Claim Missing Document
Check
Articles

Found 1 Documents
Search
Journal : Journal La Multiapp

A Study of Rain Station Network Distribution Using Artificial Neural Networks Putri, Aradila Tiara; Dermawan, Very; Wahyuni, Sri
Journal La Multiapp Vol. 6 No. 2 (2025): Journal La Multiapp
Publisher : Newinera Publisher

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.37899/journallamultiapp.v6i2.1896

Abstract

Hydrological analysis is an important component in water resources management, especially for planning and controlling water infrastructure. This study evaluates the effectiveness of the rain station network in the Upper Ciliwung Watershed and identifies rain station with maximum accuracy in representing the study area conditions. Rainfall and discharge data were tested using statistical tests to ensure the absence of trends, stationary, persistence, and outliers. The evaluation of the rain station network density was conducted based on WMO guidelines, which determined the Upper Ciliwung Watershed met the criteria with a density of 37.981 km² per rain station. Analysis of rain station network distribution patterns using Artificial Neural Networks (ANN) was conducted with three data divisions (70-20-10, 60-25-15, 50-30-20) and tested at 100, 500, and 1000 epochs. The best results were obtained at 70-20-10 composition with 1000 epochs, showing the smallest relative error of 9.880% and NSE value of 0.983. The most effective rain station combinations are Gadog, Cilember, and Gunung Mas. This research provides recommendations in rain station network optimization to improve the accuracy of hydrological data.
Co-Authors Abdul Azis Hoesein Achmad Marzuqi, Achmad Adihaningrum, Anita Andriyani Adilah, Ahmad Daffa Aditiya, Achmad Rizkiawan Aji, Yahya Muchaimin Alam Semesta, Aji Rahmanda Alpikarigo, Jano Andre Primantyo H., Andre Primantyo Andre Primantyo Hendrawan Anggara Cahyo Wibowo Anggara Wiyono Wit Saputra, Anggara Wiyono Wit Aniek Masrevaniah Ardiyansah, Ilham Artha, Vevy May Augustiman, Yoggie Azhary Aulia, Nanda Bahreisy, Arzil Abdillah Beselly Putra, Sebrian Mirdeklis Budi, Susilo Budiarto, Fajar Dwi Danudoro, Muhammad Darmawan, Sevila Maulidina Dewi Amalia Dhitaisma, Elsya Dian Chandrasasi Dian Sisinggih Dian Sisingih, Dian Donny Harisuseno DRIANTAMA, AL GHIFARY Emma Yuliani Endah Supriyani Endang Purwati RN Eri Prawati Ery Suhartanto Evi Nur Cahya Fathinun Najib Fikhruddin, Ahmad Fitrina, Halita Hadi Kusuma, Fajar Sadewa Handoko, Shubhananda Aulia hari siswoyo Hidayah, Susi Hidayat, Muhammad Nurjati Ikhsanti, Lanthika Dwi Ilmiawan, Ahlun Nazar Indrajayatama, Ridho Satria Ivan, Hans Kurniawan Hasan, Dimas Tri Kurniawati, Oktavia Triana Kusuma, Roorkeindia Paramita Lily Montarcih Limantara Linda Prasetyorini Listyana, Kurnia Ulfi M. Amar Sajali M. Bisri M. Janu Ismoyo Martius, Alifa Fajriani mas'udi, oldvika nurma Maulana, Muhammad Adnan Mochammad Ibrahim Moh. Sholichin Mohammad Bisri Mohammad Solichin, Mohammad Muhamad Rodhita Muhammad Taufiqurrohman, Muhammad Nimas Ayu Anggraini, Nimas Ayu Nisa, Anggie Aqidahtun Nur Cahya, Evi Nurhayati, Ima Nurwijayanti Oktaviariyadi, Nabila Paksi, R. Susenatama Jatayu Pitojo Tri Juwono Prima Hadi Wicaksono Putra Ramadhani, Adhinda Dwi Putri, Aradila Tiara Rachmadani, Lucia Putri Raden Mohamad Herdian Bhakti Rahawarin, Ridho Fahreza Reynaldo Jeffry Polie, Reynaldo Jeffry Rifai, A Rifnawati, Vina Rinaldy, Alif - Rispiningtati Rispiningtati Riyanto Haribowo Rizal Arifuddin K. Rizaldi, Odhi Rosamike, Mega Okvita Karinda Runi Asmaranto Rusardi, Olda Fadhilah Aprilia Salsabila, Sekar Saputra , Anggara Wiyono Wit Sholawatini, Nur Siregar, Jeremi Ishak Siswanti, Yuvika Rega Sri Wahyuni Suhardjono, - Suhartanto, Ery Sumanto, Hari Sumiadi, Sumiadi Suwanto Marsudi Swandani, Monique Adriana Syaiful Anam Syarief Fathoni, Syarief Tandisau, Deandy Gilang Tandju, Indah Nur Alifa Tri Budi Prayogo, Tri Budi Ussy Andawayanti Utami, Diah Tri Utomo, Gloria Dihan Vareza, Ervisto Thama WAHYU FIRMANSYAH Wahyudi, Aqsha Prahitna Wayan Andi Frederich Gunawan Widandi Soetopo Wirawan Putra, Rizky Almiraldi Wiryamanta, Dhimas Raditya Yanuar Hendra Pramana, Yanuar Hendra Yudha, Nevandria Satrya Zulkanzi, Achmad Kamili