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All Journal JURNAL TIARSIE Jurnal ICT : Information Communication & Technology Indonesian Journal of Electrical Engineering and Computer Science Nakhoda: Jurnal Ilmu Pemerintahan Media Jurnal Informatika Jurnal Sisfotek Global Teknologika
Ginanjar, Arief
Fakultas Teknik Universitas Langlangbuana
Civil Engineering, Building, Construction & Architecture Computer Science & IT Decision Sciences, Operations Research & Management Education Electrical & Electronics Engineering Engineering Industrial & Manufacturing Engineering Mechanical Engineering Social Sciences Other

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A microservice-oriented machine learning framework for cold chain management in perishable fish logistics Maun Jamaludin; Arief Ginanjar; Leni Herdiani; Toto Ramadhan; Muhammad Alif Naufal; R. Ismet Rohimat
Indonesian Journal of Electrical Engineering and Computer Science Vol 41, No 3: March 2026
Publisher : Institute of Advanced Engineering and Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.11591/ijeecs.v41.i3.pp1070-1081

Abstract

This study proposes a microservice-oriented machine learning framework to enhance intelligence and scalability in perishable fish cold chain logistics. Unlike conventional monitoring-centric systems, the framework integrates edge–cloud computing with multimodal machine learning models, including random forest for anomaly detection, long short-term memory (LSTM) for spoilage risk prediction, and convolutional neural network (CNN) for visual fish quality classification. The research adopts a design science approach combining literature analysis, field observations at cold storage facilities in Indramayu, Indonesia, and simulation-based validation. Experimental results demonstrate the feasibility of distributed analytics, modular deployment, and real-time inference within heterogeneous logistics environments. The proposed framework provides a deployable architectural reference for intelligent fisheries cold chain management and supports future large-scale, multi-stakeholder implementation.
Co-Authors Asmoro, Songsong Awan Setiawan Benie Ilman Dani Ramdani Dani Ramdani, Dani E Elsameinar Erwin Yulianto Estiyan Dwipriyoko Fajar Firmansyah Hamzah, Zulkifli Nur Hani Rahmawati Herlina Herlina Iwan Abadi Jamaludin, Maun Kusmaya Kusmaya Kusmaya, K Leni Herdiani Mokhamad Hendayun Muhammad Alif Naufal Nasrullah, Nanang R. Ismet Rohimat Riska Noviastuty SLAMET SETIAWAN Toddy Aditya Toto Ramadhan Wahyu Purnama Sari Wahyu Purnama Sari Wahyu Purnamasari, Wahyu Yiyi Supendi Yoan Ihsan