Hierarchical ramp metering in freeways: An aggregated modeling and control approach

•We propose a hierarchical ramp metering approach that is based on the freeway MFD.•The effect of heterogeneity and capacity drop on freeway MFD are investigated.•The presented control approach is tested using different models as the plant.•The presented control approach is compared with other optimal control approaches.