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Journal : Bulletin of Electrical Engineering and Informatics

Growth predictions of lettuce in hydroponic farm using autoregressive integrated moving average model Asy'ari, Muhammad Zacky; Chrysdi Aten, Julius Felix; Prasetyo, Dimas
Bulletin of Electrical Engineering and Informatics Vol 12, No 6: December 2023
Publisher : Institute of Advanced Engineering and Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.11591/eei.v12i6.4820

Abstract

Hydroponic farming techniques can grow plants faster when intensive monitoring is carried out. However, sometimes proper monitoring does not occur, which causes some plants not to grow as expected. This research uses a sensor to measure a parameter that affects the growth of the hydroponic plants and uses a camera to take pictures periodically to measure daily growth. The research presented in this article is to build a model and forecasting plant growth in hydroponics farming using a time series approach. This paper demonstrated that the historical data on lettuce growth could be used to predict future plant size. The autoregressive integrated moving average (ARIMA) model was used and analyzed according to the six performance criteria: mean absolute error (MAE), root mean squared error (RMSE), mean absolute percentage error (MAPE), Akaike information criterion (AIC), and Bayesian information criterion (BIC). To find the best model, different autoregressive (p) and moving average (q) parameters were examined. We find that the appropriate statistical model for lettuce growth is ARIMA (2, 2, 1) which has the lowest AIC, BIC, and MAPE with values of 76.67, 79.02, and 0.04, respectively, to forecast the plant size for the next three days.
Co-Authors Abror, Sirojuddin Afifah, Khornelia Al-Fikri, Moch Sulton Aldiansyah, Dwiki Amanda Rizky Adha, Deby Anas, Mahmud Andhika, Muhammad Rakha Ardena Br Ginting, Nike Ari Wijaya, Ryan Asy'ari, Muhammad Zacky Az-zahra, Syaika Alifa Azizah, Nisak Nur Batubara, Ninda Hardina Chery, Muhammad Rifaldi Chrysdi Aten, Julius Felix Dermawan, Fariz Taufiq Dian Maharani, Dian Didit Darmawan Fachrie Algadry, Mochamad Aby Fadhilah, Balqis Faris Ardiansyah, Muhammad Fathur Rahman Faturachman, Muhammad Arief Tri HENDRA KURNIA PULUNGAN, HENDRA KURNIA Hidayahtulloh, Agus Ibnu Fitroh Sukono, Febrianur Kusmana, Muhammad Ahmad Bachtiar Leksonowati, Nur Fitria Pujo Mangruwa, Dharma Maria Magdalena Widiantari Mayasari, Nova Muhammad Dzikrullah Suratin, Muhammad Dzikrullah Muhammad, Abdul Haris Muslim Nabillah, Sayyid Qutub Nainggolan, Winda Jesica Nasoetion, Fawzia Ndruru, Tobias Shanmorla Nidia Yuniarsih Nurcahaya, Nurcahaya Nurdiyanto Nurdiyanto, Nurdiyanto Nurul Arifin Omega Raya Simarangkir, Omega Raya Pamungkas, Nurman Prabuning, Derta Prakoso, Ahmad Latief Devid Prinanda, Muhammad Naufal Purba, Adi Syahputra Puspita, Ayu Tri Dara Putri Oktavia, Ade Rini, Winda Putri Setyo Ritonga, Fatimah Rokhim, Mochamad Iqbal Saputro, Oscar Wardhana Windro Sejati, Veny Ari Septina, Nasyfa Setiani, Natasya Okta Sihombing, Hadriana Siswo Martono, Siswo Situmorang, Adventina Sri Yunita Suhada, jiyan Syabilah, Firza Syifa Gultom, Fairus Tanjung, Danar Ilyasa Zafin Taulia Br Tarigan, Sabrina Thomas Hanandry Dewanto Threenanta, Muhammad Khalif Tino Hermanto Trimurni, Februati Vicky Yoga Satria Waruwu, Yesika Wijoyo, Agung Wulandari, Intan