Traffic Optimization Through Waiting Prediction and Evolutive Algorithms
Autor:
García, Francisco
; Hernández, Helena
; Moreno-García, María N.
; de Paz Santana, Juan F.
; López, Vivian F.
; Bajo, Javier
Fecha:
12/2023Palabra clave:
Revista / editorial:
International Journal of Interactive Multimedia and Artificial IntelligenceCitación:
F. García, H. Hernández, M. N. Moreno-García, J. F. De Paz, V. F. López, J. Bajo. Traffic Optimization Through Waiting Prediction and Evolutive Algorithms, International Journal of Interactive Multimedia and Artificial Intelligence, (2023), http://dx.doi.org/10.9781/ijimai.2023.12.001Tipo de Ítem:
articleDirección web:
https://www.ijimai.org/journal/bibcite/reference/3397
Resumen:
Traffic optimization systems require optimization procedures to optimize traffic light timing settings in order to improve pedestrian and vehicle mobility. Traffic simulators allow obtaining accurate estimates of traffic behavior by applying different timing configurations, but require considerable computational time to perform validation tests. For this reason, this project proposes the development of traffic optimizations based on the estimation of vehicle waiting times through the use of different prediction techniques and the use of this estimation to subsequently apply evolutionary algorithms that allow the optimizations to be carried out. The combination of these two techniques leads to a considerable reduction in calculation time, which makes it possible to apply this system at runtime. The tests have been carried out on a real traffic junction on which different traffic volumes have been applied to analyze the performance of the system.
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