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All Journal Jurnal Ilmiah Elektronik Infrastruktur Teknik Sipil Jurnal Ilmiah Teknik Sipil Jurnal Spektran Bumi Lestari Jurnal Teknobisnis
I Gusti Agung Adnyana Putera
Program Studi Teknik Sipil, Fakutas Teknik, Universitas Udayana
Agriculture, Biological Sciences & Forestry Humanities Civil Engineering, Building, Construction & Architecture Decision Sciences, Operations Research & Management Earth & Planetary Sciences Energy Environmental Science

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Journal : Bumi Lestari

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ARTIFICIAL NEURAL NETWORKS UNTUK PEMODELAN CURAH HUJAN-LIMPASAN PADA DAERAH ALIRAN SUNGAI (DAS) DI PULAU BALI IGB. Sila Dharma; IGA. Adnyana Putera; Putu Doddy Heka Ardana
Bumi Lestari Journal of Environment Vol 11 No 1 (2011)
Publisher : Environmental Research Center (PPLH) of Udayana University

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Abstract

Rainfall-runoff transformation of a watershed is one of the most complex hydrology phenomena, nonlinier process, time-varying and spatial distribution. Rainfall-runoff relationships play an important role in water resource management planning and therefore, different types of models with various degrees of complexity have been developed for this purpose. The application of Artificial Neural Networks (ANNs) on rainfall-runoff modelling has studied more extensively in order to appreciate and fulfil the potential of this modelling approach. Back propagation method has used in this study for modelling monthly rainfall for small size catchments areas. ANN model developed in this study successfully predicts relationship for rainfall-runoff with 90.14% accuracy on learning process and 72.41% accuracy on testing process. These results show that ANN provides a systematic approach for runoff estimation and represents improvement in prediction accuracy.
Co-Authors A. A. Diah Parami Dewi Agus Suryawan Anak Agung Bayu Dharma Arif Nofiyanto - Dharmayanti, Gusti Ayu Putu Candra Fransiskus Asisi Andi Nugraha Gd. Astawa Diputra Gede Astawa Diputra Hevie Tri Hary Astuti I B. Putu Bintana I G. Putu Suparsa I G. Putu Suparsa I Gede Angga Diputera I Gede Bambang Wahyudi I Gede Indrajaya Putra I Gede Trisna Sura Nata I Gusti Ketut Sudipta I Gusti Ngurah Oka Suputra I Gusti Putu Suparsa I Kadek Adi Kesuma I Kadek Badradnyana Wirapraja Mahatama I Made Agoes Megapathi I Made Krisna Udiana I Made Pandu Weda Wiguna I Md Suciptapura I Nyoman Norken I Nyoman Suardika I PUTU GUSTAVE SURYANTARA PARIARTHA I Wayan Muka I Wayan Wiyasa Ida Ayu Rai Widhiawati Ida Bagus Putu Adnyana Ida Bagus Rai Adnyana Kadek Diana Harmayani Made Sukrawa Made Yoga Prasetya Marlon Simanjuntak Mayun Nadiasa N. Martha Jaya Ni Luh Putu Srijayanthi Okta Arita Dewi Putu Doddy Heka Ardana Reni Dewita Sri Sugiantari Wayan Sri Kristinayanti Yana, Anak Agung Gde Agung