Fidelity : Jurnal Teknik Elektro
Vol 4 No 2 (2022): Edisi Mei 2022

Backpropagation and Radial Basis Function Methods for Predicting Rainfall in Sukabumi City Using Artificial Neural Networks: A Comparative Analysis

Sholahudin Sholahudin (Nusa Putra University)
Andika Kurniawan (Nusa Putra University)
Wahyu Dwi Nurhidayat (Nusa Putra University)
Muhammad Alif Alfaturisya (Nusa Putra University)
Ilyas Aminuddin (Nusa Putra University)
Anggi Dwiyanto (Nusa Putra University)
Yordanius Damey (Nusa Putra University)
Akhmad Afifuddin (Nusa Putra University)
Muhammad Syahrul Fauzi (Nusa Putra University)
Fandi Sugih (Nusa Putra University)
Muchtar Ali Setyo Yudono (Nusa Putra University)



Article Info

Publish Date
31 May 2022

Abstract

The weather has a substantial impact on the ability to live organisms to carry out everyday activities, particularly outside activities. Weather data is helpful in various fields, including marine, aviation, and agriculture. The maritime domain is beneficial for establishing the optimal navigation time for a fisherman, the aviation domain helps reduce climate-related mishaps, and the agriculture sector uses weather information to develop harvest season models for agricultural products. Indonesia is a tropical nation with heavy precipitation. Utilized for various objectives, rainfall forecasting models seek the utmost precision, particularly in specialized areas such as flood control. This study is based on two techniques: the Radial Basis Function Neural Network (RBFNN) and Backpropagation Neural Network (BPNN) techniques using multiple training functions. The RBFNN approach yields less accurate results for predicting precipitation, but the multi-practice BPNN method yields more accurate results.

Copyrights © 2022






Journal Info

Abbrev

fidelity

Publisher

Subject

Computer Science & IT Control & Systems Engineering Electrical & Electronics Engineering

Description

Focus Fidelity : Jurnal Teknik Elektro merupakan media publikasi penelitian di bidang Teknik Elektro khususnya dalam ruang lingkup Instrumentasi, kendali, pengolahan sinyal, telekomunikasi, komputer dan listrik tenaga. Naskah atau makalah yang diterbitkan telah melalui kajian dari para mitra bestari ...