Article ID | Journal | Published Year | Pages | File Type |
---|---|---|---|---|
11001977 | Advanced Engineering Informatics | 2018 | 17 Pages |
Abstract
In this research, first a real-world microscopic traffic simulation of downtown Tehran is carried out, then four experiments are performed in order to find the best RLTSC with convincing robustness and strong performance. The results reveal that the RLTSC based on continuous state actor-critic(λ) has the best performance. In addition, it is found that the best RLTSC leads to saving average travel time by 22% (at the presence of high system disturbances) when it is compared with an optimized fixed-time controller.
Related Topics
Physical Sciences and Engineering
Computer Science
Artificial Intelligence
Authors
Mohammad Aslani, Stefan Seipel, Mohammad Saadi Mesgari, Marco Wiering,