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Firman Hidayat
Stikes Bhamada Tegal, Jl. Cut Nyak Dhien No.16 Kalisapu Slawi Kab. Tegal
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The Design of an Integrated IoT and Artificial Intelligence System for Fish Quality Degradation Diagnosis Fathul Hadi, Charis; Mutamimah, Dewi; Hidayat, Firman
Circuit: Jurnal Ilmiah Pendidikan Teknik Elektro Vol. 10 No. 1 (2026)
Publisher : PTE FTK UIN Ar-Raniry

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.22373/6kcj8y61

Abstract

In post-harvest handling, fish quality assessment is typically carried out using traditional sensory observations, which are potentially resulting in inconsistent diagnoses. Furthermore, prior research has not fully integrated the Internet of Things (IoT) with artificial intelligence for fish quality diagnostics, and it frequently concentrates on a single quality metric. This study aims to design and evaluate an integrated system based on IoT and artificial intelligence using a Case-Based Reasoning (CBR) approach for diagnosing fish quality degradation. The developed system utilizes IoT-based sensors to monitor physicochemical parameters, such as temperature, pH, and gas indicators, with real-time data transmission to a cloud platform. The collected data are analyzed using a CBR model as a decision support system. Performance evaluation was conducted using 120 testing data under controlled storage conditions and validated through expert assessment. The results show that the system achieves a diagnostic accuracy of 92.5%, with precision of 91.8%, recall of 93.2%, and an F1-score of 92.5%. In addition, the system has an average data transmission latency of 0.87 seconds, enabling near real-time diagnosis. These findings indicate that the system provides accurate and efficient diagnosis of fish quality degradation and supports post-harvest quality management
Co-Authors Abda, Gusnadi Abrori, Abrori Adelweis, Dinda Shafa Adzania Aghitsnillah, Nuro Qolbi Agus Budianto Akhmad Farid Akhmad Jazuli Al Farrosi, Faisholul Umam Aldri Frinaldi Alfarizi, Rois Aminuyati Amir, Yusnaweti Andy Hardianto Anggraeni, Feny Dwi Angkatno, Angkatno Apri Dwi Astuti Aprilia Kumala Dewi, Novi Ardani, Aliefia Miftakhul Arif Rakhman Arifin, Mochammad Iqbal Aruhi, Nasarudin Azwar, Zainal Bahar, Muchlis Bakhtiar, Syarifudin Budi Anna Keliat Charis Fathul Hadi Dasman Lanin Deni Irawan, Deni Dewi Mutamimah Dewi, Novi Aprilia Kumala Diana Permatasari, Eka Dwi Anggraeni, Feny dwi purwanto Ekariani, Alfiah Ena Marlina Faturrohman, Yusuf Enril Fazira, Yefnika Felissa, Gita Shafa Firstikara, Ghania Callysta Hernawati Hernawati Hery Kresnadi Ida Ayu Putu Sri Widnyani Ida Rosnidah Ikaputera Waspada, Ikaputera Indira SNJ, Falentiana Junaedi, Abdus Salam JUWENAH JUWENAH Khairunnisa Khairunnisa Khodijah Khodijah Kuswoyo, Fitria Saphira Laksana Hendra Pamungkas, Agung Laksani, Mertiara Ratih Terry Lutfiana, Sofi Ma'rifani Fitri Arisa Maharani, Lulut Ernin Maulana, Mayasari Maulana, Yono Mayasari Mayasari, Mayasari Meria Zakiyah Alfisuma Milantara, Noril Mudakir, Farni Mulyatno, Roni Muryani, Susi Mustikasari Mustikasari Naskiroh, Naskiroh Nexvia, Cinta Marshanda Nur Asnawi Nurhidayah, Ariska Nurqolbiyah, Dina Ocvando, Khovadli Pamungkas, Agung Laksana Hendra Pangestu, Sinta Dewi Pawestri, Nanda Ayu Permatasari, Eka Diana Pramesti, Rahma Aulia Pramita Widodo, Yessy Prihatna, Nandang Purnawati, Yuliesi Putri Sabilla, Ghina Qodriani, Laela Ramlah Puji Astuti Rembrandt, Rembrandt Rheinjannie, Addiesty Amartha Rimi Gusliana Mais Ririn Widyastuti Wulaningsih Rivai, First San Hendra Rosyid, Nur Muhammad Roushan, Muhammad Evik Safitri, Talitha Aulia Nadifah Salsabila, Dilla Cipta Saputra, Rajib Saputra, Rizki Saputri, Wahyu Dwi Setyaningrum, Ikawati Sigalingging, Fery Kurniawan Silvia, Farah Faiqotus Sri Wilujeng, Eka Wahyu Subrata, Eko Suryani Suryani Susanto, Wigyo Susilastri, Susilastri Syamsiati . Teguh Haria Aditia Putra Toto Suharjanto Umar, Genius Utami, Dita Berliana Utami, Septy Diah Waluyo Sejati Watemin Wibowo, Nurhakim Yudhi Widhiastuti, Ratna Widianto, Rafif Widodo, Yessy Pramita Winarti Winarti Winda Wulandari, Winda Wisnu Widyantoro Yudhi Wibowo, Nurhakim Yumarni, Yumarni