Geoscientific Model Development
Geoscientific Model Development
GMD

Methods for assessment of models

24 Feb 2025
Explaining neural networks for detection of tropical cyclones and atmospheric rivers in gridded atmospheric simulation data
Tim Radke, Susanne Fuchs, Christian Wilms, Iuliia Polkova, and Marc Rautenhaus
Geosci. Model Dev., 18, 1017–1039, https://doi.org/10.5194/gmd-18-1017-2025,https://doi.org/10.5194/gmd-18-1017-2025, 2025
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20 Feb 2025
A new metrics framework for quantifying and intercomparing atmospheric rivers in observations, reanalyses, and climate models
Bo Dong, Paul Ullrich, Jiwoo Lee, Peter Gleckler, Kristin Chang, and Travis A. O'Brien
Geosci. Model Dev., 18, 961–976, https://doi.org/10.5194/gmd-18-961-2025,https://doi.org/10.5194/gmd-18-961-2025, 2025
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14 Feb 2025
Tuning parameters of a sea ice model using machine learning
Anton Korosov, Yue Ying, and Einar Ólason
Geosci. Model Dev., 18, 885–904, https://doi.org/10.5194/gmd-18-885-2025,https://doi.org/10.5194/gmd-18-885-2025, 2025
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04 Feb 2025
Evaluating uncertainty and predictive performance of probabilistic models devised for grade estimation in a porphyry copper deposit
Raymond Leung, Alexander Lowe, and Arman Melkumyan
EGUsphere, https://doi.org/10.5194/egusphere-2024-4051,https://doi.org/10.5194/egusphere-2024-4051, 2025
Preprint under review for GMD (discussion: open, 0 comments)
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27 Jan 2025
ML-AMPSIT: Machine Learning-based Automated Multi-method Parameter Sensitivity and Importance analysis Tool
Dario Di Santo, Cenlin He, Fei Chen, and Lorenzo Giovannini
Geosci. Model Dev., 18, 433–459, https://doi.org/10.5194/gmd-18-433-2025,https://doi.org/10.5194/gmd-18-433-2025, 2025
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22 Jan 2025
Decomposition of skill scores for conditional verification: impact of Atlantic Multidecadal Oscillation phases on the predictability of decadal temperature forecasts
Andy Richling, Jens Grieger, and Henning W. Rust
Geosci. Model Dev., 18, 361–375, https://doi.org/10.5194/gmd-18-361-2025,https://doi.org/10.5194/gmd-18-361-2025, 2025
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22 Jan 2025
Remote-sensing-based forest canopy height mapping: some models are useful, but might they provide us with even more insights when combined?
Nikola Besic, Nicolas Picard, Cédric Vega, Jean-Daniel Bontemps, Lionel Hertzog, Jean-Pierre Renaud, Fajwel Fogel, Martin Schwartz, Agnès Pellissier-Tanon, Gabriel Destouet, Frédéric Mortier, Milena Planells-Rodriguez, and Philippe Ciais
Geosci. Model Dev., 18, 337–359, https://doi.org/10.5194/gmd-18-337-2025,https://doi.org/10.5194/gmd-18-337-2025, 2025
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20 Jan 2025
pathways-ensemble-analysis v1.1.0: an open-source library for systematic and robust analysis of pathway ensembles
Lara Welder, Neil Grant, and Matthew J. Gidden
Geosci. Model Dev., 18, 239–252, https://doi.org/10.5194/gmd-18-239-2025,https://doi.org/10.5194/gmd-18-239-2025, 2025
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17 Jan 2025
Clustering simulated snow profiles to form avalanche forecast regions
Simon Horton, Florian Herla, and Pascal Haegeli
Geosci. Model Dev., 18, 193–209, https://doi.org/10.5194/gmd-18-193-2025,https://doi.org/10.5194/gmd-18-193-2025, 2025
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16 Jan 2025
Virtual Integration of Satellite and In-situ Observation Networks (VISION) v1.0: In-Situ Observations Simulator (ISO_simulator)
Maria R. Russo, Sadie L. Bartholomew, David Hassell, Alex M. Mason, Erica Neininger, A. James Perman, David A. J. Sproson, Duncan Watson-Parris, and Nathan Luke Abraham
Geosci. Model Dev., 18, 181–191, https://doi.org/10.5194/gmd-18-181-2025,https://doi.org/10.5194/gmd-18-181-2025, 2025
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15 Jan 2025
Advanced climate model evaluation with ESMValTool v2.11.0 using parallel, out-of-core, and distributed computing
Manuel Schlund, Bouwe Andela, Jörg Benke, Ruth Comer, Birgit Hassler, Emma Hogan, Peter Kalverla, Axel Lauer, Bill Little, Saskia Loosveldt Tomas, Francesco Nattino, Patrick Peglar, Valeriu Predoi, Stef Smeets, Stephen Worsley, Martin Yeo, and Klaus Zimmermann
Geosci. Model Dev. Discuss., https://doi.org/10.5194/gmd-2024-236,https://doi.org/10.5194/gmd-2024-236, 2025
Preprint under review for GMD (discussion: open, 2 comments)
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13 Jan 2025
Checking the consistency of 3D geological models
Marion N. Parquer, Eric A. de Kemp, Boyan Brodaric, and Michael J. Hillier
Geosci. Model Dev., 18, 71–100, https://doi.org/10.5194/gmd-18-71-2025,https://doi.org/10.5194/gmd-18-71-2025, 2025
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03 Jan 2025
A new set of indicators for model evaluation complementing to FAIRMODE’s MQO
Alexander de Meij, Cornelis Cuvelier, Philippe Thunis, and Enrico Pisoni
EGUsphere, https://doi.org/10.5194/egusphere-2024-3690,https://doi.org/10.5194/egusphere-2024-3690, 2025
Preprint under review for GMD (discussion: open, 9 comments)
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20 Dec 2024
Reconciling surface deflections from simulations of global mantle convection
Conor P. B. O'Malley, Gareth G. Roberts, James Panton, Fred D. Richards, J. Huw Davies, Victoria M. Fernandes, and Sia Ghelichkhan
Geosci. Model Dev., 17, 9023–9049, https://doi.org/10.5194/gmd-17-9023-2024,https://doi.org/10.5194/gmd-17-9023-2024, 2024
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19 Dec 2024
The updated Multi-Model Large Ensemble Archive and the Climate Variability Diagnostics Package: New tools for the study of climate variability and change
Nicola Maher, Adam S. Phillips, Clara Deser, Robert C. Jnglin Wills, Flavio Lehner, John Fasullo, Julie M. Caron, Lukas Brunner, and Urs Beyerle
EGUsphere, https://doi.org/10.5194/egusphere-2024-3684,https://doi.org/10.5194/egusphere-2024-3684, 2024
Preprint under review for GMD (discussion: final response, 7 comments)
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11 Dec 2024
Assimilation of snow water equivalent from AMSR2 and IMS satellite data utilizing the local ensemble transform Kalman filter
Joonlee Lee, Myong-In Lee, Sunlae Tak, Eunkyo Seo, and Yong-Keun Lee
Geosci. Model Dev., 17, 8799–8816, https://doi.org/10.5194/gmd-17-8799-2024,https://doi.org/10.5194/gmd-17-8799-2024, 2024
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09 Dec 2024
| Highlight paper
Evaluating downscaled products with expected hydroclimatic co-variances
Seung H. Baek, Paul A. Ullrich, Bo Dong, and Jiwoo Lee
Geosci. Model Dev., 17, 8665–8681, https://doi.org/10.5194/gmd-17-8665-2024,https://doi.org/10.5194/gmd-17-8665-2024, 2024
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05 Dec 2024
Models of buoyancy-driven dykes using continuum plasticity and fracture mechanics: a comparison
Yuan Li, Timothy Davis, Adina E. Pusok, and Richard F. Katz
EGUsphere, https://doi.org/10.5194/egusphere-2024-3504,https://doi.org/10.5194/egusphere-2024-3504, 2024
Preprint under review for GMD (discussion: final response, 4 comments)
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26 Nov 2024
Source-specific bias correction of US background and anthropogenic ozone modeled in CMAQ
T. Nash Skipper, Christian Hogrefe, Barron H. Henderson, Rohit Mathur, Kristen M. Foley, and Armistead G. Russell
Geosci. Model Dev., 17, 8373–8397, https://doi.org/10.5194/gmd-17-8373-2024,https://doi.org/10.5194/gmd-17-8373-2024, 2024
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25 Nov 2024
Observational operator for fair model evaluation with ground NO2 measurements
Li Fang, Jianbing Jin, Arjo Segers, Ke Li, Ji Xia, Wei Han, Baojie Li, Hai Xiang Lin, Lei Zhu, Song Liu, and Hong Liao
Geosci. Model Dev., 17, 8267–8282, https://doi.org/10.5194/gmd-17-8267-2024,https://doi.org/10.5194/gmd-17-8267-2024, 2024
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22 Nov 2024
Investigating Carbon and Nitrogen Conservation in Reported CMIP6 Earth System Model Data
Gang Tang, Zebedee Nicholls, Chris Jones, Thomas Gasser, Alexander Norton, Tilo Ziehn, Alejandro Romero-Prieto, and Malte Meinshausen
EGUsphere, https://doi.org/10.5194/egusphere-2024-3522,https://doi.org/10.5194/egusphere-2024-3522, 2024
Revised manuscript accepted for GMD (discussion: final response, 4 comments)
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18 Nov 2024
Generalised drought index: a novel multi-scale daily approach for drought assessment
João António Martins Careto, Rita Margarida Cardoso, Ana Russo, Daniela Catarina André Lima, and Pedro Miguel Matos Soares
Geosci. Model Dev., 17, 8115–8139, https://doi.org/10.5194/gmd-17-8115-2024,https://doi.org/10.5194/gmd-17-8115-2024, 2024
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14 Nov 2024
Intercomparison of bias correction methods for precipitation of multiple GCMs across six continents
Young Hoon Song and Eun-Sung Chung
Geosci. Model Dev. Discuss., https://doi.org/10.5194/gmd-2024-177,https://doi.org/10.5194/gmd-2024-177, 2024
Preprint under review for GMD (discussion: open, 13 comments)
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14 Nov 2024
Estimation of local training data point densities to support the assessment of spatial prediction uncertainty
Fabian Lukas Schumacher, Christian Knoth, Marvin Ludwig, and Hanna Meyer
EGUsphere, https://doi.org/10.5194/egusphere-2024-2730,https://doi.org/10.5194/egusphere-2024-2730, 2024
Preprint under review for GMD (discussion: open, 4 comments)
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11 Nov 2024
Spy4Cast v1.0: a Python Tool for statistical seasonal forecast based on Maximum Covariance Analysis
Pablo Duran-Fonseca and Belén Rodríguez-Fonseca
Geosci. Model Dev. Discuss., https://doi.org/10.5194/gmd-2024-164,https://doi.org/10.5194/gmd-2024-164, 2024
Preprint under review for GMD (discussion: open, 2 comments)
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07 Nov 2024
An extensible perturbed parameter ensemble for the Community Atmosphere Model version 6
Trude Eidhammer, Andrew Gettelman, Katherine Thayer-Calder, Duncan Watson-Parris, Gregory Elsaesser, Hugh Morrison, Marcus van Lier-Walqui, Ci Song, and Daniel McCoy
Geosci. Model Dev., 17, 7835–7853, https://doi.org/10.5194/gmd-17-7835-2024,https://doi.org/10.5194/gmd-17-7835-2024, 2024
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06 Nov 2024
Assessment of object-based indices to identify convective organization
Giulio Mandorli and Claudia J. Stubenrauch
Geosci. Model Dev., 17, 7795–7813, https://doi.org/10.5194/gmd-17-7795-2024,https://doi.org/10.5194/gmd-17-7795-2024, 2024
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15 Oct 2024
Ensemble data assimilation to diagnose AI-based weather prediction model: A case with ClimaX version 0.3.1
Shunji Kotsuki, Kenta Shiraishi, and Atsushi Okazaki
External preprint server, https://doi.org/10.48550/arXiv.2407.17781,https://doi.org/10.48550/arXiv.2407.17781, 2024
Preprint under review for GMD (discussion: open, 9 comments)
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14 Oct 2024
Selecting CMIP6 global climate models (GCMs) for Coordinated Regional Climate Downscaling Experiment (CORDEX) dynamical downscaling over Southeast Asia using a standardised benchmarking framework
Phuong Loan Nguyen, Lisa V. Alexander, Marcus J. Thatcher, Son C. H. Truong, Rachael N. Isphording, and John L. McGregor
Geosci. Model Dev., 17, 7285–7315, https://doi.org/10.5194/gmd-17-7285-2024,https://doi.org/10.5194/gmd-17-7285-2024, 2024
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14 Oct 2024
Accelerating research through community open source software for a standardized file format to improve process representation in numerical weather prediction models
Johanna Tjernström, Michael Gallagher, Jareth Holt, Gunilla Svensson, Matthew D. Shupe, Jonathan J. Day, Lara Ferrighi, Siri Jodha Khalsa, Leslie M. Hartten, Ewan O'Connor, Zen Mariani, and Øystein Godøy
EGUsphere, https://doi.org/10.5194/egusphere-2024-2088,https://doi.org/10.5194/egusphere-2024-2088, 2024
Preprint under review for GMD (discussion: final response, 3 comments)
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09 Oct 2024
Using automatic calibration to improve the physics behind complex numerical models: An example from a 3D lake model using Delft3d (v6.02.10) and DYNO-PODS (v1.0)
Marina Amadori, Abolfazl Irani Rahaghi, Damien Bouffard, and Marco Toffolon
Geosci. Model Dev. Discuss., https://doi.org/10.5194/gmd-2024-118,https://doi.org/10.5194/gmd-2024-118, 2024
Revised manuscript under review for GMD (discussion: final response, 3 comments)
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25 Sep 2024
Estimation of above- and below-ground ecosystem parameters for the DVM-DOS-TEM v0.7.0 model using MADS v1.7.3: a synthetic case study
Elchin E. Jafarov, Helene Genet, Velimir V. Vesselinov, Valeria Briones, Aiza Kabeer, Andrew L. Mullen, Benjamin Maglio, Tobey Carman, Ruth Rutter, Joy Clein, Chu-Chun Chang, Dogukan Teber, Trevor Smith, Joshua M. Rady, Christina Schädel, Jennifer D. Watts, Brendan M. Rogers, and Susan M. Natali
Geosci. Model Dev. Discuss., https://doi.org/10.5194/gmd-2024-158,https://doi.org/10.5194/gmd-2024-158, 2024
Revised manuscript under review for GMD (discussion: final response, 4 comments)
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19 Sep 2024
The sensitivity of aerosol data assimilation to vertical profiles: case study of dust storm assimilation with LOTOS-EUROS v2.2
Mijie Pang, Jianbing Jin, Ting Yang, Xi Chen, Arjo Segers, Hai Xiang Lin, Hong Liao, and Wei Han
Geosci. Model Dev. Discuss., https://doi.org/10.5194/gmd-2024-113,https://doi.org/10.5194/gmd-2024-113, 2024
Revised manuscript under review for GMD (discussion: final response, 8 comments)
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18 Sep 2024
Coupled Carbon-Nitrogen Cycle in MAGICC v1.0.0: Model Description and Calibration
Gang Tang, Zebedee Nicholls, Alexander Norton, Sönke Zaehle, and Malte Meinshausen
EGUsphere, https://doi.org/10.5194/egusphere-2024-1941,https://doi.org/10.5194/egusphere-2024-1941, 2024
Revised manuscript accepted for GMD (discussion: final response, 6 comments)
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12 Sep 2024
Impacts of land-use change on biospheric carbon: an oriented benchmark using the ORCHIDEE land surface model
Thi Lan Anh Dinh, Daniel Goll, Philippe Ciais, and Ronny Lauerwald
Geosci. Model Dev., 17, 6725–6744, https://doi.org/10.5194/gmd-17-6725-2024,https://doi.org/10.5194/gmd-17-6725-2024, 2024
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11 Sep 2024
Chempath 1.0: An open-source pathway analysis program for photochemical models
Daniel Garduno Ruiz, Colin Goldblatt, and Anne-Sofie Ahm
Geosci. Model Dev. Discuss., https://doi.org/10.5194/gmd-2024-163,https://doi.org/10.5194/gmd-2024-163, 2024
Preprint under review for GMD (discussion: final response, 8 comments)
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09 Sep 2024
Similarity-Based Analysis of Atmospheric Organic Compounds for Machine Learning Applications
Hilda Sandström and Patrick Rinke
External preprint server, https://doi.org/10.48550/arXiv.2406.18171,https://doi.org/10.48550/arXiv.2406.18171, 2024
Revised manuscript accepted for GMD (discussion: final response, 6 comments)
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09 Sep 2024
The ESGF Virtual Aggregation (CMIP6 v20240125)
Ezequiel Cimadevilla, Bryan Lawrence, and Antonio Santiago Cofiño
Geosci. Model Dev. Discuss., https://doi.org/10.5194/gmd-2024-120,https://doi.org/10.5194/gmd-2024-120, 2024
Revised manuscript accepted for GMD (discussion: closed, 7 comments)
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04 Sep 2024
Cell tracking -based framework for assessing nowcasting model skill in reproducing growth and decay of convective rainfall
Jenna Ritvanen, Seppo Pulkkinen, Dmitri Moisseev, and Daniele Nerini
Geosci. Model Dev. Discuss., https://doi.org/10.5194/gmd-2024-99,https://doi.org/10.5194/gmd-2024-99, 2024
Revised manuscript accepted for GMD (discussion: closed, 3 comments)
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30 Aug 2024
ClimKern v1.1.2: a new Python package and kernel repository for calculating radiative feedbacks
Tyler P. Janoski, Ivan Mitevski, Ryan J. Kramer, Michael Previdi, and Lorenzo M. Polvani
EGUsphere, https://doi.org/10.5194/egusphere-2024-2561,https://doi.org/10.5194/egusphere-2024-2561, 2024
Revised manuscript accepted for GMD (discussion: final response, 4 comments)
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