In the dynamic field of civil infrastructure, capstone projects play a pivotal role in fostering innovation and preparing future engineers for real-world complexities. These intensive design endeavors provide students with a unique opportunity to apply their classroom learning to address pressing challenges facing our urban landscapes. Capstone d