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All Journal Jurnal Ilmu dan Teknologi Kelautan Tropis Journal of Marine and Aquatic Sciences ILMU KELAUTAN: Indonesian Journal of Marine Sciences Media Statistika Jurnal Natur Indonesia Jurnal Kelautan : Indonesian Journal of Marine Science and Technology Jurnal Matematika & Sains Jurnal Biodjati Jurnal Penelitian Pendidikan IPA (JPPIPA) Journal of Data Analysis Jurnal Geologi Kelautan: Media Hasil Penelitian Geologi Kelautan Jurnal Abdi Insani Marine Kreatif Parameter: Journal of Statistics Jurnal Siger Matematika Prosiding Seminar Nasional Universitas Serambi Mekkah Depik Jurnal Ilmu-Ilmu Perairan, Pesisir dan Perikanan Kiwari kawanad Depik Jurnal Ilmu-Ilmu Perairan, Pesisir, dan Perikanan Jurnal Kelautan dan Perikanan Indonesia Journal of Aceh Aquatic Sciences JURNAL REKAYASA KIMIA & LINGKUNGAN
Ichsan Setiawan
Program Studi Ilmu Kelautan, Fakultas Kelautan Dan Perikanan, Universitas Syiah Kuala, Banda Aceh, Aceh-Indonesia
Aerospace Engineering Agriculture, Biological Sciences & Forestry Humanities Astronomy Automotive Engineering Biochemistry, Genetics & Molecular Biology Chemical Engineering, Chemistry & Bioengineering Chemistry Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Earth & Planetary Sciences Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Health Professions Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Materials Science & Nanotechnology Mathematics Mechanical Engineering Physics Social Sciences Veterinary Other

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Journal : Journal of Data Analysis

 1 
Penerapan Neural Network Backpropagation dengan Transformasi Wavelet Morlet Data Rata-Rata Pasang Surut Air Laut Di Pantai Ulee Lheue Novira Iswani; Ichsan Setiawan; Miftahuddin Miftahuddin
Journal of Data Analysis Volume 1, Number 2, December 2018
Publisher : Department of Statistics, Syiah Kuala University

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (387.626 KB) | DOI: 10.24815/jda.v1i2.12551

Abstract

Pasang surut berpengaruh terhadap pengoptimalan dan pemanfaatan potensi laut dan segala aktifitas yang akan dilakukan di laut, terutama aktifitas di tepi pantai. Sehingga diperlukan pendeteksian fenomena alam yang mungkin terjadi terutama di daerah yang rawan bencana seperti Aceh. Penelitian ini menggunakan metode Neural network backpropagation yang difokuskan pada pemodelan kondisi pasang surut. Pemodelan dilakukan dengan menerapkan teori markov chain dan untuk memperoleh model terbaik data di transformasi menggunakan transformasi wavelet morlet. Penerapan neural network backpropagation dalam menggunakan data pasang surut di pantai Ulee Lheue, Banda Aceh periode tahun 2013-2017. Terdapat 5 variabel yang digunakan dalam penelitian, yaitu pasang surut yang terjadi di pagi, siang, sore, malam dan dini hari. Tujuan dari penelitian adalah untuk memperoleh model terbaik dari pasang surut air laut di pantai Ulee Lheue menggunakan neural network backpropagation. Hasil yang diperoleh menunjukkan bahwa model jaringan dengan input 1, hidden 2 dan output 1 atau model jaringan 1–2–1  merupakan model terbaik neural network backpropagation.Tides affect the optimization and utilization of the potential of the sea and all activities that will be carried out at sea, especially activities on the beach. So that it is possible to detect natural phenomena that might occur especially in disaster-prone areas such as in Acehness. This research uses the neural network backpropagation method which is focused on modeling. Modeling is done by applying the Markov Chain theory and to obtain the best model the data is transformed using the morlet wavelet transform. Application of neural network backpropagation in uses tidal data on the coast of Ulee Lheue, Banda Aceh for the 2013-2017 period. There are five variables used in research are tide that occur in the morning, afternoon, evening, night and early morning. The purpose of research is to obtain the best model from tides of Ulee Lheue use neural network backpropagation. The results obtained show that the network model with input 1, hidden 2 and output 1 or 1–2–1 network model is the best model of backpropagation neural network.
Co-Authors . Marwantim . Rizwan A.A. Ketut Agung Cahyawan W Adi Mulsandi Affan, Junaidi M agustina, imelda Akram Tamlicha Akram Tamlicha Alvi Rahmah Alvi Rahmah Amri Adnan Ananda Pratama Sitanggang Chaliluddin Chaliluddin Chaliluddin, Makwiyah A. Chasandra Faradila Dedi Fazriansyah Putra Deria, Salsabila Edi Rudi Edy Miswar Edy Miswar Edy Miswar, Edy El Rahimi, Sayyid Afdhal Elisa, Sofia Elzein Muhammed Fahal Faliqul Isbah Faliqul Isbah Fibriarista, Ika Haekal A. Haridhi Hasibuan, David Chalik Hendra Gunawan Husaini Husaini Ikramullah Ikramullah Ilham Zulfahmi Illian, Didi Nurhadi Imelda Agustina Indra Indra Irma Dewiyanti Irwan Irwan Iskandar Hasanuddin Iskandar Hasanuddin Junaidi M. Affan Junaidi M. Affan Lulusi Lulusi Lulusi Lulusi Makwiyah A. Chaliluddin Maria Ulfah Maria Ulfah Marni, Putri Marwantim M Maula, Rizka Miftahuddin Miftahuddin Miftahuddin Miftahuddin Miftahuddin Miftahuddin Miftahuddin Muchlisin Z.A. Muhammad Muhammad Muhammad Arif Muhammad Haiqal Muhammad Irham Muhammad Irham Muhammad Muhammad Muhammad Muhammad Muhammad Nasir Muhammad Redha Subqi Muhammad Rusdi Muhammad Rusdi Mulyadi Abdul Wahid Nabil Zurba Najwan Ihsan Nanda Rizki Purnama Nazaruddin Nazaruddin Nigar Pandrianto Novira Iswani Nur Fadli Nurliza, Eli Nurul Azmi, Nurul Nurul Fadhilah Oktari, Rina Suryani Oktaviani, Fanny Prajaputra, Vicky Putra, Dedi Fazriansyah Putri, Cut Namira Putri, Retno Wahyuni Rahimi, Sayyid Afdhal El Ratna Mutia Aprilla Ratna Mutia Aprilla Razali Thaib Razali Thaib Rianjuanda Rianjuanda Ridha Riani Zahara Lubis Roesa Nellyana Roni Arif Munandar Sabri Sabri Said Amir Azan Said Amir Azan Sarwo Edhy Sofyan Sarwo Edhy Sofyan Sayed Abdul Azis Sayyid Afdhal El Rahimi Siti Sundari Sofyan Sofyan Sugianto Sugianto Syahrul Purnawan Syahrul Purnawan Syahrul Purnawan Syahrul Purnawan Syahrul Purnawan Syahrul Purnawan Syahrul Purnawan Syamsul Rizal Syamsul Rizal Syamsul Rizal Syarifah Meurah Yuni Syarifah Meurah Yuni Syarifah Meurah Yuni Syarifah Meurah Yuni Taufiq Iskandar Taufiq Ismail Taufiq Saidi Taufiq Saidi Tengku Putra Fajran Alamsyah Thaib Rizwan Thaib Rizwan, Thaib Vicky Prajaputra Yuni, Syarifah Meurah Yusria Darma Zainal A. Muchlisin