Year: 2014
Type: article
Abstract: VALUE is an open European network to validate and compare downscaling methods for climate change research. VALUE aims to foster collaboration and knowledge exchange between climatologists, impact modellers, statisticians, and stakeholders to establish an interdisciplinary downscaling community. A key deliverable of VALUE is the development of a systematic validation framework to enable the assessment and comparison of both dynamical and statistical downscaling methods. In this paper, we present the key ingredients of this framework. VALUE's main approach to validation is user‐ focused: starting from a specific user problem, a validation tree guides the selection of relevant validation indices and performance measures. Several experiments have been designed to isolate specific points in the downscaling procedure where problems may occur: what is the isolated downscaling skill? How do statistical and dynamical methods compare? How do methods perform at different spatial scales? Do methods fail in representing regional climate change? How is the overall representation of regional climate, including errors inherited from global climate models? The framework will be the basis for a comprehensive community‐open downscaling intercomparison study, but is intended also to provide general guidance for other validation studies.
Source: Earth s Future
DOI: 10.1002/2014ef000259
Institutions: GEOMAR Helmholtz Centre for Ocean Research Kiel, University of Birmingham, Instituto de Física de Cantabria, ETH Zurich, Institute for Atmospheric and Climate Science, University College London, University of Augsburg, University of Łódź, Charles University, Czech Academy of Sciences, Institute of Atmospheric Physics, Swedish Meteorological and Hydrological Institute
Language: English
Subfield: Global and Planetary Change
Field: Environmental Science
Domain: Physical Sciences
SDG: Climate action
Open Access status: gold
Estimated APC paid: $3,180
Award: G2294570853
OpenAlex ID: W2008523681