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All Journal Sistemasi: Jurnal Sistem Informasi JURNAL TEKNOLOGI DAN OPEN SOURCE Jurnal Teknik Industri Terintegrasi (JUTIN) Jurnal Teknik Informatika Journal of Informatics and Electronics Engineering Proceeding Applied Business and Engineering Conference Journal of Embedded Systems, Security and Intelligent Systems Jurnal Elektronika dan Teknik Informatika Terapan Saber: Jurnal Teknik Informatika, Sains dan Ilmu Komunikasi Jurnal Informatika Polinema (JIP) Jupiter: Publikasi Ilmu Keteknikan Industri, Teknik Elektro dan Informatika Saturnus: Jurnal Teknologi dan Sistem Informasi TANJAK : Jurnal Pengabdian Kepada Masyarakat INOVTEK Polbeng - Seri Informatika Jurnal Teknik Informatika dan Teknologi Informasi
Muhammad Asep Subandri
Politeknik Negeri Bengkalis
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Journal : journal of embedded systems security and intelligent systems

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Edge-Based Early Warning for High-Speed Boat Stability Monitoring Muhammad Asep Subandri; Jamal; Fajar Ratnawati; I Gusti Agung Putu Mahendra; Agus Tedyyana; Budhi Santoso
Journal of Embedded Systems, Security and Intelligent Systems Vol 7 No 3 (2026): September 2026
Publisher : Program Studi Teknik Komputer

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.59562/jessi.v7i3.11866

Abstract

Purpose - This study aims to develop and evaluate an edge-based early warning prototype for monitoring the stability of high-speed boats using real-time motion data. Design/methods/approach – The study employs an engineering prototype validation design consisting of system requirement analysis, architecture design, implementation, and validation. The system integrates an IMU (MPU-6050) for motion sensing, a Raspberry Pi-based edge computing unit for real-time processing, rule-based classification (Normal/Warning/Critical), and an MQTT-based communication framework connected to the SHISTAMO dashboard. Prototype validation includes functional testing, platform integration, and operational monitoring using controlled scenarios and expert-labeled events. Findings - The results show that the prototype successfully performs end-to-end integration from sensing to visualization. The system achieved 90.4% classification accuracy, with high recall in detecting critical conditions (96.7%), ensuring reliable identification of high-risk events. The local alarm response time was 182 ms, while the dashboard update delay averaged 1.24 s, indicating near-real-time performance. Communication reliability was also high, with 98.8% data delivery success and 97.2% offline synchronization. Research implications/limitations – The findings demonstrate prototype-level feasibility; however, validation is limited to controlled scenarios and does not yet represent diverse sea conditions. The rule-based thresholds and comfort proxy require further calibration and validation through extended sea trials and reference instrumentation. Originality/value – This study contributes an integrated edge-based maritime monitoring prototype that combines motion sensing, offline-capable alarming, real-time telemetry, and fleet-level logging in a single system, specifically tailored to the operational needs of high-speed boats.
Co-Authors Agus Saputra Agus Tedyyana, Agus Amirul Amirul Bella Kurnia Amellia Boby Rahman Boby Rahman Danuri Danuri Danuri Danuri, Danuri Deo Seti Aji Depandi Enda Dian Utami Fajar Ratnawati Fajri P. Putra Fajri Profesio Putra Fajri Profesio Putra Hamzan Wadi Herianto Herianto I Gusti Agung Putu Mahendra Jamal Jaroji Jaroji Kasmawi Muhammad Aidil Adham Muhammad Gala Garcya Muhammad Gala Garcya Muhammad Siddiq Putra, Fajri Profesio Putu Mahendra, I Gusti Agung Rahmat Fajrul Ratnawati, Fajar Reinaldi Teguh Setyawan Ryci Rahmatil Fiska Sani, Muhammad Santoso, Budhi Sofia Randa Supria Teguh Setyawan, Reinaldi Yosi Rumandha Zhafira Khairunnisa Azra