Rainfall-runoff modelling in a semi-urbanized catchment using self-adaptive Fuzzy Inference Network

Tak Kwin Chang, Amin Talei, Chai Quek

    Research output: Chapter in Book/Report/Conference proceedingConference PaperOther

    Abstract

    Conventional neuro-fuzzy systems used for rainfall-runoff (R-R) modelling generally employ offline learning in which the number of rules and rule parameters need to be set by the user in calibration stage. This make the rule-base fixed and incapable of being adaptive if some rules become inconsistent over time. In this study, the Self-adaptive Fuzzy Inference Network (SaFIN) is used for R-R application. SaFIN benefits from an adaptive learning mechanism which allows it to remove inconsistent and obsolete rules over time. SaFIN models are developed to capture the R-R process in two catchments including Dandenong located in Victoria, Australia, and Sungai Kayu Ara catchment in Selangor, Malaysia. Models’ performance aer then compared with the ANFIS, ARX, and physical models. Results show that SaFIN outperforms ANFIS, ARX, and physical models in simulating runoff for both low and peak flows. This study shows the good potential of using SaFIN in R-R modelling application.

    Original languageEnglish
    Title of host publicationIJCCI 2018 - Proceedings of the 10th International Joint Conference on Computational Intelligence
    EditorsChristophe Sabourin, Juan Julian Merelo, Alejandro Linares Barranco, Kurosh Madani, Kevin Warwick
    PublisherScitepress
    Pages86-97
    Number of pages12
    ISBN (Electronic)9789897583278
    DOIs
    Publication statusPublished - 2018
    EventInternational Joint Conference on Computational Intelligence 2018 - Seville, Spain
    Duration: 18 Sep 201820 Sep 2018
    Conference number: 10th
    https://www.scitepress.org/ProceedingsDetails.aspx?ID=Q+jTJscs/WI=&t=1 (Proceedings)

    Publication series

    NameIJCCI 2018 - Proceedings of the 10th International Joint Conference on Computational Intelligence

    Conference

    ConferenceInternational Joint Conference on Computational Intelligence 2018
    Abbreviated titleIJCCI 2018
    CountrySpain
    CitySeville
    Period18/09/1820/09/18
    Internet address

    Keywords

    • ANFIS
    • ARX
    • Neuro-fuzzy Systems
    • Rainfall-runoff Modelling
    • SaFIN
    • SWMM

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