JOURNAL ARTICLE

Modelling non-stationary flood frequency in England and Wales using physical covariates

Duncan FaulknerSean LongfieldSarah WarrenJonathan A. Tawn

Year: 2024 Journal:   Hydrology research Vol: 55 (2)Pages: 205-220   Publisher: IWA Publishing

Abstract

Abstract Non-stationary methods of flood frequency analysis are widespread in research but rarely implemented by practitioners. One reason may be that research papers on non-stationary statistical models tend to focus on model fitting rather than extracting the sort of results needed by designers and decision makers. It can be difficult to extract useful results from non-stationary models that include stochastic covariates for which the value in any future year is unknown. We explore the motivation for including such covariates, whether on their own or in addition to a covariate based on time. We set out a method for expressing the results of non-stationary models as an integrated flow estimate, which removes the dependence on the covariates. This can be defined either for a particular year or over a longer period of time. The methods are illustrated by application to a set of 375 river gauges across England and Wales. We find annual rainfall to be a useful covariate at many gauges, sometimes in conjunction with a time-based covariate. For estimating flood frequency in future conditions, we advocate exploring hybrid approaches that combine the best attributes of non-stationary statistical models and simulation models that can represent changes in climate and river catchments.

Keywords:
Covariate Flood myth Set (abstract data type) Econometrics Computer science Statistics Data set Environmental science Mathematics Geography

Metrics

6
Cited By
3.44
FWCI (Field Weighted Citation Impact)
27
Refs
0.84
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Hydrology and Drought Analysis
Physical Sciences →  Environmental Science →  Global and Planetary Change
Climate variability and models
Physical Sciences →  Environmental Science →  Global and Planetary Change
Hydrology and Watershed Management Studies
Physical Sciences →  Environmental Science →  Water Science and Technology
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