - DARC
by Sarah L Dance A few months ago, on 25th February 2025, our colleagues at ECMWF (European Centre for Medium-range Weather Forecasts) took their deep-learning-based global weather forecasting system,...
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Data Assimilation Research Centre @unirdg-darc.bsky.social · 14/05/2025
The latest DARC blog by Tristan Quaife discusses The Terrestrial Carbon Cycle Assimilation System exploring its development and potential applications. Links to the TCCAS are available at the end of the blog if you want to use it yourself! research.reading.ac.uk/met-darc/202...
research.reading.ac.uk
TCCAS: The Terrestrial Carbon Cycle Assimilation System - DARC
by Tristan Quaife, May 2025 Implementing a Data Assimilation system for a model can be an arduous task, often involving a substantial amount of reprogramming. A better option, where possible,...Read M...
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Data Assimilation Research Centre @unirdg-darc.bsky.social · 13/05/2025
In Reading on Saturday 17th May? Why not pop along to the University of Reading community festival 2025? www.reading.ac.uk/about/local-...
reading.ac.uk
Community Festival 2025
The University of Reading's second annual Community Festival will take place on 17 May 2025, between 12:00 and 17:00. Register now for a day of free family entertainment.
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Data Assimilation Research Centre @unirdg-darc.bsky.social · 30/04/2025
In our latest DARC blog post, Peter Jan van Leeuwen presents new work on advanced data assimilation methods for estimating the coupled atmosphere-ocean system, highlighting approaches for capturing cross-scale correlations. research.reading.ac.uk/met-darc/202...
research.reading.ac.uk
Progress in estimating the state of the atmosphere-ocean system - DARC
This blog highlights new methods for improving data assimilation in coupled atmosphere-ocean systems. Traditional approaches struggle with the differing scales of the ocean and atmosphere. A new techn...
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Data Assimilation Research Centre @unirdg-darc.bsky.social · 16/04/2025
DARC's latest blog is out. Read Amos Lawless's blog about why the ocean plays an important role in weather forecasting and how statistical relationships between the ocean and the atmosphere should be accounted for in coupled data assimilation. research.reading.ac.uk/met-darc/202...
research.reading.ac.uk
Simultaneous estimation of the atmosphere and ocean states - DARC
by Amos Lawless, April 2025 Why is the ocean relevant for weather forecasts? The weather we experience each day is influenced not just by what is happening throughout the atmosphere,...Read More >
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Data Assimilation Research Centre @unirdg-darc.bsky.social · 07/04/2025
Read about the method of least squares and its central role in data assimilation in our latest blog, by Ross Bannister. research.reading.ac.uk/met-darc/202...
research.reading.ac.uk
The least squares method in data assimilation - DARC
by Ross Bannister, April 2025 The method of least squares (or MLS, Barlow, 1993) is at the very centre of variational data assimilation (or “Var”, Schlatter, 2000). Var is one...Read More >
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Data Assimilation Research Centre @unirdg-darc.bsky.social · 19/03/2025
Read DARC's latest blog by Giovanni De Cillis and Alberto Carrassi to find out how a machine-learning model can enhance a traditional model of sea ice and reduce model error significantly. research.reading.ac.uk/met-darc/202...
research.reading.ac.uk
Hybrid modeling of sea ice column physics - DARC
by Giovanni De Cillis(1) and Alberto Carrassi(1,2),March 2025 (1): Dept of physics, U Bologna, IT (2): Visiting Professor at U of Reading, UK Our research aims to develop a hybrid,...Read More >
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Data Assimilation Research Centre @unirdg-darc.bsky.social · 07/03/2025
Read about the challenges of estimating land surface temperatures from satellite -- see DARC's latest blog written by Riccardo Monfardini. research.reading.ac.uk/met-darc/202...
research.reading.ac.uk
Understanding the Land Surface Temperature retrievals from satellites - DARC
by Riccardo Monfardini, March 2025 In this blog post, I will briefly introduce how land surface temperature (LST) is measured from satellites, the associated challenges, and the results. My name...Rea...
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Data Assimilation Research Centre @unirdg-darc.bsky.social · 21/02/2025
Read Javier Amezcua's new blog about how analysing distant explosions can help us forecast the weather. research.reading.ac.uk/met-darc/202...
research.reading.ac.uk
Your noise is my signal: using unconventional observations in Data Assimilation - DARC
by Javier Amezcua, February 2025 My name is Javier Amezcua and I am currently an Associate Professor at Universidad Iberoamericana in Mexico City. I spent 10 years at the University...Read More >
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Data Assimilation Research Centre @unirdg-darc.bsky.social · 12/02/2025
2 PhD studentships are being advertised in the Maths for our Future Climate PhD programme at the Univ of Reading. "Can we improve past climate state estimates using more recent observations?" (See separate post for the other project) www.jobs.ac.uk/job/DLV076/p...
jobs.ac.uk
PhD Studentship in the EPSRC Centre for Doctoral Training in the Mathematics for our Future Climate: Theory, Data and Simulation at University of Reading
Explore the PhD Studentship in the EPSRC Centre for Doctoral Training in the Mathematics for our Future Climate: Theory, Data and Simulation on jobs.ac.uk, the top job board for higher education. Appl...
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Data Assimilation Research Centre @unirdg-darc.bsky.social · 12/02/2025
2 PhD studentships are being advertised in the Maths for our Future Climate PhD programme at the Univ of Reading. "Large ensembles of machine learning forecasts for advanced nonlinear filters in atmospheric data assimilation" (See separate post for the other project) www.jobs.ac.uk/job/DLV093/p...
jobs.ac.uk
PhD Studentship in the EPSRC Centre for Doctoral Training in the Mathematics for our Future Climate: Theory, Data and Simulation at University of Reading
Apply for a PhD Studentship in the EPSRC Centre for Doctoral Training in the Mathematics for our Future Climate: Theory, Data and Simulation. Discover a wide range of PhD opportunities at jobs.ac.uk.
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Data Assimilation Research Centre @unirdg-darc.bsky.social · 12/02/2025
We are looking for a post-doc to work on sea ice data assimilation: jobs.reading.ac.uk/Job/JobDetai...
jobs.reading.ac.uk
Postdoctoral Researcher (CRISP):Whiteknights Reading UK
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Data Assimilation Research Centre @unirdg-darc.bsky.social · 05/02/2025
Data assimilation in sea ice models is challenging! Read Sukun Cheng's new blog on the assimilation of sea ice thickness and concentration observations. research.reading.ac.uk/met-darc/202...
research.reading.ac.uk
Improving Arctic Sea Ice Forecasts with Ensemble Data Assimilation - DARC
by Sukun Cheng, February 2025 The research presented here was carried out during my postdoctoral position at the Nansen Environmental and Remote Sensing Center (NERSC) in Bergen, Norway. My work...Rea...
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