sumoITScontrol - Traffic Controller Collection for SUMO Traffic Simulations
summary
sumoITScontrol is an open source Python framework (TraCI + SUMO) that implements standard ramp‑metering and signal controllers — ALINEA, METALINE, HERO and Max Pressure, SCOOT/SCATS-inspired — and ships calibration and evaluation recipes. Authors scan 50,000 papers, find <5% share code, replicate 15 studies and show single runs are misleading: stochastic variance is large, so they recommend run 10–20 seeds, report mean ± SD, and apply statistical tests; code is on GitHub.
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chapters (12)
- 0:00SUMO ITS control intro
- 1:03Traffic simulation uses
- 2:28Reproducibility in traffic control
- 4:15SUMO ITS control package
- 5:18Baseline controllers
- 7:02Ramp metering controllers
- 9:31Highway simulation design
- 11:58Signal control controllers
- 14:48Urban network simulation design
- 16:11Evaluating strategies statistically
- 18:38Parameter optimization
- 20:45Future work and conclusion
