Spatial risk assessment for extreme river flows
Keef, Caroline; Tawn, Jonathan; Svensson, Cecilia. 2009 Spatial risk assessment for extreme river flows. Journal of the Royal Statistical Society: Series C (Applied Statistics), 58 (5). 601-618. 10.1111/j.1467-9876.2009.00672.xFull text not available from this repository.
The UK has in recent years experienced a series of fluvial flooding events which have simultaneously affected communities over different parts of the country. For the co-ordination of flood mitigation activities and for the insurance and re-insurance industries, knowledge of the spatial characteristics of fluvial flooding is important. Past research into the spatiotemporal risk of fluvial flooding has largely been restricted to empirical estimates of risk measures. A weakness with such an approach is that there is no basis for extrapolation of these estimates to rarer events which is required as empirical evidence suggests that larger events tend to be more localised in space. We adopt a model-based approach using the methods of Heffernan and Tawn (2004). However, the large proportion of missing data over a network of sites makes direct application of this method highly inefficient. We therefore propose an extension of the Heffernan and Tawn method which accounts for missing values. Furthermore, as the risk measures are spatio-temporal an extension of the Heffernan and Tawn method is also required to handle temporal dependence. We illustrate the benefits of the procedure with a simulation study and by assessing spatial dependence over four fluvial sites in Scotland.
|Item Type:||Publication - Article|
|Digital Object Identifier (DOI):||10.1111/j.1467-9876.2009.00672.x|
|Programmes:||CEH Programmes pre-2009 publications > Water > WA01 Water extremes > WA01.1 New methodologies to quantify floods, flows and droughts
CEH Topics & Objectives 2009 - 2012 > Water > WA Topic 3 - Science for Water Management > WA - 3.1 - Develop next generation methods for river flow frequency estimation and forecasting
|Additional Keywords:||Extreme value theory, Missing data, Multivariate extreme values, River flows, Spatial risk assessment, Spatio-temporal extremal dependence|
|NORA Subject Terms:||Meteorology and Climatology
|Date made live:||17 Dec 2009 12:09|
Actions (login required)