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Journal : JOURNAL OF APPLIED INFORMATICS AND COMPUTING

A Predictive Model for Crop Irrigation Schedulling Using Machine Learning and IoT-Generated Environmental Data Syahputra, Rizki Agam; Andriani, Dewi
Journal of Applied Informatics and Computing Vol. 9 No. 5 (2025): October 2025
Publisher : Politeknik Negeri Batam

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30871/jaic.v9i5.10193

Abstract

This study develops and evaluates a machine learning model for predicting optimal irrigation schedules using real-time environmental data collected from an Internet of Things (IoT) system. Building upon a previously validated smart farming monitoring system that provided real-time data on temperature, humidity, and soil moisture, this research addresses the next step: moving from monitoring to predictive analytics. Data collected over a six-day period from DHT11 temperature and humidity sensors, as well as soil moisture sensors, were used to train a predictive model. The model is designed to forecast future soil moisture levels, thereby providing farmers with proactive recommendations for irrigation. A Long Short-Term Memory (LSTM) neural network was employed to capture the temporal dependencies between atmospheric conditions and soil moisture. The model was trained on a portion of the collected data and then validated on a separate, unseen dataset. The evaluation yielded a Mean Absolute Error (MAE) of 2.5%, a Root Mean Square Error (RMSE) of 3.1%, and an R-squared (R2) value of 0.92, demonstrating high predictive accuracy. This approach aims to enhance water resource management, reduce manual intervention, and improve crop health by ensuring water is supplied only when necessary. The results indicate that the machine learning model can accurately predict irrigation needs, offering a significant improvement over traditional, reactive monitoring systems and marking a substantial step towards data-driven, precision agriculture.
Co-Authors Abdullah Hilmi Ar Rifani Achmad Muhajir Adi Nurjaman, Adi Affandi, M Yusuf Affandi, Muhammad Ery Agam Syahputra, Rizki Aim Abdulkarim Al Yaafi, Mukhbit Alfian Affandy Hadinata Ambar Sari Amelia Khusnul Chotima Amrullah Amrullah Ana Mariyatul Habibah Andini Damayanti Andy Juniar Hafiz Anggoro , M. Yusuf Alfian Rendra Anggraeni, Dita Listyana Anneke Mujiati Ardianto , Mohammad Ervan Ariskiya, Safira Arisma Siregar, Mawaddah Putri Arvia Susanti, Rosa Astanti Handayani Astiani, Hesti Astuti, Yuniar Astutik, Rohma Puji Auliyah, Leni Mega Ayu Akhmala Azizah, Niswatul Bayu Hari Prasojo Boby Ariyanto Bunda Halang Cahyani, Aditiya Deby Ayu Anggela Destiviani, Shelia Dia Rachmalia Diansyah, Reni Nur Dinar Dwi Choirunnisa Dita Silviana Dwi Yuniar Ramadhani Eka Putri, Nafisah Eka Putri Eka Putri, Suci Eny Maryati Fajar Mahendra Fajriyah, Novita Fandi Ardiansyah Faradilah, Tiara Nur Mediana Fardiana, Mirza Fatikhah, Ainun Ni'mah Fatmala, Fika Fiola Fiorentiana Firmansyah, Muhammad Elny Fitria Amalia Azizah Fonnardy, Gregorius Stephen Gading, Widyas Haniwijaya, Silvia Hasan Ubaidillah Hasanuddin, Muhammad Rizal Husain, Mirna Ilham Junaid Ilhami, Putri Insani, Nisrina Nurul Inzaghi Syazwan Arzuni Irmawati, Denis Iswati Iswati, Iswati Itawarnemi, Hilmina Izwar Izwar Jasmi Jekki Irawan Khurniansyah, Sirotjudin Arsyad Kinasih, Ramona Dwi Krisna Setiawan, Deni Kumara Adji Kusuma Kurniawan, Afif Kurniawan, Tri Zanu Arief Kusuma, Kumara Aji Kusuma, Kumaran Adji Kusumaningrum, Adityas Lazwar Irhami, Addib Lestari, Rachmatika LIA AMALIA Lujzaini Achmad M Vrandy Nur Alfian Machfudz Efendi Maharani, Della Putri Mahendra, Fajar Mahundingan, Rosari O. Mahundingan, Rosari Oktaviana Maryati, Eny Marzati Maura Zidni Tahta Syarifah Maya Ayu Sulistyowati Misti Hariasih Misti Hariasih Mohammad Dwi Fajar Romadhon Mokhammad Indra Bagus Prastyo Monica Rosiana Muhammad Acep Gina Anggara Nabilah, Alivioni Aizzatin Nada, Jihan Rofila Qotrun Nadia Rahma Ayu Wijayanti Nasir, M. Ali Amin Nasution, Anisah Nila Sartika Achmadi Nisa, Firda Noorhidayati Noorhidayati Nur Rohmah, Aulia Riza Ainun Nurjannah, Novia Siti Pamungkas, Nur Cahyo Bagas Pradina, Lola Astrid Pratama, Wahyu Ardy Putra, joni Johanda Putri Arisma, Mawaddah Putri, Ananda Erviana Putri, Aulia Najundasari Putri, Donata Astuti Putri, Nhyra Kamala Putri, Nofalia Krisdiana Rafika Hayati Rameswari, Yuniar Rayaginansih, Syari Fitrah Rayhan Amadius Weihan Redita Ramadhani, Redita Rifdah Abadiyah Rina Agustin Riska Veronika Risma Septiani Rismon, Rismon riza ulhaq Rizki Agam Syahputra Rizkiyah, Putri Rizky Eka Febriansah Rizky Eka Febriansah Rochmad, Mochmammad Saifur Rochman, Mochammad Saifur Rozikin, Muhammad Rizal Rukmini Rukmini Saidi, Aboe B. Sangjaya, Handeka Setya Putra Sari, Ni Putu Wulan Purnama Sari, Putri Mustika Sa’diyah, Halimatus Setiawan, Muchammad Firman Setyowati, Mita Sholikhah, Ade Itmatus Sigit Hermawan Silvia, Rina Siti Hadija Siti Hadijah Siti Nur Hidayati Solikhah, Safa’atus St. Hadijah ST. Hadijah, ST. Sukardin, Sukardin Sulistyana, Caturia Sasti Sumartik Syahputra, Iwandika Tania Rahma Florendiana Thahir, Muthahharah Thalib, Amalia Munif Tjokro, Silvia Haniwijaya Tuffah Hati Umniyyah Ubaidillah, Hasan Ulhaq, Amara Putri Dhya Vera Firdaus Vidarnako, Friska Helviana Wahidah, Zahrotul Wahyu Febri Anggraini, Ulum Walidah, Laili Zana Wardana, Fandra Putra Wardatus Sholihah Yasrizal Zuhal Nahwan Al-Azmi Zuhri, Andini Farda Sylvia Zuhruf, Lady Classica zulfa, indana Zulvita, Dinda