ScholarWorks@중앙대학교

초록

Purpose: This study aims to develop a drone-based running coaching platform that integrates real-time movement tracking, environmental data analysis, and personalized feedback to enhance performance and safety in long-distance running activities, such as marathons. The system combines drones, augmented reality (AR) glasses, wearable devices, AI-based data analysis, and large language model (LLM)-powered coaching. Method: The proposed system utilizes drones equipped with high-resolution cameras and motion detection capabilities to monitor runners’ postures, strides, and landing patterns. AR glasses provide real-time environmental information, including terrain and weather conditions. Wearable devices track physiological data such as heart rate and oxygen saturation, while the collected data are transmitted to a cloud server for analysis using machine learning models. Personalized coaching is delivered through an LLM system that provides real-time feedback and advice tailored to the runner’s specific needs and conditions. Results: The integrated system effectively captures and analyzes real-time data, offering customized feedback to improve running efficiency and prevent injuries. The drone-based motion detection system accurately monitors movement, while the AR glasses provide environmental insights. Machine learning models analyze user data to generate personalized training strategies, and the LLM-powered coaching system provides interactive situation-specific guidance. The system demonstrated the ability to optimize the performance while ensuring safety in different running environments. Conclusion: This research highlights the potential of combining advanced technologies to create an innovative coaching platform for long-distance running. The system addresses limitations of traditional coaching methods by integrating real-time data collection and analysis, environmental adaptability, and personalized feedback. Future work will focus on validating the reliability and scalability of the system in various practical settings, paving the way for broader applications in sports and rehabilitation.

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