notesum.ai

Published at December 5

Traffic Co-Simulation Framework Empowered by Infrastructure Camera Sensing and Reinforcement Learning

eess.SY

cs.LG

cs.SY

eess.IV

Released Date: December 5, 2024

Authors: Talha Azfar¹, Ruimin Ke¹

Aff.: ¹Rensselaer Polytechnic Institute

Arxiv: http://arxiv.org/pdf/2412.03925v1

Refer to caption

	Static	Wait time	Average speed	Queue	Pressure
Medium traffic
Mean speed (m/s)	6.11	7.68	9.13	5.66	6.57
Total travel time (s)	145,144	103,374	83,151	163,975	151,293
Mean waiting time (s)	137	39.9	28.7	111	108
Mean time lost (s)	228	121	68.4	276	244
Mean trip duration (s)	375	267	215	424	391
Heavy traffic
Mean speed (m/s)	4.57	4.21	6.02	4.62	3.78
Total travel time (s)	355,699	378,305	208,443	323,366	451,718
Mean waiting time (s)	321	286	77.9	184	287
Mean time lost (s)	458	497	212	403	621
Mean trip duration (s)	601	640	354	547	764