Computer Engineering, Computer Vision and Pattern Recognition, Human-Computer Interaction
4
Scopus Publications
91
Scholar Citations
5
Scholar h-index
2
Scholar i10-index
Scopus Publications
Machine Learning-Based Dissolved Oxygen Classification Using Low-Cost IoT Sensors for Smart Aquaponic Supria -, Afis Julianto, Wahyat -, Marzuarman -, M Nur Faizi, Hardiyanto - International Journal of Advanced Computer Science and Applications, 2025 Dissolved oxygen (DO) plays a vital role in maintaining balanced aquaponic ecosystems, yet conventional optical and galvanic DO sensors remain costly and impractical for low-budget deployments. However, most existing dissolved oxygen monitoring studies rely on costly sensing infrastructures, regression-oriented prediction approaches, or centralized processing schemes, which limit their applicability in small-scale and resource-constrained aquaculture settings. Furthermore, many previous works focus primarily on numerical prediction accuracy without explicitly addressing data imbalance issues or providing actionable classification outputs that can directly support real-time operational decisions at the pond level. This study proposes a machine learning–based approach for estimating DO levels using low-cost pH, temperature, and nitrogen sensors integrated with an IoT data acquisition system. A dataset comprising approximately 1,048,536 records was processed using feature engineering and class balancing techniques, followed by training an XGBoost classifier optimized through grid search. The model classified DO into three categories—Low (<5 mg/L), Medium (5–7 mg/L), and Good (>7 mg/L)—achieving 96.6% accuracy, outperforming baseline regression models including Linear Regression, Random Forest, and XGBoost Regressor. Feature importance analysis revealed temperature and the pH–temperature interaction as dominant predictors. The model was successfully deployed on a Raspberry Pi for real-time monitoring, offering a scalable and cost-effective alternative to high-end probes. The proposed framework demonstrates practical potential for smart aquaponic systems, enabling affordable, automated, and data-driven oxygen management.
An Implementation Environmental Monitoring Real-time IoT Technology Nurul Fahmi, Eko Prayitno, Tengku Musri, Supria Supria, Faisal Ananda International Conference on Electrical Computer and Energy Technologies Icecet 2022, 2022 Internet of Things (IoT) technology is growing very rapidly as proven or implemented with real applications to solve problems in the real environment. In our proposes, we use 3 (tree) sensor node where consist 4 sensors like temperature, humidity, CO and CO2 to measure and monitoring environmental condition. ESP 8266 used as microcontroller. Each sensor will be connected to esp8266 using cable. Furthermore, before the data sensors into to gateway, we use Ubiquity Access Point as Internet Modem GSM Provider to connect Internet. Protocol MQTT used to communication from gateway to server with concept publish/subscribe. The result from this paper, show the information through web-based application and Android.
RECENT SCHOLAR PUBLICATIONS
Machine Learning-Based Dissolved Oxygen Classification Using Low-Cost IoT Sensors for Smart Aquaponic. Supria, A Julianto, Wahyat, Marzuarman, MN Faizi, Hardiyanto International Journal of Advanced Computer Science & Applications 16 (12 … , 2025 2025
Early Warning and Real-Time Ship Tracking using AIS Data and Smartphone GPS Supria, Wahyat, RR Fiska Journal of Innovation and Technology Polbeng Series on Informatics (INOVTEK … , 2025 2025
APLIKASI PEMANTAUAN KAPAL MENGGUNAKAN DATA AUTOMATIC IDENTIFICATION SYSTEM DI PERAIRAN BENGKALIS DAN SELAT MALAKA Supria, Wahyat, RR Fiska, I Yulia, A Zacky, HM Amru, IH Maulana Prosiding Seminar Nasional Terapan Riset Inovatif (SENTRINOV) 11 (1), 332-341 , 2025 2025
Development of application programming interface for automatic identification system data Supria, MN Faizi, M Afridon, I Yulia, Sarudin, A Arizka, JN Sulistyo AIP Conference Proceedings 3334 (1), 110035 , 2025 2025
Pengembangan Aplikasi Sijempol untuk Manajemen dan Monitoring Program Dinas Perkebunan S Supria, S Mawarni, AAA Arizka, JN Sulistyo Jurnal Pengabdian Masyarakat Isei 3 (1), 43-51 , 2025 2025
Sistem Distribusi Pengairan dan Monitoring Kelembapan Tanah pada Tanaman Cabai Menggunakan Teknologi Internet of Things S Supria, W Wahyat, T Musri Techno.COM 24 (2), 419-426 , 2025 2025 Citations: 3
Implementation of an Early Warning System Integrated with AIS-POLBENG Remote Base Station for the Safety of Traditional Ships in the Malacca Strait D Enda, S Supria, R Romadhoni, H Hardiyanto, MN Faizi, M Afridon ABEC Indonesia, 1-8 , 2025 2025
Perbandingan Performa Framework Laravel, Flask API Python, dan PHP Native untuk Aplikasi API pada Data AIS Polbeng S Supria, MN Faizi, I Yulia, M Afridon, A Arizka, S Sarudin, JN Sulistyo International Conference on Industrial Technology and Business (INTECHBIZ … , 2024 2024 Citations: 1
Aplikasi Pemutar Playlist Videotron Berbasis Android MD Salman, S Supria International Conference on Industrial Technology and Business (INTECHBIZ … , 2024 2024
Penerapan Sistem Kontrol Video Tron Di Kampus Politeknik Negeri Bengkalis Berbasis Internet of Things (IoT) Supria, P Ristra, W Wahyat Tanjak: Jurnal Pengabdian Kepada Masyarakat 5 (1) , 2024 2024
Application of the Automatic Identification System Transponder for Monitoring the Safety of Fishing Vessels Supria, Romadhoni, M Afridon, Marzuarman, D Enda, MN Faizi Proceedings of the International Conference on Applied Science and … , 2024 2024 Citations: 1
Early Warning System Integrated with Automatic Identification System for Ship Safety S Supria, D Enda, MN Faizi, R Romadhoni, H Hardiyanto, M Afridon Bengkalis, Riau, Indonesia , 2024 2024 Citations: 1
Penerapan Ais Transponder untuk Keselamatan Kapal Nelayan S Supria, I Yulia, M Afridon ABEC Indonesia, 202-208 , 2023 2023
APLIKASI ANTRIAN LAYANAN SATKER BERBASIS WEBSITE (STUDI KASUS KPPN DUMAI) SN Aisyah, S Supria International Conference on Industrial Technology and Business Proceeding … , 2023 2023 Citations: 1
RANCANG BANGUN SMART HOME PADA KEAMANAN PINTU MENGGUNAKAN SENSOR PIR BERBASIS WESBITE F Annisa, S Supria International Conference on Industrial Technology and Business (INTECHBIZ … , 2023 2023
Aplikasi Monitoring Kelembapan Tanah dan Penyiraman Tanaman Cabai Otomatis Berbasis IoT MA Rais, S Supria Seminar Nasional Industri dan Teknologi, 34-43 , 2023 2023 Citations: 1
CO and NO 2 concentration monitoring based on internet of things T Musri, Supria, MUHA Rasyid, P Kristalina, M Syahrul, N Fahmi, ... AIP Conference Proceedings 2665 (1), 020014 , 2023 2023 Citations: 1
Perancangan Learning Management System (LMS) Untuk Pengembangan Karir Siswa Tingkat Menengah Atas S Supria, D Enda, I Yulia, AA Permata, MF Amirul, MF Asyrofi ABEC Indonesia, 258-268 , 2023 2023
Application of the Prototype Model in Cooperative Profile Web Application Design D Enda, S Supria, W Wahyat International Conference on Sciences Development and Technology 2 (1), 252-261 , 2022 2022 Citations: 4
Penerapan Continuous Integration (CI) Pada Aplikasi Web Profil Karang Taruna D Enda, S Supria, I Yulia, MF Amirul, MF Asyrofi Seminar Nasional Industri dan Teknologi, 56-63 , 2022 2022 Citations: 5
MOST CITED SCHOLAR PUBLICATIONS
Monitoring Of Body Temperature Non Contact Using AMG8833 Thermal Camera And Face Detection S Supria, M Nasir Prosiding Seminar Nasional Terapan Riset Inovatif (SENTRINOV) 6 (1), 396-403 , 2020 2020.0 Citations: 15
PENGENALAN SISTEM ISYARAT BAHASA INDONESIA MENGGUNAKAN KOMBINASI FITUR STATIS DAN FITUR DINAMIS LMC BERBASIS L-GCNN S Supria, D Herumurti, WN Khotimah JUTI: Jurnal Ilmiah Teknologi Informasi 14 (2), 217-230 , 2016 2016.0 Citations: 12
Perancangan Sistem Pendeteksi Dan Pencegahan Penyebaran Malware Melalui SMS Gateway A Tedyyana, S Supria Jurnal Inovtek Polbeng Seri Informatika 3 (1), 34-40 , 2018 2018.0 Citations: 6
Penerapan Continuous Integration (CI) Pada Aplikasi Web Profil Karang Taruna D Enda, S Supria, I Yulia, MF Amirul, MF Asyrofi Seminar Nasional Industri dan Teknologi, 56-63 , 2022 2022.0 Citations: 5
An Implementation Environmental Monitoring Real-time IoT Technology N Fahmi, E Prayitno, T Musri, S Supria, F Ananda 2022 International Conference on Electrical, Computer and Energy … , 2022 2022.0 Citations: 5
Real time sibi sign language recognition based on k-nearest neighbor F Humaira, S Supria, D Herumurti, K Widarsono Proceeding of the Electrical Engineering Computer Science and Informatics 5 … , 2018 2018.0 Citations: 5
Application of the Prototype Model in Cooperative Profile Web Application Design D Enda, S Supria, W Wahyat International Conference on Sciences Development and Technology 2 (1), 252-261 , 2022 2022.0 Citations: 4
Analisis QoS (Quality of Service) Sistem Monitoring Pintar Mitigasi Penularan Covid-19 Berbasis IOT D Enda, MA Subandri, Supria Jurnal Informatika Polinema 8 (1), 39-46 , 2021 2021.0 Citations: 4
Virtual Musik Gamelan Dengan Menggunakan Sensor Kinect D Lesmideyarti, S Sarimuddin, S Supria Jurnal Inovtek Polbeng Seri Informatika 3 (1), 9-15 , 2018 2018.0 Citations: 4
Sistem Distribusi Pengairan dan Monitoring Kelembapan Tanah pada Tanaman Cabai Menggunakan Teknologi Internet of Things S Supria, W Wahyat, T Musri Techno.COM 24 (2), 419-426 , 2025 2025.0 Citations: 3
Sistem Prediksi Pengunduran Diri Calon Mahasiswa Baru Menggunakan Algoritma C45 S Supria Seminar Nasional Industri dan Teknologi , 2018 2018.0 Citations: 3
Sistem Klasifikasi Jenis Jeruk Impor Menggunakan Metode Klasifikasi Logarithmic Generalized Classifier Neural Network (LGCNN) S Supria Techno. Com 18 (3), 190-202 , 2019 2019.0 Citations: 2
Sistem deteksi jumlah penumpang pejalan kaki di Pelabuhan RoRo Bengkalis F Nurfaris, M Nasir, S Supria Jurnal Inovtek Polbeng Seri Informatika 4 (1), 466870 , 2019 2019.0 Citations: 2
Virtual Gamelan Music Using Kinect Sensor D Lesmideyarti, S Sarimuddin, S Supria INOVTEK Polbeng-Informatics Ser. 3, 9-15 , 2018 2018.0 Citations: 2
AplikasiMarawis Digital Menggunakan Sensor Leap Motion R Fernando, S Supria, M Nasir INOVTEK-Seri Informatika 2 (2), 141-147 , 2017 2017.0 Citations: 2
Document Clustering by Dynamic Hierarchical Algorithm Based on Fuzzy Set Type-ii From Frequent Itemset SB Musa, AB Kaswar, S Supria, S Sari Jurnal Ilmu Komputer dan Informasi 9 (2), 88-95 , 2016 2016.0 Citations: 2
Pengenalan Wajah Menggunakan Implementasi T-shape Mask pada Two Dimentional Linear Discriminant Analysis dan Support Vector Machine AR Musthafa, AA Fitrawan, S Supria Jurnal Buana Informatika 7 (1) , 2016 2016.0 Citations: 2
Supria, & Nasir, M.(2017) R Fernando Aplikasi marawis digital menggunakan sensor leap motion. Junral Inovtek … , 0 Citations: 2
Sistem Deteksi Jumlah Penumpang Pejalan Kaki Di Pelabuhan RoRo Bengkalis.‖ INOVTEK Polbeng-Seri Informatika 4, no. 1 (June 17, 2019): 101–10 F Nurfaris, M Nasir, S Supria Citations: 2
Perbandingan Performa Framework Laravel, Flask API Python, dan PHP Native untuk Aplikasi API pada Data AIS Polbeng S Supria, MN Faizi, I Yulia, M Afridon, A Arizka, S Sarudin, JN Sulistyo International Conference on Industrial Technology and Business (INTECHBIZ … , 2024 2024.0 Citations: 1
