Research Article

Adaptive Traffic Signal Control Model on Intersections Based on Deep Reinforcement Learning

Table 2

Configurations of simulation data in single-intersection case.

SL no.Traffic conditionsDirectionsNumber of vehiclesTime interval (s)Flow rate (veh/h)

1Evenly distributed steady trafficSouth–North5000–3600500
North–South5000–3600500
West–East5000–3600500
East–West5000–3600500
North–East5000–3600500
East–South5000–3600500
South–West5000–3600500
West–North5000–3600500

2Simply direction changing trafficSouth–North4000–1800800
North–South4000–1800800
West–East4001800–3600800
East–West4001800–3600800
North–East4000–1800800
East–South4001800–3600800
South–West4000–1800800
West–North4001800–3600800

3Unevenly distributed steady trafficSouth–North5000–3600500
North–South5000–3600500
West–East2500–3600250
East–West2500–3600250
North–East5000–3600500
East–South2500–3600250
South–West5000–3600500
West–North2500–3600250