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Journal : Grimsa Journal of Science Engineering and Technology

Enhancing Water Quality Assessment in Indonesia Through Digital Image Processing and Machine Learning Iffaty, Athiya; Salsabila, Adinda; Rafiqhi, Adis Aufa; Suhendra, Rivansyah; Yusuf, Muhammad; Sasmita, Novi Reandy
Grimsa Journal of Science Engineering and Technology Vol. 1 No. 1 (2023): October 2023
Publisher : Graha Primera Saintifika

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.61975/gjset.v1i1.3

Abstract

Indonesia's diverse climate types, influenced by its unique geographical features, pose significant environmental challenges, including water quality issues related to turbidity and Total Dissolved Solids (TDS). Many Indonesians lack awareness of water quality, particularly turbidity, which can harbor harmful microorganisms. To address these challenges, this study employs digital image processing and machine learning, specifically Support Vector Machine (SVM) algorithms, for water quality assessment. A dataset of 80 water images, categorized into seven turbidity classes, is used to train and test the model. Results show a clear correlation between turbidity levels and TDS concentrations and pH values. The system accurately assesses water suitability for different sources, offering a user-friendly and cost-effective solution for water quality monitoring in dynamic environmental conditions. However, limitations include the dataset size and the narrow focus on turbidity. Future research could expand to encompass a broader range of water quality factors. This approach holds promise for enhancing water quality management in Indonesia and similar regions.
Co-Authors Adha, Zuhra Adila, Wulan Farisa Ahmad Watsiq Maula Aklya, Zatul Apriliansyah, Feby Arif Saputra, Arif Arifin, Mauzatul Asep Rusyana Asshiddiqi, M. Ischaq Nabil Ayu Puspitasari, Ayu Aziza, Zahra Ifma Chongsuvivatwong, Virasakdi Dahlawy, Arriz Dimas Chaerul Ekty Saputra Earlia, Nanda Erkata Yandri Fauzi, Rahmatul Fikri, Mumtaz Kemal Fitriyani Fitriyani Ghazi Mauer Idroes Hizir Sofyan Husdayanti, Noviana Huy, Le Ngoc Idroes, Ghalieb Mutig Iffaty, Athiya Iin Shabrina Hilal Irsan Hardi Irvanizam, Irvanizam Ischaq Nabil Asshiddiqi, M. Kamal, Saiful Kemala, Pati Khairul, Mhd Khairul, Moh Khairun Nisa Kruba, Rumaisa Kusumo, Fitranto La Ode Reskiaddin Malfirah, Malfirah Mardalena, Selvi Maria Paristiowati Maulana, Aga Maulidar, Putri Maulydia, Nur Balqis Muhammad Farid Muhammad Ikhwan Muhammad Ikhwan Muhammad Subianto Muhammad Yusuf Muliadi Muslem Muslem, Muslem Myint, Ohnmar Nanda Safira Nazila, Syifa Niode, Nurdjannah Jane Nuzullah, Teuku Muhammad Faiz Phonna, Rahmatil Adha Putri, Ulayya Raden Mohamad Herdian Bhakti Rafiqhi, Adis Aufa Rahayu, Latifa RAHAYU, LATIFAH Ramadani, Maya Ramadeska, Siti Raudhatul Jannah Razief Perucha Fauzie Afidh Rinaldi Idroes Salsabila, Adinda Saputra, Fachri Eka Saragih, Novita Sari Satrio, Justinus Sofyan, Rahmi Suhendra, Rivansyah Suryadi Suryadi Suyanto Suyanto Syakir, Fakhrus Syarafina, Risky Haezah Teuku Rizky Noviandy TRINA EKAWATI TALLEI Ulfa, Elvitra Mutia Ulhaq , Muhammad Zia Ulhaq, Muhammad Zia Utami, Cut Chairilla Yolanda Utami, Reksi Yarmaliza Yusya, Nudzran Zahriah, Zahriah Zurnila Marli Kesuma