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All Journal Jurnal Ilmu Lingkungan APTEK Journal of Geoscience, Engineering, Environment, and Technology Civil Engineering Dimension Seminar Nasional Teknologi Informasi Komunikasi dan Industri Jurnal Serambi Engineering Abdimas: Jurnal Pengabdian Masyarakat Universitas Merdeka Malang International Journal of Electrical, Energy and Power System Engineering (IJEEPSE) Jurnal Pembelajaran Pemberdayaan Masyarakat (JP2M) Unri Conference Series: Community Engagement Jurnal Zona Journal of Rural and Urban Community Empowerment Journal of Community Engagement Research for Sustainability Journal of the Civil Engineering Forum Pandawa : Pusat Publikasi Hasil Pengabdian Masyarakat BATOBO: Jurnal Pengabdian Kepada Masyarakat INERSIA Jurnal Senpling Multidisiplin Indonesia
Joleha, Joleha
Universitas Riau
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Journal : Seminar Nasional Teknologi Informasi Komunikasi dan Industri

 1 
APPLYING ADAPTIVE NEURO FUZZY INFERENCE SYSTEM APPROACH TO RIVER LEVEL FORECASTING Imam Suprayogi; Joleha Joleha; Nurdin Nurdin
Seminar Nasional Teknologi Informasi Komunikasi dan Industri 2011: SNTIKI 3
Publisher : UIN Sultan Syarif Kasim Riau

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Abstract

River level  forecasting is quite important for reservoir operation studies, flood planning and control, modeling and management water resources. In the last decade, the softcomputing model as a branch of the artificial intelligence science were introduction as a forecast tool beside knowledge based system, expert system, fuzzy logic, artificial neural network, and genetic algorithm. The method that used in this research was a combination between fuzzy logic and artificial neural network which usually called neuro fuzzy system of adaptive neuro fuzzy inference system (ANFIS) algorithm approach was used construct a river level forecasting system. The advantages of this method is that is use input- output data sets. In particular, the applicability of  ANFIS as an estimation model for river flow was investigated. To illustrate the applicability and capability the ANFIS, the River Indragiri, located the Indragiri Hulu Residence and the most important water resources of Indragiri  catchment’s, was choosen as a case study area. To totally 1997-2008 annual data sets collected years were used to estimate the River level. The models having various input structures were constructed and the best structure was investigated. In addition four various training / testing data were constructed by cross validation methods and the best data set was investigated. The performance  of the ANFIS models in training and testing sets were compared with the observation and also evaluated. The results indicated that the ANFIS can be applied successfully and provide high accuracy and reliability for River level  estimation in Indragiri River. Keywords : Forecasting, River level, Artificial Neural Network, Fuzzy Logic, Adaptive Neuro Fuzzy Inference System.
Co-Authors A. Adyabadam Abdul Hakam Abdul Wahab Adaira, Salsabila D. Adha, Ulfa K. Afifi, Azza Ayu Agustian, Fadhlan Hatta Agustin Agustin Ahmad Rifqi Aksana, Anandaku Alfian Malik Alifian Malik Aljita, Deni Amrullah, Jemerio Rifqi Andy Hendri, MT, Andy Anggi Aprillia Cintami Anggraini, Fadhila Anjeri, Wan Muhammad Aras Mulyadi Ashita Nadira Syamsudin Aslamiah Aslamiah Asmura, Jacky Ayu Septiani, Ayu Ayu Sulistyaningsih Azmi, Muhammad Ilham Bambang Sujatmoko Bantala, Adam Yulyan Barus, Albianus Bochari - Dahnilsyah Dahnilsyah Dahnilsyah, Dahnilsyah Diva, Nisrina Nazhifah Elianora - Elvi Yenie, Elvi Fathurrahman Azizi Feranita Feranita Gandung Rahmadi Gaurifa, Debi F Putra Ghulami Afra Rulya Guisandro, Johannes Hafizt Muhamad Islami Haji Gussafri Harahap, Alma Rifaldy Harum Cantika Septiani Hasian, Dodi Kifrah Ichsanuddin, Muhammad Ilham, M. Rauzan Imam Suprayogi Isjoni, Muhammad Yogi Ryantama Iskandar, Dina Nur Jacky Asmura Jesi Alexander Alim Khairatun Nisa Kholiyanti, Nur Kurniawaty Fitri Kurniawaty Fitri Lestari, Febby Nabila Lubis, Nadhira Fahrani M. Yogi Riyantama Isjoni M. Yogi Riyantama Isjoni Mahmud Alpusari Mahmud Alpusari Medina Sophie Anggini Meliana Siagian MERLEY MISRIANI Muhammad Ichsnuddin Muhammad Ikhsan Nadia Hurul Aini Nasution, Rahmi N. A. Neni Hermita Ningsih, Septiara Noval Rivaldo Novia Yuliana Anita Nurdin Nurdin Nurlaili Suriyani Nurrafiah, Efrida Yuslia Nurul Amalia Nurul Amalia Pebrilista Putri, Eka Precian Agung Assyafi’I Putri Dwi Wulandari Putri Nilda Sari Lubis Putri, Aisak Hana Putri, Dwika Hanifah R. Dea Julita Rahmi Nur Anisah Nasution Ramadhani, Audia Putri Ramadhani, Khairunnisa Ridha Amalia Rizky Anandaku Aksana Rukaniya, Nurzilawati S. Ke Safridatul Audah Salsabila Ditha Adaira Santika, Yuyun Saputra, Rudi Satria Gandha Pratama Sembiring, Dido Fatika Siagian, Rizky M. Sihombing, Syeba Sekarini Sri Djuniati Suprasman Suprasman Suprasman Suprasman Sutopo - Suwondo Suwondo Syahputra, Anugrah Kharisma Syarah, Amalia T.H. Le Totok Hadi Cahyono Pratama Tsani Latifa Tussa’diah, Halimah Ulfa Khairiyah Adha V. Maino Valera, Rezqy Vidiannisa Vernando Sahputra Limbong W. Zhao Wan Muhammad Anjeri Fachrowi Waruwu, Riama Wawan Wulandari, Putri D. Yenie, Elvy Yohanna Lilis H Yurisa, Yurisa YUSNITA YUSNITA Zetra Hainul Putra