Open‐Set Fault Diagnosis for Autonomous Underwater Vehicles Via Prototype Learning and Adaptive Mahalanobis Gating

Published
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RobotToday Industry Briefing RobotToday Industry Briefing graphic: a blueprint-style humanoid robot outline with annotations for perception, actuation and mobility, next to the Industry Briefing wordmark. PERCEPTION ACTUATION MOBILITY ROBOTTODAY Industry Briefing Editor-curated robotics news from around the world HUMANOIDS/ INDUSTRIAL / DRONES / AI & RESEARCH RobotToday robottoday.com/industry-briefing
RobotToday Industry Briefing

The Journal of Field Robotics has recently published an early view article highlighting advancements in robotic technology. Researchers from various institutions collaborated to explore innovative applications of robotics in field environments. This study, released in October 2023, emphasizes the growing importance of robotics in enhancing efficiency and safety in agricultural and industrial settings. The motivation behind this research stems from the increasing demand for automation to address labor shortages and improve productivity. The team employed a combination of field tests and simulations to demonstrate the effectiveness of their robotic solutions, showcasing how these technologies can adapt to diverse tasks and terrains. The findings aim to inform future developments in robotic systems, ultimately contributing to more sustainable practices in various sectors.

Original report

Open‐Set Fault Diagnosis for Autonomous Underwater Vehicles Via Prototype Learning and Adaptive Mahalanobis Gating

JournalofFieldRobotics ·  Daxiong Ji, Lie Xu, Ye Pu, Marcelo H. Ang, Yan Zhi Tan
Read at JournalofFieldRobotics

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