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Journal : Indonesian Journal of Artificial Intelligence and Data Mining

Recurrent Neural Networks (RNN) and Long Short-Term Memory (LSTM) Methods to Forecast Daily Turnover at BM Motor Ngawi Larasati, Larasati; Saadah, Siti; Yunanto, Prasti Eko
Indonesian Journal of Artificial Intelligence and Data Mining Vol 7, No 1 (2024): March 2024
Publisher : Universitas Islam Negeri Sultan Syarif Kasim Riau

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.24014/ijaidm.v7i1.27643

Abstract

The number of motorcycles on the report of Indonesian BPS statistics from the Indonesian State Police between 2019 to 2021 by its type has increased annually. Routine motorcycle checks, services, and maintenance are essential to keep a motorcycle in good condition and more durable; therefore, buying spare parts is enlarged in line with the growth of public motorcycle ownership. The necessity of buying spare parts increases with the growth of public motorcycle ownership. Numerous stores in Ngawi offer motorcycle spare parts and check services for routine motorcycle maintenance. One of these stores is BM Motor. To develop an effective product-selling strategy, it is essential to forecast the daily turnover of the shop. To achieve this, the present research aims to analyze the daily turnover using Recurrent Neural Networks (RNN) and Long Short-Term Memory (LSTM). These methods were applied to a time-series dataset, allowing for an in-depth examination of the patterns and trends in the shop's turnover. The research compares several hyperparameter tunings and scenarios to optimize the models that forecast daily turnover data at the store. The outcomes presented that the LSTM model achieved a lesser MAE score of 0.087, while the RNN model scored 0.092. These findings proved that the LSTM model achieved lower MAE than the RNN model, it means LSTM is more accurate than the RNN model.
Co-Authors Afina Nurfauzia Agus Wismanto Alif Pranata ALKHUSARI Amalia, Ridha Amaniarsih, Dwi Suci Aminuyati Amrina Rosada Ana Hardiana Anesa Surya Annisa Annisa Anziila, Astrid Shalli Ari Fajar Santoso Arif Pristianto Arisul Ulumuddin Arumjati, Vernilina Oktaeighta Arumjati, Vernillina Oktaeighta asrul, nurmahyuni Aulia, Rara Ayu, Andini Sukma Batubara, Didiek Hardadi Cahyadi, Muhammad Mukhlis Cahyani, Indah Sinawang Christine Indrianny Tanod Dewi Sartika Munthe Dhata Praditya Djunaedi, Mira Kartika Dewi Dwi Santoso, Andreas Edy Purwo Saputro Eka Rahma Ningsih Elena Prida Fahlevi, Zhillan Zhalila Farid Rahman Fauzia, Nabila Atika Firdha Senja Maelaningsih Fitriani Freddy Johanis Rumambi Girly Risma Firsty Hanum, Atiqa Nur Latifa Hernawan, Alisha Deanna Hernina, Hernina Hesti Mayasari Ila Rosmilawati Indriani, Virania Intan Intan Isti Andini Jamalini Putri Tampubolon Jasmine, Safira Amalia Jaya, Indra Frana Jenny Indrastoeti Siti Poerwanti Joko Joko Kholidah Nur KUNTARI, SEPTI Kurniawan Kurniawan Kusuma, Dimas Wiradarma Laksono Trisnantoro Latif Anshori Kurniawan Laura Shafarina Madeten, Sisilya Saman Mahatma, Mahatma Maria Arina Luardini Marisi Pakpahan Maswanku, Luwemba Musa Meilani, Chelsy Mirza Fadil Monica, Vina Muchammad Hamdani Muhamad Farhan Muhammad Reza Aulia Muhlis Muhlis Mutaqin, Jenal Najwa Lubis Nanik Setyawati Ngatmini Ngatmini Nihayati, Arina Oktariana Pramiastuti Prasti Eko Yunanto Purwadhi Purwadhi Puspitasari, Devi Ambarwati Qohardita, Risa Riadoh Riadoh Rima Harsa Alquraisi Rini Kuswati Roni Kurniawan Rosmiati, Neni Rosyidah Rosyidah, Rosyidah Rotua Lenawati Tindaon Rudi Ruswandi Sachlan, Muhammad Gizwa Afdhallah Selvi Ramadani Sepiyan, Deni Septiyani, Retnosyari Setiawan, Rizki Siswanto PHM Siti Helmyati Siti Saadah Soffi Widyanesti Priwantoro, Soffi Widyanesti Subhan Widiansyah Sulaeman, Putri Amanah Suyoto Suyoto Tryana, Anjas Utami, HR. Utami, Nurul Putrie Wahyu S.J. Saputra Wibowo, Asep Wijana, Miki Wisnu Ananta Kusuma Wiyadi Wiyadi Yani Restiani Widjaja, Yani Restiani Yenda Sarfida Yuliana, Wahyu Prapti Yunika, Fisi Dwi Zainal Arifin Zeze Zakaria Hamzah