The recent breakthrough finding of macroscopic fundamental diagram (MFD) establishes the foundation of macroscopic analysis in urban transportation studies. However, the implementation of MFD for traffic signal control remains challenging. This is because the compact network-wide information provided by MFD is insufficient for searching for the optimal microscopic control policy. In this paper, ra...Show More