The Mechanical Engineering senior design group, CARmodynamics, won a bronze award at the 14th KSME Student Creative Design Competition (SCDC), organized by the Korean Society of Mechanical Engineers (KSME). CARmodynamics consists of five Mechanical Engineering students: Jinkyu Lee, Yunjeong Kim, Hojin Song, Sooyeun Yang, and Sehyeon Jeong. They were selected as one of 15 teams, out of a total of 180 entries, to present at the competition.
Their presentation addressed the growing problem of potholes and the need for efficient detection methods. The team developed an automated pothole detection system to replace current manual reporting methods, using a YOLO v5 deep learning model, GPS, and machine learning-based vibration analyses to accurately identify and document pothole locations. Testing was conducted with a custom-built electric vehicle, with structural integrity verified through Finite Element Analyses using ANSYS. The results validated each module's performance, demonstrating the system's potential to improve pothole detection and enhance road maintenance efficiency.