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All Journal IAES International Journal of Artificial Intelligence (IJ-AI) Jurnal Teknologi Informasi dan Ilmu Komputer Jurnal Informatika dan Teknik Elektro Terapan Proceedings Konferensi Nasional Sistem dan Informatika (KNS&I) ELINVO (Electronics, Informatics, and Vocational Education) Creative Information Technology Journal CogITo Smart Journal Voice Of Informatics Majalah Ilmiah UNIKOM Abdimas Umtas : Jurnal Pengabdian kepada Masyarakat CSRID (Computer Science Research and Its Development Journal) METIK JURNAL SENSITEK E-JURNAL JUSITI : Jurnal Sistem Informasi dan Teknologi Informasi JATI (Jurnal Mahasiswa Teknik Informatika) IT (INFORMATIC TECHNIQUE) JOURNAL Informatics and Digital Expert (INDEX) INFOSYS (INFORMATION SYSTEM) JOURNAL JURNAL REKAYASA INFORMASI SWADHARMA (JRIS) JURNAL ELEKTRO DAN INFORMATIKA SWADHARMA (JEIS) Teknologika PUBLIDIMAS CSRID Jurnal Pengabdian Masyarakat (JURDIMAS) Jurnal Sistem Informasi dan Teknologi Informasi JPPkM: Jurnal Pengabdian dan Pemberdayaan kepada Masyarakat
Teuku Mufizar
Universitas Perjuangan Tasikmalaya
Religion Aerospace Engineering Agriculture, Biological Sciences & Forestry Arts Humanities Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Earth & Planetary Sciences Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Environmental Science Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Mechanical Engineering Public Health Social Sciences Other

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Classification of Cihateup duck egg fertility using convolutional neural network EfficientNet-B3 Evi Dewi Sri Mulyani; Teuku Mufizar; Dani Rohpandi; Ayu Djuliani; Egi Rahmatulloh; Rinaldi Satia Aulia Rahmat
IAES International Journal of Artificial Intelligence (IJ-AI) Vol 15, No 1: February 2026
Publisher : Institute of Advanced Engineering and Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.11591/ijai.v15.i1.pp798-809

Abstract

Accurate detection of egg fertility is crucial to improve hatching success in duck farming. Conventional candling methods rely heavily on human expertise, making them subjective and error-prone. This study proposes an automated classification system for Cihateup duck egg fertility using candling images and a convolutional neural network (CNN) based on the EfficientNet-B3 architecture. Image enhancement techniques, including contrast limited adaptive histogram equalization (CLAHE), unsharp masking, and adaptive thresholding, were applied to improve image quality and feature visibility. The dataset consisted of fertile and infertile egg images captured at two incubation stages: the first 24 hours and the 8th–15th days. Data were split into training, validation, and testing sets with a ratio of 70:15:15. Experimental results show that image enhancement significantly improves classification performance. Without enhancement, the model achieved an accuracy of 49% with an area under curve (AUC) of 0.4226, indicating poor discrimination capability. With image enhancement, the proposed method achieved accuracies of 77% for the first 24 hours dataset and 80% for the 8th–15th days dataset, with AUC values of 0.9962 and 0.9317, respectively. These results demonstrate that EfficientNet-B3 combined with image enhancement provides an effective and computationally efficient solution for automated fertility detection of Cihateup duck eggs.
Pemanfaatan Aplikasi Kecerdasan Artifisial Untuk Kegiatan Pembelajaran Di Pesantren Ma’rifa Cigalontang Kabupaten Tasikmalaya Evi Dewi Sri Mulyani; Ariel Ivan Al-Hakim; Fauzan M. Iqbal; Teguh Ikhlas Ramadhan; Agus Supriatman; Dede Syahrul Anwar; Rudi Hartono; Missi Hikmatyar; Cepi Rahmat Hidayat; Aso Sudiarjo; Ruuhwan; Shinta Siti Sundari; Teuku Mufizar; Widia Nurindriyanti
JPPkM: Jurnal Pengabdian dan Pemberdayaan kepada Masyarakat Vol. 2 No. 2 (2026): JPPkM:Juli
Publisher : Yayasan Pemimpin Inovasi Science

Show Abstract | Download Original | Original Source | Check in Google Scholar

Abstract

The rapid advancement of Large Language Model (LLM)-based Artificial Intelligence (AI) has created new opportunities to improve the quality and efficiency of teaching and learning processes. However, the adoption of this technology remains constrained by limited AI literacy and prompt engineering skills among educators, particularly in Islamic boarding schools (pesantren). This community service program aimed to enhance teachers' knowledge and skills in utilizing LLM applications through training on prompt engineering techniques based on the C.R.E.A.T.E. and S.T.A.R. frameworks. The program was conducted at Ma'rifa Islamic Boarding School in Cigalontang, Tasikmalaya Regency, involving 32 participants. The implementation methods included lectures, AI application demonstrations, hands-on prompt development practice, and evaluations through pre-tests, post-tests, practical assessments, and participant satisfaction questionnaires. The evaluation results showed that the participants' average score increased from 58.4 in the pre-test to 85.7 in the post-test, representing an improvement of 46.7%. In the practical assessment, 82% of participants successfully developed prompts using the C.R.E.A.T.E. and S.T.A.R. techniques with good to excellent performance. Furthermore, the participant satisfaction survey yielded an average score of 4.58 out of 5, indicating that the training materials were considered relevant, easy to understand, and beneficial for supporting teaching and learning activities. Overall, the program successfully improved participants' AI literacy, understanding of LLM technology, and prompt engineering competencies. Therefore, similar training programs should be implemented continuously to support digital transformation and foster innovation in teaching and learning within Islamic boarding school environments.
Co-Authors Abdulrohman, Rijal Adilal Mahbub, Luthfi Agus Supriatman Agustin, Anggi Permana Ahmad Wakih, Agus Akbar Kasyfurrahman, Muhammad Alfiyah Adwa Alma Husna Hanifah Amelia Dewi Sani Septiani Andriani, Aan Aprianis, Epa Ardiani, Annisa Arianti Salama Ariel Ivan Al-Hakim Arifatun Nasuha Awit Marwati Sakinah Aysicom Paraguay, Muhammad Ayu Djuliani Ayu Rahmawati Cepi Rahmat Hidayat Cepi Rahmat Hidayat Cepi Rahmat Hidayat Cepy Rahmat Hidayat Chaeruddin, Rofi Dani Rohpandi Dani Rohpandi Dede Sahrul Anwar Dede Syahrul Anwar Dikdik Muhammad Siddiq Dinda Sofi Farhani Egi Badar Sambani, Egi Badar Egi Rahmatulloh Estie Alfiyani Evi Dewi Sri Mulyani Fahroni, Rizal Farhani, Dinda Sofi Farid Hamzah Fauzan M. Iqbal Firna Pebrianti Fortuna Gilang Muhammad Nur Alip Gustaman, R Joni Gustiar Firmansyah, Nizar Halda Salsabila Hartiwan, Intan Herdi Muhammad Syaban Hidayatuloh, Ade Taopik Hikmatyar, Missi Indah Septianingrum Indradewa, Rhian Intan Hartiwan Jamal Ma'ruf Khairul Anwar Kurdiman Kurdiman Kurdiman Ari Kurdiman, Kurdiman Lestari, Rima Listiani Lina Listiani linggar nursinggah M. Akbar Kasyfurrahman Maulana, Akmal Mira Yuliani Muhamad Rizky Fadillah Muhamad Satrio Nugraha N. Nelis Febriani SM Nanang Suciyono, Nanang Nelis Nurjayanti, Nelis Nugraha, Muhammad Rizki nursinggah, linggar Pramana, Hendri Julian Rahadi Deli Saputra Restu Adi Wiyono Rinaldi Satia Aulia Rahmat Rismansyah, Riki Roska Robby Awaludin Rudi Hartono rudi hartono Rustin Kania Dewi Ruuhwan Sarmidi Sarmidi Sarmidi Sarmidi Shafarulloh, M. Hisyam Shinta Siti Sundari Sofiani, Efin Sudiarjo, Aso Susanto Susanto Syaban, Herdi Muhammad Teguh Ikhlas Ramadhan Teten Nuraen Tina Kumala Wahyu Kamaludin Wakih, Agus Ahmad Widia Nurindriyanti Wulansari, Nindi Ayu Yuda Purnama Putra Yusep Rosmansyah Yusuf Sumaryana