Problems with binary pattern measures for flood model evaluation. Issue 18 (16th August 2013)
- Record Type:
- Journal Article
- Title:
- Problems with binary pattern measures for flood model evaluation. Issue 18 (16th August 2013)
- Main Title:
- Problems with binary pattern measures for flood model evaluation
- Authors:
- Stephens, Elisabeth
Schumann, Guy
Bates, Paul - Abstract:
- <abstract abstract-type="main"> <title>Abstract</title> <p>As the calibration and evaluation of flood inundation models are a prerequisite for their successful application, there is a clear need to ensure that the performance measures that quantify how well models match the available observations are fit for purpose. This paper evaluates the binary pattern performance measures that are frequently used to compare flood inundation models with observations of flood extent. This evaluation considers whether these measures are able to calibrate and evaluate model predictions in a credible and consistent way, i.e. identifying the underlying model behaviour for a number of different purposes such as comparing models of floods of different magnitudes or on different catchments.</p> <p>Through theoretical examples, it is shown that the binary pattern measures are not consistent for floods of different sizes, such that for the same vertical error in water level, a model of a flood of large magnitude appears to perform better than a model of a smaller magnitude flood. Further, the commonly used Critical Success Index (usually referred to as <italic>F</italic><sup>&lt;2 &gt;</sup>) is biased in favour of overprediction of the flood extent, and is also biased towards correctly predicting areas of the domain with smaller topographic gradients. Consequently, it is recommended that future studies consider carefully the implications of reporting conclusions using these performance measures.<abstract abstract-type="main"> <title>Abstract</title> <p>As the calibration and evaluation of flood inundation models are a prerequisite for their successful application, there is a clear need to ensure that the performance measures that quantify how well models match the available observations are fit for purpose. This paper evaluates the binary pattern performance measures that are frequently used to compare flood inundation models with observations of flood extent. This evaluation considers whether these measures are able to calibrate and evaluate model predictions in a credible and consistent way, i.e. identifying the underlying model behaviour for a number of different purposes such as comparing models of floods of different magnitudes or on different catchments.</p> <p>Through theoretical examples, it is shown that the binary pattern measures are not consistent for floods of different sizes, such that for the same vertical error in water level, a model of a flood of large magnitude appears to perform better than a model of a smaller magnitude flood. Further, the commonly used Critical Success Index (usually referred to as <italic>F</italic><sup>&lt;2 &gt;</sup>) is biased in favour of overprediction of the flood extent, and is also biased towards correctly predicting areas of the domain with smaller topographic gradients. Consequently, it is recommended that future studies consider carefully the implications of reporting conclusions using these performance measures. Additionally, future research should consider whether a more robust and consistent analysis could be achieved by using elevation comparison methods instead. Copyright © 2013 John Wiley &amp; Sons, Ltd.</p> </abstract> … (more)
- Is Part Of:
- Hydrological processes. Volume 28:Issue 18(2014:Mar.)
- Journal:
- Hydrological processes
- Issue:
- Volume 28:Issue 18(2014:Mar.)
- Issue Display:
- Volume 28, Issue 18 (2014)
- Year:
- 2014
- Volume:
- 28
- Issue:
- 18
- Issue Sort Value:
- 2014-0028-0018-0000
- Page Start:
- 4928
- Page End:
- 4937
- Publication Date:
- 2013-08-16
- Subjects:
- Hydrology -- Periodicals
Hydrology -- Research -- Periodicals
Hydrologic models -- Periodicals
Hydrological forecasting -- Periodicals
631.432 - Journal URLs:
- http://onlinelibrary.wiley.com/ ↗
- DOI:
- 10.1002/hyp.9979 ↗
- Languages:
- English
- ISSNs:
- 0885-6087
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 4347.625600
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 4183.xml