optimization towards state st traffic light patterns · 2020. 12. 21. · st traffic light patterns...

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Optimization towards State St Traffic Light Patterns --- By Hanyu Cai

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Page 1: Optimization towards State St Traffic Light Patterns · 2020. 12. 21. · St Traffic Light Patterns ---By HanyuCai. MainSt Red MainSt Yellow CrossSt RedCross St Yellow MainSt Flash

Optimization towards State St Traffic Light Patterns

--- By Hanyu Cai

Page 2: Optimization towards State St Traffic Light Patterns · 2020. 12. 21. · St Traffic Light Patterns ---By HanyuCai. MainSt Red MainSt Yellow CrossSt RedCross St Yellow MainSt Flash

Main St Red Main St Yellow Cross St YellowCross St RedMain St FlashNo walk Main St Walk

Cross St FlashNo Walk Cross St Walk

period that vehicles can pass period that vehicles can pass

period that pedestrians can pass period that pedestrians can pass

What a complete traffic light ”cycle” consists of ?

Page 3: Optimization towards State St Traffic Light Patterns · 2020. 12. 21. · St Traffic Light Patterns ---By HanyuCai. MainSt Red MainSt Yellow CrossSt RedCross St Yellow MainSt Flash

Current Light PatternsCross St Walk TimeMain St Walk Time

Fixed all the time

Page 4: Optimization towards State St Traffic Light Patterns · 2020. 12. 21. · St Traffic Light Patterns ---By HanyuCai. MainSt Red MainSt Yellow CrossSt RedCross St Yellow MainSt Flash

Build the new traffic light patterns

Use scipy.optimize

Constraints/Assumptions:1. Total Cycle is 60-110s(adjust according to different intersections)

2. The differences between main st & crs st cycle is less than a constant C(adjust C according to different intersections)

What if pedestrians and vehicles follow different directions on State St?

80% peds & vehicles go main st, 20% peds & vehicles go crs st

80% peds & 40% vehicles go main st, 20% peds & 60% vehicles go crs st

Traffic congestions may arouse

Page 5: Optimization towards State St Traffic Light Patterns · 2020. 12. 21. · St Traffic Light Patterns ---By HanyuCai. MainSt Red MainSt Yellow CrossSt RedCross St Yellow MainSt Flash

The rate of vehicles/peds matters

Page 6: Optimization towards State St Traffic Light Patterns · 2020. 12. 21. · St Traffic Light Patterns ---By HanyuCai. MainSt Red MainSt Yellow CrossSt RedCross St Yellow MainSt Flash

Vehicles oriented à more pedestrians oriented

Optimization result for traffic on Mon-Thurs

Main ST cars Crs ST cars Main ST peds Crs St Peds

Avg waiting 12.4 4 20.6 9.2Avg waiting after optimization

9.3 8.7 12.6 12.2

Page 7: Optimization towards State St Traffic Light Patterns · 2020. 12. 21. · St Traffic Light Patterns ---By HanyuCai. MainSt Red MainSt Yellow CrossSt RedCross St Yellow MainSt Flash

Vehicles oriented à more pedestrians oriented

Optimization result for traffic on Mon-Thurs

Main ST cars Crs ST cars Main ST peds Crs St Peds

Avg waiting 12.4 4 20.6 9.2Avg waiting after optimization

9.3 8.7 12.6 12.2

Page 8: Optimization towards State St Traffic Light Patterns · 2020. 12. 21. · St Traffic Light Patterns ---By HanyuCai. MainSt Red MainSt Yellow CrossSt RedCross St Yellow MainSt Flash
Page 9: Optimization towards State St Traffic Light Patterns · 2020. 12. 21. · St Traffic Light Patterns ---By HanyuCai. MainSt Red MainSt Yellow CrossSt RedCross St Yellow MainSt Flash