Application of regression tress for prediction of water conduits failure rate
This paper presents the results of predicting the failure rate of water distribution pipes and house connections in a selected city in Poland by means of regression trees. Several regression tree models were built as part of modelling. Optimal models were selected (separately for each of the water c...
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| Format: | Article |
| Language: | English |
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EDP Sciences
2017-01-01
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| Series: | E3S Web of Conferences |
| Online Access: | https://doi.org/10.1051/e3sconf/20172200097 |
| _version_ | 1818623195425538048 |
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| author | Kutyłowska Małgorzata |
| author_facet | Kutyłowska Małgorzata |
| author_sort | Kutyłowska Małgorzata |
| collection | DOAJ |
| description | This paper presents the results of predicting the failure rate of water distribution pipes and house connections in a selected city in Poland by means of regression trees. Several regression tree models were built as part of modelling. Optimal models were selected (separately for each of the water conduit types) via an analysis of the so–called costs. The regression tree structure comprised independent variables, i.e. predictors (length, diameter, year of construction and material). The failure rates of the two types of water conduits were the dependent variable. The optimal models were characterized by the lowest costs and a relatively simple tree architecture. Operational data from the years 2001–2012 were used to determine the experimental (real) values of the failure rate and to build regression tree models. The optimal models included eight divided nodes and nine end nodes. The ranking of the significance of the parameters showed that length was the predictor responsible for division on the successive tree levels. The obtained high consistency (0.99) of the real data with the predicted ones indicates that the regression tree method can be used to analyze and assess the failure rate of water conduits. |
| first_indexed | 2024-12-16T18:37:12Z |
| format | Article |
| id | doaj.art-4d664bfad0f049a1970c9b4af727c3ff |
| institution | Directory Open Access Journal |
| issn | 2267-1242 |
| language | English |
| last_indexed | 2024-12-16T18:37:12Z |
| publishDate | 2017-01-01 |
| publisher | EDP Sciences |
| record_format | Article |
| series | E3S Web of Conferences |
| spelling | doaj.art-4d664bfad0f049a1970c9b4af727c3ff2022-12-21T22:21:08ZengEDP SciencesE3S Web of Conferences2267-12422017-01-01220009710.1051/e3sconf/20172200097e3sconf_asee2017_00097Application of regression tress for prediction of water conduits failure rateKutyłowska MałgorzataThis paper presents the results of predicting the failure rate of water distribution pipes and house connections in a selected city in Poland by means of regression trees. Several regression tree models were built as part of modelling. Optimal models were selected (separately for each of the water conduit types) via an analysis of the so–called costs. The regression tree structure comprised independent variables, i.e. predictors (length, diameter, year of construction and material). The failure rates of the two types of water conduits were the dependent variable. The optimal models were characterized by the lowest costs and a relatively simple tree architecture. Operational data from the years 2001–2012 were used to determine the experimental (real) values of the failure rate and to build regression tree models. The optimal models included eight divided nodes and nine end nodes. The ranking of the significance of the parameters showed that length was the predictor responsible for division on the successive tree levels. The obtained high consistency (0.99) of the real data with the predicted ones indicates that the regression tree method can be used to analyze and assess the failure rate of water conduits.https://doi.org/10.1051/e3sconf/20172200097 |
| spellingShingle | Kutyłowska Małgorzata Application of regression tress for prediction of water conduits failure rate E3S Web of Conferences |
| title | Application of regression tress for prediction of water conduits failure rate |
| title_full | Application of regression tress for prediction of water conduits failure rate |
| title_fullStr | Application of regression tress for prediction of water conduits failure rate |
| title_full_unstemmed | Application of regression tress for prediction of water conduits failure rate |
| title_short | Application of regression tress for prediction of water conduits failure rate |
| title_sort | application of regression tress for prediction of water conduits failure rate |
| url | https://doi.org/10.1051/e3sconf/20172200097 |
| work_keys_str_mv | AT kutyłowskamałgorzata applicationofregressiontressforpredictionofwaterconduitsfailurerate |