@inproceedings{0b54f1f22aa14320b3f40f6ab853a1e6,
title = "Research on the Risk of Radar Antenna Array Maintenance Operations in Real Working Conditions Based on Intelligent Evaluation Tools",
abstract = "The assessment of worker posture load risk, as they interact with their work environment, is pivotal in evaluating biomechanical overload and preventing work-related musculoskeletal disorders (WMSDs). This paper investigates the application of artificial intelligence (AI) algorithms for posture risk assessment in authentic work settings. Workers' actions were recorded using smartphones, and key posture frames were extracted through pose recognition algorithms from these video samples. The key frames were digitally skeletalized, and their pose load was assessed using the Rapid Upper Limb Assessment (RULA) method. A total of 9431 key frames were extracted from a 32-min video of a single worker performing a task, after conducting two repetitive experiments. The findings demonstrate the efficacy of the method in recognizing key postures within actual work scenarios. Achieving a joint recognition accuracy of 84.6%. Moreover, 89.1% of the assessed tasks in radar antenna array maintenance resulted in upper arm scores exceeding 3 points, indicating a significant risk. This research lays a robust foundation for establishing a human-centric Industry 5.0 system, facilitating the online, real-time assessment of human posture risks.",
keywords = "human-centric, intelligence, radar antenna array, risk assessment of work posture, RULA",
author = "Jingluan Wang and Huizhong Zhang and Zhongjian Han and Yu Fan and Dengkai Chen",
note = "Publisher Copyright: {\textcopyright} The Author(s), under exclusive license to Springer Nature Switzerland AG 2024.; 15th International Conference on Digital Human Modeling and Applications in Health, Safety, Ergonomics and Risk Management, DHM 2024, held as part of the 26th HCI International Conference, HCII 2024 ; Conference date: 29-06-2024 Through 04-07-2024",
year = "2024",
doi = "10.1007/978-3-031-61066-0_9",
language = "英语",
isbn = "9783031610653",
series = "Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)",
publisher = "Springer Science and Business Media Deutschland GmbH",
pages = "129--140",
editor = "Duffy, {Vincent G.}",
booktitle = "Digital Human Modeling and Applications in Health, Safety, Ergonomics and Risk Management - 15th International Conference, DHM 2024, Held as Part of the 26th HCI International Conference, HCII 2024, Proceedings",
}