The diverse and complex real-world network topology presents a significant challenge for network-level traffic control. My collaborators and I explored two distinct approaches 1) an optimization-based method and 2) a max-pressure-based control method. This research project is collaborated with Prof. Yafeng Yin, Prof. Yiheng Feng, and Prof. Siqian Shen.