Inverse pheromone-based decentralized route guidance for connected vehicles

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초록

The increasing number of vehicles needs effective routing schemes to be introduced, which is a challenge due to the uncertainty of the traffic network. This paper, inspired by the ant colony optimization algorithm, proposes an inverse pheromone-based routing method to solve the dynamic traffic routing problem in the connected vehicle environment. Traditionally, the pheromone is used to attract other ants; however, the inverse pheromone represents the negative effect. Each connected vehicle is modeled as an ant that deposits its pheromones on the road segments. The more pheromone deposited on a road segment, the more congestion is in that road segment. The connected vehicles should then avoid the high congestion path and select a less congested road segment for travel. The proposed method is implemented in a decentralized traffic management system in which the connected vehicles share information to support route choice decision-making process. Results from simulations performed with a realistic map in the Simulation of Urban Mobility demonstrate that the proposed method outperforms the conventional pheromone-based routing method by reducing the average trip duration by 13% on average. © 2021 ACM.

키워드

connected vehicles; dynamic traffic routing; inverse pheromone; simulation of urban mobility; Ant colony optimization; Decision making; Highway traffic control; Information management; Road vehicles; Roads and streets; Traffic congestion; Transportation routes; Ant Colony Optimization algorithms; Decision making process; Dynamic traffic routing; Number of vehicles; Routing methods; Routing scheme; Traffic management systems; Traffic networks; Inverse problems
제목
Inverse pheromone-based decentralized route guidance for connected vehicles
저자
Nguyen, T.-H.; Jung, J.J.
DOI
10.1145/3412841.3441925
발행일
2021-03
유형
Proceedings Paper
저널명
Proceedings of the ACM Symposium on Applied Computing
페이지
459 ~ 463