FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4317883043> ?p ?o ?g. }

• W4317883043 endingPage "822" @default.
• W4317883043 startingPage "812" @default.
• W4317883043 abstract "Abstract The rainfall-runoff process is one of the most complex hydrological phenomena. Estimating runoff in the basin is one of the main conditions for planning and optimal use of rainfall. Using machine learning models in various sciences to investigate phenomena for which statistical information is available is a helpful tool. This study investigates and compares the abilities of HEC-HMS and TOPMODEL as white box models and adaptive neural fuzzy inference system (ANFIS) and gene expression programming (GEP) as black box models in rainfall-runoff simulation using 5-year statistical data. Using the inputs of rainfall and temperature of the previous day and discharge in the steps of the previous 2 days reduced the prediction error of both models. Examining the role of different parameters in improving the accuracy of simulations showed that the temperature as an effective parameter in cold months reduces the amount of prediction error. A comparison of R2, RMSE, and MBE showed that black box models are more effective forecasting tools. Among the black box models, the ANFIS model with R2 = 0.82 has performed better than the GEP model with R2 = 0.76. For white box models, the HEC-HMS and TOPMODEL had R2 equal to 0.3 and 0.25, respectively." @default.
• W4317883043 created "2023-01-25" @default.
• W4317883043 creator A5034200555 @default.
• W4317883043 creator A5034896032 @default.
• W4317883043 creator A5075368349 @default.
• W4317883043 creator A5081123966 @default.
• W4317883043 creator A5084362709 @default.
• W4317883043 date "2023-01-24" @default.
• W4317883043 modified "2023-09-25" @default.
• W4317883043 title "Comparing machine-learning-based black box techniques and white box models to predict rainfall-runoff in a northern area of Iraq, the Little Khabur River" @default.
• W4317883043 cites W1963496479 @default.
• W4317883043 cites W1995277704 @default.
• W4317883043 cites W1995362166 @default.
• W4317883043 cites W2075053745 @default.
• W4317883043 cites W2111300462 @default.
• W4317883043 cites W2169395157 @default.
• W4317883043 cites W2441507532 @default.
• W4317883043 cites W2460819813 @default.
• W4317883043 cites W2469515225 @default.
• W4317883043 cites W2550235492 @default.
• W4317883043 cites W2550265600 @default.
• W4317883043 cites W2565001539 @default.
• W4317883043 cites W2754332904 @default.
• W4317883043 cites W2793499781 @default.
• W4317883043 cites W2899856595 @default.
• W4317883043 cites W2918500418 @default.
• W4317883043 cites W3084101530 @default.
• W4317883043 cites W3094878791 @default.
• W4317883043 cites W3152468779 @default.
• W4317883043 cites W3157227012 @default.
• W4317883043 cites W4213277379 @default.
• W4317883043 cites W4220760424 @default.
• W4317883043 cites W4226075987 @default.
• W4317883043 cites W4307836704 @default.
• W4317883043 doi "https://doi.org/10.2166/wst.2023.014" @default.
• W4317883043 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/36789719" @default.
• W4317883043 hasPublicationYear "2023" @default.
• W4317883043 type Work @default.
• W4317883043 citedByCount "4" @default.
• W4317883043 countsByYear W43178830432023 @default.
• W4317883043 crossrefType "journal-article" @default.
• W4317883043 hasAuthorship W4317883043A5034200555 @default.
• W4317883043 hasAuthorship W4317883043A5034896032 @default.
• W4317883043 hasAuthorship W4317883043A5075368349 @default.
• W4317883043 hasAuthorship W4317883043A5081123966 @default.
• W4317883043 hasAuthorship W4317883043A5084362709 @default.
• W4317883043 hasBestOaLocation W43178830431 @default.
• W4317883043 hasConcept C105795698 @default.
• W4317883043 hasConcept C119857082 @default.
• W4317883043 hasConcept C127413603 @default.
• W4317883043 hasConcept C139945424 @default.
• W4317883043 hasConcept C153294291 @default.
• W4317883043 hasConcept C154945302 @default.
• W4317883043 hasConcept C180932941 @default.
• W4317883043 hasConcept C186108316 @default.
• W4317883043 hasConcept C187320778 @default.
• W4317883043 hasConcept C18903297 @default.
• W4317883043 hasConcept C195975749 @default.
• W4317883043 hasConcept C205649164 @default.
• W4317883043 hasConcept C2992995325 @default.
• W4317883043 hasConcept C33923547 @default.
• W4317883043 hasConcept C39432304 @default.
• W4317883043 hasConcept C41008148 @default.
• W4317883043 hasConcept C50477045 @default.
• W4317883043 hasConcept C58166 @default.
• W4317883043 hasConcept C6980683 @default.
• W4317883043 hasConcept C76886044 @default.
• W4317883043 hasConcept C86803240 @default.
• W4317883043 hasConcept C94966114 @default.
• W4317883043 hasConceptScore W4317883043C105795698 @default.
• W4317883043 hasConceptScore W4317883043C119857082 @default.
• W4317883043 hasConceptScore W4317883043C127413603 @default.
• W4317883043 hasConceptScore W4317883043C139945424 @default.
• W4317883043 hasConceptScore W4317883043C153294291 @default.
• W4317883043 hasConceptScore W4317883043C154945302 @default.
• W4317883043 hasConceptScore W4317883043C180932941 @default.
• W4317883043 hasConceptScore W4317883043C186108316 @default.
• W4317883043 hasConceptScore W4317883043C187320778 @default.
• W4317883043 hasConceptScore W4317883043C18903297 @default.
• W4317883043 hasConceptScore W4317883043C195975749 @default.
• W4317883043 hasConceptScore W4317883043C205649164 @default.
• W4317883043 hasConceptScore W4317883043C2992995325 @default.
• W4317883043 hasConceptScore W4317883043C33923547 @default.
• W4317883043 hasConceptScore W4317883043C39432304 @default.
• W4317883043 hasConceptScore W4317883043C41008148 @default.
• W4317883043 hasConceptScore W4317883043C50477045 @default.
• W4317883043 hasConceptScore W4317883043C58166 @default.
• W4317883043 hasConceptScore W4317883043C6980683 @default.
• W4317883043 hasConceptScore W4317883043C76886044 @default.
• W4317883043 hasConceptScore W4317883043C86803240 @default.
• W4317883043 hasConceptScore W4317883043C94966114 @default.
• W4317883043 hasIssue "3" @default.
• W4317883043 hasLocation W43178830431 @default.
• W4317883043 hasLocation W43178830432 @default.
• W4317883043 hasOpenAccess W4317883043 @default.
• W4317883043 hasPrimaryLocation W43178830431 @default.
• W4317883043 hasRelatedWork W2115568008 @default.
• W4317883043 hasRelatedWork W2323070724 @default.

• next