Machine learning methods for data-driven microscopic traffic simulation modelling and calibration

• Main Author: Naing, Htet
• Other Authors: Cai Wentong
• Format: Thesis-Doctor of Philosophy
• Language: English
• Published: Nanyang Technological University 2024
• Subjects: Computer and Information Science; Machine learning; Physics-guided machine learning; Data-driven modelling; Microscopic traffic simulation; Digital twin
• Online Access: https://hdl.handle.net/10356/178732
• Institution: Nanyang Technological University

Microscopic traffic modelling and simulation plays a crucial role in understanding and managing the complexities of modern road networks. However, existing approaches often struggle to capture the intricacies of real-world traffic behavior. Recent advancements in computing power and the abundance of...