Nusantara Journal of Computers and its Applications
Vol 8, No 1 (2023): June 2023

IMPLEMENTATION OF ARTIFICIAL NEURAL NETWORK AND RECURRENT NEURAL NETWORK METHODS TO PREDICT THE AMOUNT OF SALT PRODUCTION

Miftahul Walid (Teknik Informatika, Universitas Islam Madura)
Dini Fajariyah (Teknik Informatika, Universitas Islam Madura)
Hozairi Hozairi (Teknik Informatika, Universitas Islam Madura)
Budi Satria (Teknik Informatika, Amik Mitragama)



Article Info

Publish Date
11 Jul 2023

Abstract

Sumenep is one of the salt-producing regencies in Madura with 27 sub-districts where 11 sub-districts are salt producers which have a total area of 2,077.12 ha of ponds. Generally, people only cultivate salt in certain months because this salt production can only be done and depends on several factors, such as weather and land area. From the existing problems, this research was conducted using a Deep Learning approach, namely Artificial Neural Network (ANN) and Simple Recurrent Neural Network (SimpleRNN) to predict the amount of salt production. Weather data as input and salt production data as output taken from the last 6 years (2017-2022). The accuracy value in model training was used as a comparison to make predictions. the process of dividing training and testing data was also carried out with a ratio of 80%:20%. Furthermore, both methods was given 6 trainings each, so that the training of the two methods produces a different accuracy value. The ANN model produces an accuracy value of 53% and 71% for Simple RNN. Based on the resulting accuracy value, this base cased study is suitable for using the SimpleRNN algorithm model compared to ANN, provided that the amount of data used is large-scale

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Journal Info

Abbrev

njca

Publisher

Subject

Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Engineering Other

Description

NJCA (Nusantara Journal of Computers and Its Applications) is a peer-reviewed bi-annual journal concerning on computer science and its applications. The article shall address any research on theoretical and empirical on computer science and its applications. The Topics addressed within the journal ...