Articles | Volume 10, issue 20
https://doi.org/10.5194/acp-10-9993-2010
© Author(s) 2010. This work is distributed under
the Creative Commons Attribution 3.0 License.
the Creative Commons Attribution 3.0 License.
https://doi.org/10.5194/acp-10-9993-2010
© Author(s) 2010. This work is distributed under
the Creative Commons Attribution 3.0 License.
the Creative Commons Attribution 3.0 License.
25 Oct 2010
Estimation of ECHAM5 climate model closure parameters with adaptive MCMC
H. Järvinen
Finnish Meteorological Institute, Helsinki, Finland
P. Räisänen
Finnish Meteorological Institute, Helsinki, Finland
M. Laine
Finnish Meteorological Institute, Helsinki, Finland
J. Tamminen
Finnish Meteorological Institute, Helsinki, Finland
A. Ilin
Aalto University School of Science and Technology, Espoo, Finland
E. Oja
Aalto University School of Science and Technology, Espoo, Finland
A. Solonen
Lappeenranta University of Technology, Lappeenranta, Finland
H. Haario
Lappeenranta University of Technology, Lappeenranta, Finland
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- Calibration and Uncertainty Quantification of Convective Parameters in an Idealized GCM O. Dunbar et al. 10.1029/2020MS002454
- Calibration of the E3SM Land Model Using Surrogate‐Based Global Optimization D. Lu et al. 10.1002/2017MS001134
- Inverse modeling of cloud-aerosol interactions – Part 1: Detailed response surface analysis D. Partridge et al. 10.5194/acp-11-7269-2011
- Quantitative Sensitivity Analysis of Physical Parameterizations for Cases of Deep Convection in the NASA GEOS-5 D. Posselt et al. 10.1175/JCLI-D-15-0250.1
- Bayesian calibration of terrestrial ecosystem models: a study of advanced Markov chain Monte Carlo methods D. Lu et al. 10.5194/bg-14-4295-2017
- A new efficient parameter estimation algorithm for high-dimensional complex nonlinear turbulent dynamical systems with partial observations N. Chen & A. Majda 10.1016/j.jcp.2019.07.035
- Approximation error approach in spatiotemporally chaotic models with application to Kuramoto–Sivashinsky equation J. Huttunen et al. 10.1016/j.csda.2018.01.015
- Parameter estimation using data assimilation in an atmospheric general circulation model: From a perfect toward the real world S. Schirber et al. 10.1029/2012MS000167
- An iterative process for efficient optimisation of parameters in geoscientific models: a demonstration using the Parallel Ice Sheet Model (PISM) version 0.7.3 S. Phipps et al. 10.5194/gmd-14-5107-2021
- Nonlinear Parameter Estimation: Comparison of an Ensemble Kalman Smoother with a Markov Chain Monte Carlo Algorithm D. Posselt & C. Bishop 10.1175/MWR-D-11-00242.1
- An effective parameter optimization with radiation balance constraint in CAM5 (version 5.3) L. Wu et al. 10.5194/gmd-13-41-2020
- Bayesian Calibration of the Community Land Model Using Surrogates J. Ray et al. 10.1137/140957998
- Estimating Model Parameters with Ensemble-Based Data Assimilation: A Review J. RUIZ et al. 10.2151/jmsj.2013-201
- Ensemble prediction and parameter estimation system: the concept H. Järvinen et al. 10.1002/qj.923
- Efficient Bayesian inference for large chaotic dynamical systems S. Springer et al. 10.5194/gmd-14-4319-2021
- An adaptive surrogate modeling-based sampling strategy for parameter optimization and distribution estimation (ASMO-PODE) W. Gong & Q. Duan 10.1016/j.envsoft.2017.05.005
- Quantification of Cloud Microphysical Parameterization Uncertainty Using Radar Reflectivity M. van Lier-Walqui et al. 10.1175/MWR-D-11-00216.1
- NWP model forecast skill optimization via closure parameter variations P. Ollinaho et al. 10.1002/qj.2044
- Estimating Convection Parameters in the GFDL CM2.1 Model Using Ensemble Data Assimilation S. Li et al. 10.1002/2017MS001222
- Inverse modelling of cloud-aerosol interactions – Part 2: Sensitivity tests on liquid phase clouds using a Markov chain Monte Carlo based simulation approach D. Partridge et al. 10.5194/acp-12-2823-2012
- Calibration of an agricultural-hydrological model (RZWQM2) using surrogate global optimization M. Xi et al. 10.1016/j.jhydrol.2016.11.051
- On closure parameter estimation in chaotic systems J. Hakkarainen et al. 10.5194/npg-19-127-2012
- Earth System Modeling 2.0: A Blueprint for Models That Learn From Observations and Targeted High‐Resolution Simulations T. Schneider et al. 10.1002/2017GL076101
- Objective calibration of regional climate models O. Bellprat et al. 10.1029/2012JD018262
- dilemma of the uniqueness of weather and climate model closure parameters J. Hakkarainen et al. 10.3402/tellusa.v65i0.20147
- Optimization of NWP model closure parameters using total energy norm of forecast error as a target P. Ollinaho et al. 10.5194/gmd-7-1889-2014
- Adjoint‐Based Climate Model Tuning: Application to the Planet Simulator G. Lyu et al. 10.1002/2017MS001194
- Generalized correlation integral vectors: A distance concept for chaotic dynamical systems H. Haario et al. 10.1063/1.4921939
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