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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, Muhammad Ery Agam Syahputra, Rizki Aim Abdulkarim Al Yaafi, Mukhbit Alfian Affandy Hadinata Alivioni Aizzatin Nabilah Amelia Khusnul Chotima Amrullah Amrullah Ana Mariyatul Habibah Andini Damayanti Andy Juniar Hafiz Anggoro , M. Yusuf Alfian Rendra Anneke Mujiati Ardianto , Mohammad Ervan Arvia Susanti, Rosa Astanti Handayani Astiani, Hesti Astuti, Yuniar Ayu Akhmala Azizah, Niswatul Bayu Hari Prasojo Boby Ariyanto Bunda Halang Deby Ayu Anggela Denis Irmawati Destiviani, Shelia Dia Rachmalia Dinar Dwi Choirunnisa Dinda Permatasari Dita Listyana Anggraeni Dita Silviana Dwi Yuniar Ramadhani Eka Putri, Nafisah Eka Putri Eka Putri, Suci Eny Maryati Faadhilah, Naurah Rama Fajar Mahendra Fajriyah, Novita Fandi Ardiansyah Fardiana, Mirza Fatikhah, Ainun Ni'mah Fatmala, Fika Fiola Fiorentiana Firmansyah, Muhammad Elny Fonnardy, Gregorius Stephen Friska Helviana Vidarnako Gading, Widyas Handeka Setya Putra Sangjaya Haniwijaya, Silvia Hasan Ubaidillah Hasanuddin, Muhammad Rizal Herri Darsan Ida Ayu Putu Sri Widnyani Ilham Junaid Indana Zulfa Insani, Nisrina Nurul Inzaghi Syazwan Arzuni Iswati Iswati, Iswati Itawarnemi, Hilmina Izwar Izwar Jasmi Jekki Irawan joni Johanda Putra Kinasih, Ramona Dwi Krisna Setiawan, Deni Kumara Adji Kusuma Kumaran Adji Kusuma Kurniawan, Afif Kurniawan, Tri Zanu Arief Kusuma, Kumara Aji Lady Classica Zuhruf Lazwar Irhami, Addib Leni Mega Auliyah Lestari, Rachmatika LIA AMALIA Lujzaini Achmad M Vrandy Nur Alfian M. Ali Amin Nasir Machfudz Efendi Maharani, Della Putri Mahundingan, Rosari O. Mahundingan, Rosari Oktaviana Maryati, Eny Marzati Masykur, Masykur Maya Ayu Sulistyowati Mirnanda Wahyu Prastika Misti Hariasih Misti Hariasih Mokhammad Indra Bagus Prastyo Monica Rosiana Muhammad Acep Gina Anggara Muhammad Wahyu Indardi Nada, Jihan Rofila Qotrun Nadia Rahma Ayu Wijayanti Nasution, Anisah Nila Sartika Achmadi Nisa, Firda Noorhidayati Noorhidayati Noval Suhendra Novia Siti Nurjannah Nur Rohmah, Aulia Riza Ainun Oviana Lisa Pamungkas, Nur Cahyo Bagas Pratama, Wahyu Ardy Putri Arisma, Mawaddah Putri Mustika Sari Putri, Ananda Erviana Putri, Aril Amanda Putri, Aulia Najundasari Putri, Donata Astuti Putri, Nhyra Kamala Putri, Nofalia Krisdiana Rafika Hayati Rahmah, Tsamarah Nur Rameswari, Yuniar Rayaginansih, Syari Fitrah Rayhan Amadius Weihan Redita Ramadhani, Redita Rifdah Abadiyah Rina Agustin Riska Veronika Risma Septiani Rivaldi, Aldi riza ulhaq Rizki Agam Syahputra Rizkiyah, Putri Rizky Eka Febriansah Rizky Eka Febriansah Rochman, Mochammad Saifur Rozikin, Muhammad Rizal Rukmini Rukmini Safa’atus Solikhah Sari, Ni Putu Wulan Purnama Sari, Putri Mustika Sa’diyah, Halimatus Setiawan, Muchammad Firman Setyowati, Mita Sigit Hermawan Silvia, Rina Sirotjudin Arsyad Khurniansyah Siti Aminah Siti Hadija St. Hadijah Sukardin, Sukardin Sulistyana, Caturia Sasti Sumartik Tania Rahma Florendiana Thahir, Muthahharah Thalib, Amalia Munif Tiara Nur Mediana Faradilah Tjokro, Silvia Haniwijaya Tri Zanu Arief Kurniawan Tuffah Hati Umniyyah Ubaidillah, Hasan Ulhaq, Amara Putri Dhya Vera Firdaus Vera Firdaus Wahidah, Zahrotul Wahyu Febri Anggraini, Ulum Walidah, Laili Zana Wardana, Fandra Putra Wardatus Sholihah Yasrizal Zuhri, Andini Farda Sylvia