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Environmental Modelling & Software
Article . 2013 . Peer-reviewed
License: Elsevier TDM
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Article . 2013
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Article . 2013
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Article . 2013
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Characterising performance of environmental models

Authors: Neil D. Bennett; Barry F. W. Croke; Giorgio Guariso; Joseph H. A. Guillaume; Serena H. Hamilton; Anthony J. Jakeman; Stefano Marsili-Libelli; +9 Authors

Characterising performance of environmental models

Abstract

In order to use environmental models effectively for management and decision-making, it is vital to establish an appropriate level of confidence in their performance. This paper reviews techniques available across various fields for characterising the performance of environmental models with focus on numerical, graphical and qualitative methods. General classes of direct value comparison, coupling real and modelled values, preserving data patterns, indirect metrics based on parameter values, and data transformations are discussed. In practice environmental modelling requires the use and implementation of workflows that combine several methods, tailored to the model purpose and dependent upon the data and information available. A five-step procedure for performance evaluation of models is suggested, with the key elements including: (i) (re)assessment of the model's aim, scale and scope; (ii) characterisation of the data for calibration and testing; (iii) visual and other analysis to detect under- or non-modelled behaviour and to gain an overview of overall performance; (iv) selection of basic performance criteria; and (v) consideration of more advanced methods to handle problems such as systematic divergence between modelled and observed values.

Countries
Austria, Italy, Australia, Netherlands, Luxembourg, Italy, France
Keywords

[SDE] Environmental Sciences, 670, Performance indicators, Sciences de l’environnement & écologie, Environmental model, Environmental modelling, 310, Data transformation, Performance criterion, Environmental sciences & ecology, Model development; Model evaluation; Performance indicators; Model testing; Sensitivity analysis, Key elements, Model evaluation, Perfo Model development, General class, MODELE TEST, Keywords: Data and information, Model testing, Model development, Life sciences, 004, Parameter values, Data patterns, ITC-ISI-JOURNAL-ARTICLE, 2023 OA procedure, Performance evaluation, Sciences du vivant, Sensitivity analysis, MODELE ENVIRONNEMENTAL

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
1K
Top 0.1%
Top 0.1%
Top 0.01%
Green
hybrid