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Journal : Green Engineering: Journal of Engineering and Applied Science

Design of Sustainable Smart Water Distribution Systems with Machine Learning-Based Leak Detection and Pressure Control to Conserve Water Resources Lalu Delsi Samsumar; Zaenudin Zaenudin; Supardianto Supardianto; Bahtiar Imran
Green Engineering: International Journal of Engineering and Applied Science Vol. 1 No. 4 (2024): October: Green Engineering: International Journal of Engineering and Applied Sc
Publisher : International Forum of Researchers and Lecturers

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.70062/greenengineering.v1i4.248

Abstract

The global clean water crisis is exacerbated by significant losses in water distribution networks (WDNs), resulting in inefficient use of both water and energy resources. Traditional methods of leak detection and pressure management often fail to address these inefficiencies, leading to substantial water wastage and high operational costs. This research aims to design a sustainable, smart water distribution system using advanced technologies such as Machine Learning (ML) for leak detection and automated pressure control. The system employs real-time monitoring through IoT sensors, which continuously gather data on water pressure, flow rates, and other critical parameters. This data is analyzed using various ML algorithms, including supervised and unsupervised learning models, to detect anomalies indicative of leaks. Additionally, the system integrates automated pressure control mechanisms that dynamically adjust pressure to prevent over-pressurization, reducing both water loss and energy consumption. By combining leak detection and pressure control, the proposed system offers a more efficient, sustainable solution to water resource management compared to traditional methods. The expected outcomes include a significant reduction in water loss, enhanced energy efficiency, and improved water service quality. However, the implementation of such a system in rural or small-town infrastructure faces challenges, including sensor maintenance, algorithm reliability, and regulatory issues. A cost-benefit analysis suggests that while the initial investment in smart technologies may be high, the long-term savings in water and energy costs outweigh these costs. This study underscores the potential of ML-based systems in enhancing water conservation, operational efficiency, and sustainability in water management.
Co-Authors Ahmad Khairul Anam Ahmad Subki Aini Husnida Wulandari Akbar , Ardiyallah Akbar, Ardiyallah Amalia Rahman Amiruddin Kalbuadi Amirudin Kalbuadi Anindita Septirini Ardiyallah Akbar Ardiyallah Akbar Ardiyallah Akbar Aspari, Roni Astutik Zaerani Aulia, Asma Ayu Awanda Aerin Maesyarani Ayuni Azhuri Baiq Hanna Kurratul Aini Beni Ari Hidayatulloh Beni Ary Hidayatullah Beni Ary Hidayatullah Beni Iskandar Firdaus Lubis Biaq Widari Datu Samara Buchtami, Lalu Reza Dedi Supriadi Efendi, Muhamad Masjun Fadhillah Hasbi Ilyas Fadia Karunia Utami Fasya, Muhammad Rafli Feni Ayu Putri Fira Ria Sutardi Gunawati, Junita Haidar, Muhammad Zul Hambali Hambali Hambali Hambali Hamzan Wadi Ilyas, Fadhillah Hasbi Imran, Bahtiar Ismayani Jaelani, Lalu Rizki Juma’in, Juma’in Juniyardi, Lalu Kalbuadi, Amirudin Karim, Muh Nasirudin Karya Gunawan Kembang, Lale Puspita Kristy, Rhama Aziz Aulia Kusuma, Ali Pandu Laela Uziah Lalu Darmawan Bakti, Lalu Darmawan Lalu Isnaeni Rahman Lihana M. Budiamin M. Yusuf M. Zulpahmi M.Zulpahmi Mahmud Mahmud Misniati Misniati, Misniati Moh. Subli Moh. Subli Muahidin, Zumratul Muh. Nasirudin Muhamad Miskar Muhammad Nasirudin Karim Muhammad Rijal Alfian Mulyadi, M. Erwin Mutaqin, Zaenul Ni Wayan Adelia Mutiara Asri Novianti Puspitasari Panji Wijayanto Paripurna, Rian Bintang Puspita Kembang, Lale Puspitasari, Novianti Putri Novia Dyah Pitaloca ratih ratih Rian Bintang Paripurna Riandi Akbar Ramiz Rispawati, Dewi Rudi Muslim Sahida, Nirmala Said, Syukroni Salman Salman Salman Salman Sapitri, Nurul Saputra, Muliadi Sari, Ika Mayang Septirini, Anindita Silpa Rani Zain Sofian Hadi Sri Maryanti Sriasih, Sriasih Subki, Ahmad Sugeng Widodo Suja’i, Ahmad Supardianto Supardianto Suryadi, Emi Sutrisno, Sutrisno Tony Gunawan Wardani, Laila Wijaya, I Gusti Ngurah Satria Yumarlin MZ Zaenaldi, Firki Zaeniah Zaeniah Zaenudin Zaenudin Zaenudin Zaenudin Zaenudin Zaenudin Zaenudin Zaenudin Zaenudin Zaenudin Zaenudin Zaenudin Zaenudin Zaenul Mutaqin Zaenul Muttaqin Zenudin, Zaenudin Zulpahmi, M Zulpahmi, M.