Article Per Year (5 Year)
p-Index From 2021 - 2026
6.204
P-Index
This Author published in this journals
All Journal Tekno : Jurnal Teknologi Elektro dan Kejuruan Teknologi dan Kejuruan: Jurnal teknologi, Kejuruan dan Pengajarannya Jurnal Teknologi Informasi dan Ilmu Komputer International Journal of Advances in Intelligent Informatics Proceeding of the Electrical Engineering Computer Science and Informatics Briliant: Jurnal Riset dan Konseptual JOIV : International Journal on Informatics Visualization Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi) Journal of Information Technology and Computer Science Knowledge Engineering and Data Science JURNAL DINAMIKA VOKASIONAL TEKNIK MESIN PEDAGOGIA Pendas : Jurnah Ilmiah Pendidikan Dasar ILKOM Jurnal Ilmiah SENTIA 2017 JIPI (Jurnal Ilmiah Penelitian dan Pembelajaran Informatika) EDUKATIF : JURNAL ILMU PENDIDIKAN Jutisi: Jurnal Ilmiah Teknik Informatika dan Sistem Informasi Jurnal Pengabdian Kepada Masyarakat (Mediteg) SCAFFOLDING: Jurnal Pendidikan Islam dan Multikulturalisme Buletin Ilmiah Sarjana Teknik Elektro Letters in Information Technology Education (LITE) Journal of Electrical Vocational Education and Technology Ideguru: Jurnal Karya Ilmiah Guru Didaktika: Jurnal Kependidikan International Journal of Robotics and Control Systems Jurnal Pengabdian Kepada Masyarakat Jurnal Nasional Teknik Elektro dan Teknologi Informasi JURNAL PENGABDIAN PENDIDIKAN MASYARAKAT (JPPM) Khidmatuna: Journal of Research and Community Service Jurnal Inovasi Teknologi dan Edukasi Teknik Bulletin of Social Informatics Theory and Application Karunia: Jurnal Hasil Pengabdian Masyarakat Indonesia ABDI UNISAP: Jurnal Pengabdian Kepada Masyarakat Journal of Innovation and Teacher Professionalism Journal of Education and Computer Applications IRDH International Journal of Technology, Agriculture and Natural Sciences (IRDH IJTANS) Lembaran Ilmu Kependidikan Abdimas Pedagogi: Jurnal Ilmiah Pengabdian kepada Masyarakat
Heru Wahyu Herwanto
Universitas Negeri Malang
Religion Agriculture, Biological Sciences & Forestry Arts Humanities Automotive Engineering 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 Health Professions Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Mathematics Mechanical Engineering Nursing Public Health Social Sciences Veterinary Other

Published : 61 Documents Claim Missing Document
Claim Missing Document
Check
Articles

Found 61 Documents
Search

 3   4   5   6   7 
Efficiency and Comparative Performance of LBP-Based Random Forest and SVM for Toraja Buffalo Classification Abdul Rachman Manga'; Anik Nur Handayani; Heru Wahyu Herwanto; Rosa Andrie Asmara; Syamsul Bahri
Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi) Vol 10 No 4 (2026): August 2026
Publisher : Ikatan Ahli Informatika Indonesia (IAII)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.29207/resti.v10i4.7536

Abstract

Toraja buffalo holds significant cultural and economic value, yet automated classification remains challenging due to subtle visual differences between types. This study evaluates the efficiency of Local Binary Pattern (LBP) combined with Random Forest (RF) and Support Vector Machine (SVM) for classifying six Toraja buffalo types: Balian, Lotong Boko, Pudu, Saleko, Todi, and Ulu. Unlike complex deep learning approaches, this research focuses on a computationally efficient framework by extracting texture features from multiple body parts: head, eyes, horns, body, and tail to capture distinctive patterns. The methodology involves multi-part feature fusion and a comparative analysis of ensemble versus kernel-based learners. Experimental results demonstrate that the LBP-Random Forest model significantly outperforms SVM, achieving a superior accuracy of 92.08% compared to 64.17%. The findings highlight that the proposed LBP-RF integration provides a robust and resource-efficient alternative for livestock image classification, balancing high diagnostic accuracy with lower computational requirements.
Co-Authors A.N. Afandi Abdullah Iskandar Syah Adim Firmansah Afifah, Hesti Nur Ahmad Faiz Risvan Haqiqi Aji Prasetya Wibawa Amir Rofiudin Amir Rofiudin Amir Rofiudin Ananda, Sagita Regina Putri Aniendya, Mutyara Whening Anik Nur Handayani Aripriharta - Ary Agung Wibowo Ary Agung Wibowo Arya Kusumawardana Asfani, Khoirudin Azizah, Ambar Isna Chandrika, Katya Lindi Chusna, Chufadatul Dendi Mukti Putranto Denny Martin Denny Martin Devita, Riri Nada Dewayani, Mifta Didik Dwi Prasetya Didik Nurhadi Dila Umnia Soraya Dimas Jundan A Dimas Jundan Ashshiddiqi Eddy Triswanto Setyoadi Eka Rakhmawati Wardhani Eka Rakhmawati Wardhani Erlitasari, Mita Erma Widayanti Eva Yulia Safitri, Eva Yulia Fauzi, Rochmad Firdaus, Rizal Firman Syahputra, Yohanes Dhimas Fitri, Shofiana Hadi, Sholihul Hakkun Elmunsyah Harits Ar Rosyid Hartarto Junaedi Hendra Susanto Hofifah, Hofifah I Made Wirawan Indonesia, Anggirda Permata Indriana, Poppy Irva Widiyawati Irva Widiyawati Jayanti, Ratna Dwi Joyo, Achmad Darmo Kartika Candra Kirana Kasmira, Kasmira Katya Lindi Chandrika Khusnul Muttaqiyah Khusnul Muttaqiyah Khusnul Muttaqiyah Kohei Arai Kohei Arai Kornelius Kamargo/Irawan Dwi Wahyono Kornelius Kamargo Kristian Jodi Lilis Widayanti Luhur Adi Prasetya Luhur Adi Prasetya M. Aris Ichwanto Maghfiro Nuzula Fidinda Putri Manga, Abdul Rachman Marga Asta Jaya Mulya Maskuri, Muhammad Naja Maulana, Afiko Ilham Akbar Mawahib, Agus Mochammad Taufik Hidayat Muhamad Luqmanul Hakim Muhammad Afnan Habibi Muhammad Aris Ichwanto Muhammad Fazlur Rahman Addakhil Muis Muhtadi Mukti Putranto, Dendi Muladi Mutyara Whening Aniendya Ningrum, Gres Dyah Kusuma Nugroho, Andhik Catur Nunung Nurjanah Nur Aliyah Rohma Nur Amalinda Peggy Gilang Pratama Poppy Indriana Prasetya, Luhur Adi Putra, Adhi Pramana Estiawanda Ramadhan, Minggar Putra Dhea Ratnasari, Heny Dwita Ratnasari, Heny Dwita Resty Wulanningrum Rian Syahmulloh Hendranawan Rian Syahmulloh Hendranawan Rizal Fauzi, M. Syamsul Rizalnur Firdaus Rizka Rahmania Ameilia Rofiudin, Amir Rosa Andrie Asmara Rudi Trianto, Rudi Salsabila Thifal Nabil Haq Salsabila Thifal Nabil Haq Samodra, Joko Satia Nur Maharani Setiadi Cahyono Putro Shandy Krisnawan Shofiana Fitri Sholihul Hadi Siti Sendari Slamet Wahyudi Slamet Wibawanto Suhendri Suhendri Suhendri Sujito Sujito Sunaryono Syaad Patmanthara Syamsul Bahri Titasari Rahmawati Tony Yu Tri Atmadji Sutikno Triyanna Widiyaningtyas Triyanna Widyaningtyas Vivi Aida Fitria Wahyu Gunawan Irianto Wahyu Sakti Gunawan Irianto Wardhani, Eka Rakhmawati Widiyanti Widiyanti, Widiyanti Widyadara , Made Ayu Dusea Winda Cahyaning W Yosi Kristian Yoto Yoto Yoto Yoto Yoto, Yoto Yu, Tony Yudha Islami Sulistya Yuliana Melita Pranoto Yuni Rahmawati Zustina Zustina Zustina