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All Journal IAES International Journal of Artificial Intelligence (IJ-AI) Rekayasa Mesin JURNAL PASTI (PENELITIAN DAN APLIKASI SISTEM DAN TEKNIK INDUSTRI) Sinergi VANOS Journal of Mechanical Engineering Education Jurnal Teknik Mesin Science and Technology Indonesia Dinamisia: Jurnal Pengabdian Kepada Masyarakat Jurnal Abdi Masyarakat (JAM) Indonesian Journal for Social Responsibility International Journal of Advanced Technology in Mechanical, Mechatronics and Material (IJATEC) International Journal of Community Service Jurnal Abdimas ADPI Sains dan Teknologi Jurnal Rekayasa Energi dan Mekanika International Journal of Innovation in Mechanical Engineering and Advanced Materials Innovative: Journal Of Social Science Research AME (Aplikasi Mekanika dan Energi) : Jurnal Ilmiah Teknik Mesin Jurnal Polimesin
Dafit Feriyanto
Universitas Mercu Buana
Religion Aerospace Engineering Agriculture, Biological Sciences & Forestry Humanities Astronomy Automotive Engineering Biochemistry, Genetics & Molecular Biology Chemical Engineering, Chemistry & Bioengineering Chemistry Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Materials Science & Nanotechnology Mechanical Engineering Physics Public Health Social Sciences Transportation Other

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Multi-class gas pipeline leak detection using Hilbert transform and a lightweight convolutional neural network Dedik Romahadi; Aberham Genetu Feleke; Nur Indah; Dafit Feriyanto; Muhamad Fitri; Hadi Pranoto; Rachmat Muwardi
IAES International Journal of Artificial Intelligence (IJ-AI) Vol 15, No 5: October 2026
Publisher : Institute of Advanced Engineering and Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.11591/ijai.v15.i5.pp4556-4567

Abstract

Ensuring the safety and sustainability of gas distribution networks depends heavily on the timely detection of pipeline leaks, since leaks that go unnoticed can cause substantial losses and create serious safety risks. When applied to multi-class leak types, however, conventional detection approaches often prove insufficiently accurate. To address this limitation, the present study proposes a novel multi-class gas pipeline leak detection approach based on acoustic signal analysis, aiming to enhance both detection accuracy and processing efficiency. In this approach, features are first extracted from leak-generated acoustic signals through application of the Hilbert transform, after which classification is performed using a lightweight convolutional neural network (CNN) architecture referred to as LightCNN. The method was tested using the gas pipeline leakage assessment-12 (GPLA-12) dataset, comprising 12 distinct leak categories. According to the evaluation outcomes, the proposed approach peaked at 96.18% accuracy while employing a more streamlined model architecture than earlier techniques. Overall, this work contributes meaningfully to advancing leak detection systems that are more reliable, faster, and more efficient, with potential for broad application across the gas pipeline industry and in signal processing technologies more generally.
Aquaponics In Improving The Economy And Food Security Of Urban Communities In South Meruya Fransisca Listyaningsih Utami; Dafit Feriyanto; Dian Primanita Oktasari
Jurnal Abdi Masyarakat (JAM) Vol. 10 No. 2 (2025): JAM (Jurnal Abdi Masyarakat) - Maret 2025
Publisher : Universitas Mercu Buana

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.22441/jam.v10i2.30127

Abstract

The application of aquaponics in South Meruya has dual benefits, both in terms of improving the community's economy and food security, which ultimately improves the welfare and quality of life of urban communities. Aquaponics is an integrated system between fish farming and hydroponic farming that utilizes fish waste as nutrients for plants and filters the water that is reused for fish. The application of freshwater fish aquaponics in South Meruya is an innovative solution to address economic challenges and food security for urban communities. Aquaponics assists communities in generating fresh revenue by producing fish and vegetables for local markets. The relatively low operational costs and limited space make aquaponics ideal for implementation in urban areas with limited land, such as in South Meruya. Aquaponics allows communities to produce food independently and sustainably. Community food security increases due to easier access to sources of protein and fresh vegetables.
Co-Authors A. M. Leman A.N. Aizat Ahmad A.N. Aizat Ahmad, A.N. Aizat Abda Abda Abdi Wahab Abdul Mutalib Leman Abdul Mutalib Leman Abdulmalik, Samir Sani Abdulmalik, SS. Aberham Genetu Feleke Adinarto, Tri Wahyu Agung Wahyudi Biantoro Alan Ooi Lim Siang Albert Phak Jie Wong Alfian Noviyanto Alvian Noviyanto Ana Nur Octaviani Ana Nur Oktaviani Andi Adriansyah Andi Firdaus Sudarma Anggara, Fajar Annisa Hakim Zamzami Asep Setia Kristanto Chollacoop, Nuwong Damar, Stenlly Darwin Sebayang Dedik Romahadi Deni Shidqi Khaerudini Dewi Kusuma Arti Dian Primanita Oktasari Dianta Ginting Dianta Ginting Dwilestari, Charisma Elly Yuliawati Erna Setiany Feleke, Aberham Genetu Firmansyah, Mohamad Ardy Fransisca Listyaningsih Utami Gerald Ensang Timuda Gerald Ensang Timuda Gian Villany Golwa Hadi Pranoto Hadi Pranoto Hadi Pranoto Hadi Pranoto Hafidz IH, Muhammad Haftirman, Haftirman Hari Setiyawati Hasan Basri Himma Firdaus I G. Ayu Arwati I Gusti Ayu Arwati Imam Hidayat Imam Hidayat istiqomah istiqomah Julpri Andika KHUZAIMAH Kurnia Ramadhan Kurniawan Kurniawan Leman, Abdul Mutalib Listyaningsih, Fransiska M. Azizi Mashadi Mashadi Mohamad Abror Muhamad Afifi Muhamad Sidik Muhamad Fitri Muhammad Fitri Muhammad Imran Muthia Rahayu Nanang Ruhyat Nono Darsono Nono Darsono, Nono Nur Indah Nur, Hery Nurato Nurato Nurato NURUL HIDAYAH Nuwong Chollacoop Octaviani, Ana Nur Pradipta, Nanang K. Pratiwi, Riri Pratomo, Yohanes Fredhi Sangadi R Dwi Pudji Susilo Rachmanu, Fatkur Rachmat Muwardi Radityan, Fatwa Tresna Raflan Rajendra, Fajar Cahyadi Resista Vikaliana Rizki Briandana S.S. Abdulmalik S.S. Abdulmalik Sagir Alva Sagir Alva Samir Sani Abdulmalik Samir Sani Abdulmalik Siang, Alan Ooi Lim Sidik, Muhamad Afifi Muhamad SS Abdulmalik SS. Abdulmalik Sulaiman Hj. Hasan Sulaiman Hj. Hasan, Sulaiman Hj. Supaat Zakaria Supaat Zakaria Supaat Zakaria Supaat Zakaria Supaat Zakaria Supaat Zakaria Supaat Zakaria Supaat Zakaria Tarigan, Kontan Wang Dong Wijaya, Fathoni Putra Yananto Mihadi Putra Yuliarty, Popi Zaenudin Zaenudin Zakaria, Supaat Zakaria, Supaat