Coupling system model with fuzzy logic rules for use in runoff and total phosphorus load prediction in a catchment

DSpace/Manakin Repository

Show simple item record Nasr, Ahmed Elssidig Bruen, Michael 2010-08-03T13:28:20Z 2010-08-03T13:28:20Z 2007-05
dc.description Presented at the 7th International Water Association Symposium on Systems Analysis and Integrated Assessment in Water Management, Washington, D.C., 7-9 May 2007 en
dc.description.abstract Tackling the problem of eutrophication in fresh waters is at the top of the agenda for the implementation of the Water Framework Directive (WFD) in Europe. The problem is caused primarily by an increase in phosphorus loading from diffuse sources. Therefore there is a need to apply appropriate measures, which are able to reduce the phosphorus diffuse pollution, at a catchment scale in each River Basin District (RBD). As the implementation of such measures disturbs the existing system in the catchment it is important to be able to predict their impact and this requires a reliable mathematical model to represent the system. In this study, a new, lumped catchment, methodology to improve on an existing diffuse phosphorus pollution model, the Grid Oriented Phosphorus Component (GOPC) model, is proposed. This methodology consists of two elements; (i) the Soil Moisture Accounting and Routing (SMAR) hydrological model was used to provide the required hydrological variables to the GOPC model; and (ii) fuzzy logic rules were formulated with the notion that each rule corresponds to a sub-model representing a particular hydrological behaviour in the catchment and the combined results of all rules give the total response. Sixteen modelling cases, each of which uses different numbers of fuzzy sub-sets for the rainfall and the evaporation, were compared for their discharge and total phosphorus (TP) simulations in a catchment in Northern Ireland. The comparison was based on the validation results as they allow testing the applicability of the models for conditions different from those used in the calibration period. Using 2 fuzzy sub-sets for the rainfall and a single fuzzy sub-set for the evaporation produced the best simulation for the discharge whereas the best TP simulation was obtained from the case of 4 rainfall fuzzy sub-sets and 3 evaporation fuzzy sub-sets. en
dc.description.sponsorship Other funder en
dc.format.extent 85972 bytes
dc.format.mimetype application/pdf
dc.language.iso en en
dc.relation.requires Critical Infrastructure Group Research Collection en
dc.subject Runoff en
dc.subject Phosphorus en
dc.subject Modelling en
dc.subject GOPC en
dc.subject SMAR en
dc.subject Fuzzy rules en
dc.subject.lcsh Water--Phosphorus content en
dc.subject.lcsh Runoff--Computer programs en
dc.subject.lcsh Fuzzy logic en
dc.subject.lcsh Hydrologic models en
dc.title Coupling system model with fuzzy logic rules for use in runoff and total phosphorus load prediction in a catchment en
dc.type Conference Publication en
dc.internal.availability Full text available en
dc.status Peer reviewed en
dc.neeo.contributor Nasr|Ahmed Elssidig|aut| en
dc.neeo.contributor Bruen|Michael|aut| en
dc.description.othersponsorship Environmental Protection Agency en
dc.description.admin Poster presentation. Seminar website - DG 13/07/10 ti, ke - AL 21/07/2010 en

This item appears in the following Collection(s)

Show simple item record

This item is available under the Attribution-NonCommercial-NoDerivs 3.0 Ireland. No item may be reproduced for commercial purposes. For other possible restrictions on use please refer to the publisher's URL where this is made available, or to notes contained in the item itself. Other terms may apply.

If you are a publisher or author and have copyright concerns for any item, please email and the item will be withdrawn immediately. The author or person responsible for depositing the article will be contacted within one business day.

Search Research Repository

Advanced Search