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All Journal HAYATI Journal of Biosciences MEDIA PETERNAKAN - Journal of Animal Science and Technology Jurnal Gizi dan Pangan Jurnal Ilmu Pertanian Indonesia Jurnal Teknologi Dan Industri Pangan ACTA VETERINARIA INDONESIANA Buletin Peternakan Jurnal Veteriner Jurnal Ilmu Ternak Zuriat Jurnal Ilmu dan Teknologi Hasil Ternak Jurnal Ilmu-Ilmu Peternakan (Indonesian Journal of Animal Science) Jurnal Ilmu Ternak Veteriner WARTAZOA Indonesian Bulletin of Animal and Veterinary Sciences Jurnal Ternak Tropika JITRO (Jurnal Ilmiah dan Teknologi Peternakan Tropis) Science and Technology Indonesia Animal Production : Indonesian Journal of Animal Production Jurnal Ilmu Nutrisi dan Teknologi Pakan ANNALES BOGORIENSES Jurnal Aplikasi Teknologi Pangan Jurnal Ilmiah Fillia Cendekia Building of Informatics, Technology and Science ZIRAA'AH MAJALAH ILMIAH PERTANIAN Indonesian Journal of Electrical Engineering and Computer Science Jurnal Ilmiah Sains Jurnal Kedokteran Hewan Chalaza Journal of Animal Husbandry Policy Brief Pertanian, Kelautan, dan Biosains Tropika Jurnal Agripet Animal Production Annales Bogorienses
Cece Sumantri
Department Of Animal Production And Technology, Faculty Of Animal Science, IPB University, Bogor, 16680, Indonesia
Agriculture, Biological Sciences & Forestry Biochemistry, Genetics & Molecular Biology Chemical Engineering, Chemistry & Bioengineering Chemistry Computer Science & IT Decision Sciences, Operations Research & Management Earth & Planetary Sciences Economics, Econometrics & Finance Education Environmental Science Health Professions Immunology & microbiology Industrial & Manufacturing Engineering Materials Science & Nanotechnology Mathematics Medicine & Pharmacology Physics Social Sciences Veterinary Other

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Journal : Building of Informatics, Technology and Science

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Milk Production Estimation Model for Cattle Based on Image Processing using Random Forest, XGBoost, and LightGBM Niswati, Za'imatun; Nurdiati, Sri; Buono, Agus; Sumantri, Cece
Building of Informatics, Technology and Science (BITS) Vol 7 No 2 (2025): September 2025
Publisher : Forum Kerjasama Pendidikan Tinggi

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47065/bits.v7i2.7585

Abstract

Milk is a livestock product consumed by individuals of all ages. Therefore, it is essential to increase milk production in Indonesia to meet domestic demand. The growth of dairy cattle populations and milk production has not been able to keep up with rising consumption, resulting in a reliance on imports for most dairy products and their derivatives, with imports steadily increasing over the years. Therefore, alternative solutions are needed to enhance the milk production. One approach is to develop a milk production estimation model to determine the optimal number of dairy cattle to be cultivated by farmers and livestock companies to meet domestic demand. The objective of this study was to create a dairy milk production estimation model through image analysis using the Random Forest, XGBoost, and LightGBM algorithms. The milk production estimation model used in this study used CLAHE for contrast enhancement and VGG-16 for feature extraction. The results showed that XGBoost provided the best performance, explaining 74% of the data variation in the Y variable with a relatively small estimation error of 0.92. After parameter tuning using Grid Search, an improvement was observed, where XGBoost explained 86% of the data variation in the Y variable, and the estimation error decreased to 0.72. Image processing and machine learning technologies are part of precision agriculture that aims to improve the efficiency, productivity, and sustainability of livestock operations.
Co-Authors . Hidayati . Subandriyo A Anggraeni A Anggraeni A B Dharmayanthi A Gunawan A M Fuah A.B.L. Ishak A.B.L. Ishak Abdul Samad ACHMAD FARAJALLAH Achmad Gitaraka Archimilar Adi Teruna Effendi Agus Buono Ahmad Furqon Ahmad Furqon Ahmad Furqon Ahmad Romadhoni Surya Putra ahmad yani Akbanugra Yudhananda Al Mukhlas Fikri Aldri Frinaldi Amalia Rahma Aminuyati Amri, Fisma Andi Baso Lompengeng Ishak Anggraeni Anggraeni Anggraeni, A. Anggraeni Ani Rosmayanti Anneke Anggraeni Anneke Anggraeni Anneke Anggraeni Anneke Anggraeni Any Aryani Arief Boediono Aron Batubara Asep Anang Asep Gunawan ASEP SAEFUDDIN Asmarasari, Santiananda Arta Astira, Adinda Wanda B Purwantara Bambang Purwantara Ben J. Takaendengan Ben J. Takaendengan Bramada Winiar Putra Budiariati, Vista Cahyo Budiman Cesilia M Dwiriani Chalid Talib Chalid Talib Clara Meliyanti Kusharto D D Solihin D, Nurhayati Dadan Rohdiana Dairoh Dairoh Dairoh Dairoh, Dairoh Darlian Fachruddin Dedi Duryadi Solihin Dedi Rahmat Depison Depison Depison Depison DEWI APRI ASTUTI Diah Nugrahani Pristihadi Dudi Syadili Dwi Budiono Dwi Margi Suci E Andreas E Taufik E. Andreas E. Andreas E. Damayanthi E. Damayanthi E. I. Rianti E. I. Rianti, E. I. Eko Handiwirawan Eko Handiwirawan Elmy mariana Elmy Mariana Epi Taufik Eryk Andreas Evy Damayanthi Fadhilah Dhani Santika Falah Farajallah, Ahmad Ferdian Achmad Gilang Kurnia Abdillah Gina, Safira Güler, Serdar Gushairiyanto Gushairiyanto Hadi Riyadi Harahap, Ahmad Saleh HARIMURTI MARTOJO Harini Nurcahya Mariandayani Hasrul Bani Asharudin Heni Rizqiati Heni Rizqiati Henny Nuraini herdis herdis Herpina Herpina Hidayat, Numan I Khaerunnisa I Wayan Mathius I wayan Teguh Wibawan Iman Supriatna Imas Batubara Irma . Irma . Irma Herawati Suparto Irma Irma Irma Isnafia Arief Irmanida Batubara Ishak, Andi Baso Lompengeng Ismeth Inounu Ismeth Inounu Isyana Khaerunnisa Isyana Khaerunnisa Iwan Prihantoro Jakaria Jakaria Jakaria Jakaria Jarmuji Jarmuji Jessy Mainidar Johar Arifin Joni Setiawan Junaedi Junaedi Junaedi Junaedi K Kinoshita Katrin Roosita Khaeruddin Khaeruddin Khaeruddin Khaeruddin Komang Alit Paramitasari Komariah . Kuswandi, Wawan Laelatul Choiriyah Lailatul Rohmah Lia Budimulyati Salman Lilis Nuraida Listyarini, Kasita Luci Cyrilla M Imron M S Engel M. Restu Mala Nurilmala Maskur Maskur Masrurah Masrurah Melly Pratiwi Setyawati Melly Pratiwi Setyawati Mochammad Sriduresta Soenarno Mohamad Hasil Tamzil Mohamad Yamin Mokhamad Fahrudin Mokhamad Fakhrul Ulum, Mokhamad Muh. Rusdin MUHAMMAD AGIL Muhammad Alwi Muhammad Fikri Al Habib Muhammad Suhendra, Muhammad Muhsinin, Muhammad Mutasem Ali M. Abuzahra N Hamashima N Hamashima Nena Hilmia Nensy Tri Putri Ni Wayan Kurniani Karja Niken Ulupi Nila Pratiwi Niswati, Za'imatun Noer Muhammad Dliyaul Haq Noraimah Binti Sulaiman Novita Nur Anggraeni Noviyan Darmawan Nurhayati D Nurhayati, Nurhayati D. Nu’man Hidayat Okti Nadia Poetri Olfa Mega Oloan Parlindungan Pardede, Berlin Pandapotan Pramujo, Muhammad Pratama, Bondan Purwantiningsih Sugita Puspita, Poppy Satya Putri Indah Ningtias R Diyono R Priyanto R. Iis Arifiantini Rahmagiarti, Cintera Rarah Ratih Adjie Maheswari Ratna Sholatia Harahap Ratnawati, Diana Raudah Putri Ekawati Refdanita, Refdanita Restu Misrianti Retno Setyaningsih Rina Martini Rini Herlina Mulyono Rita Mutia Romantis, Sara Rona Saumy Safitry Ronny R. Noor Ronny R. Noor Ronny Rachman Noor Ronny Rahman Noor RR Noor Rudi Afnan Rudi Priyanto Rudi Priyanto Rudy Priyanto Rukmiasih Rukmiasih S Darwati S Kahono S Sopiyana Saiful Anwar Salatnaya, H. Salsabila Ma’shum Imawan Santi Ananda Asmarasari Santiananda Arta Asmarasari Santoso Santoso Sarah Tazkya SATRIYAS ILYAS Septaria Jodiansyah Shidiq, Fajrin Sigid Prabowo Sikin Sikin Simon Elieser Siti Darodjah Siti Zubaidah Slamet Mulyanto Sony Hartono Wijaya Sri Adiani Sri Adiani Sri Darwati Sri Darwati Sri Mulatsih sri murtini . Sri Nurdiati SRI RAHAYU Sri Sulandari Sri Wahyuni Siswanti Sri Wahyuni Siswanti Subandriyo . . Sugyono . Sumiati Sumiati Sutikno Sutikno Sutikno Sutikno Sutikno Sutikno Syah, Setiawan Putra Syamsul Arifin T Akiyama T Morzumi T. Suryati TARUNI SRI PRAWAST MIEN KAOMINI ANY ARYANI DEDY DURYADI SOLIHIN Tatan Kostaman TIKE SARTIKA Tike Sartika Triana Susanti Triana Susanti Tuti Suryati Tuti Suryati Tuty Laswardi Yusuf Ummah, Isna Mustafiatul Vianisa, Putri Wasmen Manalu Weni Kurniati Widiatmaka Widya Pintaka Bayu Putra Wike andre Septian Winni Liani Daulay Yong Soo Kim Yulianto Yulianto Yun Alwi Yureni Sahril Dedi Yusman Setiawan Yusuf, Salman Zakiah Wulandari Zuraida Hanum Zuraida Hanum Zuraida Hanum