Vision-based adaptive traffic light controller for single intersection
| dc.contributor.author | Sutharsan, M | |
| dc.contributor.author | Rajakaruna, S | |
| dc.contributor.author | Jayaweera, SY | |
| dc.contributor.author | Jayaweera, JACM | |
| dc.contributor.author | Thayaparan, S | |
| dc.contributor.editor | Karunananda, AS | |
| dc.contributor.editor | Talagala, PD | |
| dc.date.accessioned | 2022-11-10T09:20:16Z | |
| dc.date.available | 2022-11-10T09:20:16Z | |
| dc.date.issued | 2020-12 | |
| dc.description.abstract | In this paper, a vision-based adaptive traffic light controller is proposed. The proposed controller was successfully deployed and tested as a complete system in a complex roundabout in Colombo city at a highly congested time. There were two main parts to this implementation. The first part was a vision-based traffic monitoring system. In this part, a system was developed so that it monitored lanes in a junction with cameras and extracted a traffic index based on traffic density, vehicle type, and pixel-wise velocity of vehicles by processing the video streams coming from cameras. The traffic signal light controlling part was the second part of the project. This part dealt with estimating a better timing adjustment for the existing system using a mathematical modeling approach while taking the extracted traffic index as input. This system was operated with the existing system with minimum alterations for easy real-world implementation. The developed prototype was plugged into the existing system to change traffic light phase timing according to the existing traffic level. | en_US |
| dc.identifier.citation | M. Sutharsan, S. Rajakaruna, S. Y. Jayaweera, J. A. C. M. Jayaweera and S. Thayaparan, "Vision-Based Adaptive Traffic Light Controller for Single Intersection," 2020 5th International Conference on Information Technology Research (ICITR), 2020, pp. 1-6, doi: 10.1109/ICITR51448.2020.9310872. | en_US |
| dc.identifier.conference | 5th International Conference in Information Technology Research 2020 | en_US |
| dc.identifier.department | Information Technology Research Unit, Faculty of Information Technology, University of Moratuwa. | en_US |
| dc.identifier.doi | doi: 10.1109/ICITR51448.2020.9310872 | en_US |
| dc.identifier.faculty | IT | en_US |
| dc.identifier.place | Moratuwa, Sri Lanka | en_US |
| dc.identifier.proceeding | Proceedings of the 5th International Conference in Information Technology Research 2020 | en_US |
| dc.identifier.uri | http://dl.lib.uom.lk/handle/123/19480 | |
| dc.identifier.year | 2020 | en_US |
| dc.language.iso | en | en_US |
| dc.publisher | Faculty of Information Technology, University of Moratuwa. | en_US |
| dc.relation.uri | https://ieeexplore.ieee.org/document/9310872 | en_US |
| dc.subject | Adaptive traffic controller | en_US |
| dc.subject | Computer vision | en_US |
| dc.subject | Deep learning | en_US |
| dc.subject | Intelligent transport system | en_US |
| dc.subject | Programmable logic controller | en_US |
| dc.title | Vision-based adaptive traffic light controller for single intersection | en_US |
| dc.type | Conference-Full-text | en_US |
