Mathematical Approaches of Atmospheric Constituents Data Assimilation and Inverse Modeling

Videos from BIRS Workshop

, NOAA ESRL Global Monitoring Division
- 09:54
NOAA efforts in chemical data assimilation and inverse modeling, an overview
Watch video | Download video: 202303200915-Bruhwiler.mp4 (91M)
, European Centre for Medium Range Forecasting (ECMWF)
- 10:29
CAMS air quality and GHG and methane monitoring and inversion
Watch video | Download video: 202303200954-Bousserez.mp4 (66M)
, University of Colorado
- 10:44
Mathematics of chemical data assimilation and inverse modeling
Watch video | Download video: 202303201034-Henze.mp4 (43M)
, University of Colorado Boulder
- 12:16
Continuous formulation of advective dynamics and variance loss
Watch video | Download video: 202303201143-Gilpin.mp4 (81M)
, Universität zu Köln
- 16:03
On the observability quest for chemistry data assimilation and emission inversion
Watch video | Download video: 202303201534-Elbern.mp4 (76M)
, Forschungszentrum Jülich GmbH
- 16:45
The representativeness of observations and emissions for air quality analyses on regional scales
Watch video | Download video: 202303201606-Lange.mp4 (98M)
, NASA GSFC/Morgan State Univ
- 17:17
Constituent data assimilation plans of the GMAO at NASA
Watch video | Download video: 202303201645-Weir.mp4 (94M)
, University of Arizona
- 09:37
Challenges and opportunities in inverse modeling: A case with Carbon Monoxide sources
Watch video | Download video: 202303210856-Arellano.mp4 (114M)
, University of Toronto
- 10:03
Characterizing model errors in inverse modelling of CH4 and CO2 fluxes using weak constraint 4D-Var
Watch video | Download video: 202303210939-Jones.mp4 (82M)
, University of Toronto
- 11:01
Assessing wildfire emissions of CO using 4D-Var inverse modeling
Watch video | Download video: 202303211033-Balogun.mp4 (110M)
, Virginia Tech
- 11:42
On variational Fokker-Planck filters and smoothers
Watch video | Download video: 202303211102-Sandu.mp4 (73M)
, Environment and Climate Change Canada
- 14:42
Coupling of meteorology and tracers in data assimilation systems
Watch video | Download video: 202303211415-Polavarapu.mp4 (50M)
, Environment and Climate Change Canada
- 15:10
Development of the ECCC’s national carbon flux inversion system
Watch video | Download video: 202303211442-Kim.mp4 (76M)
, North Carolina State University
- 16:08
Applying analytical inversion and 4D-Var to estimate sources of methane and air pollutants
Watch video | Download video: 202303211535-Qu.mp4 (96M)
, Lawrence Livermore National Laboratory
- 16:32
Using process control theory to estimate sea spray emissions in GEOS-Chem
Watch video | Download video: 202303211609-McGuffin.mp4 (73M)
, NOAA/OAR/ARL, CISESS, University of Maryland, College Park
- 17:43
Inverse modeling with HYSPLIT Lagrangian dispersion model
Watch video | Download video: 202303211703-Chai.mp4 (134M)
, Colorado State University
- 09:41
Utilizing machine learning to optimize the choice of error distribution in data assimilation
Watch video | Download video: 202303220853-Fletcher.mp4 (181M)
, CEREA
- 10:19
Online model error correction with neural networks – from theory to the ECMWF forecasting system
Watch video | Download video: 202303220941-Farchi.mp4 (121M)
, Ecole Nationale des Ponts et Chaussees
- 10:58
Towards CO2 plume detection and source inversion from satellites using deep neural networks
Watch video | Download video: 202303221031-DumontLeBrazidec.mp4 (88M)
, Willamette University
- 11:29
Overview of the role of Machine learning in atmospheric research
Watch video | Download video: 202303221058-Cheng.mp4 (103M)
, Katholische Universität Eichstätt-Ingolstadt
- 09:27
Convective scale data assimilation perspectives
Watch video | Download video: 202303230855-JanjicPfander.mp4 (53M)
, Ludwig Maximilian University of Munich
- 09:53
Parameter estimation in numerical weather prediction
Watch video | Download video: 202303230928-Ruckstuhl.mp4 (84M)
, National Center for Atmospheric Research
- 11:20
A Quantile conserving ensemble filtering framework
Watch video | Download video: 202303231046-Anderson.mp4 (50M)
, Environment and Climate Change Canada
- 13:36
Analysis error statistics estimation and simple offline ensemble AQ analysis
Watch video | Download video: 202303231302-Menard.mp4 (116M)
, Environment and Climate Change Canada
- 14:05
Potential and limitations of assimilating multiple collocated datasets with optimal error estimates
Watch video | Download video: 202303231336-Vogel.mp4 (91M)
, Environment and Climate Change Canada
- 14:42
A Framework for the comparison of A priori and A posteriori error Variance estimation and tuning schemes
Watch video | Download video: 202303231405-Sitwell.mp4 (95M)
, INPT-ENM / CNRM / CERFACS
- 15:24
PKF tour of data assimilation
Watch video | Download video: 202303231442-Pannekoucke.mp4 (139M)
, Carleton University /Environment and Climate Change Canada
- 16:15
PvKF Assimilation of GOSAT Methane in the Hemispheric CMAQ: Design and results using optimal error statistics with an application for emissions inversion
Watch video | Download video: 202303231543-Voshtani.mp4 (106M)
, University of Maryland
- 16:32
Lagrangian data assimilation
Watch video | Download video: 202303231615-Ide.mp4 (61M)
, University of Toronto
- 10:06
Wrap up session – General discussion and recommendation
Watch video | Download video: 202303240916-Jones.mp4 (unknown)