Distributed predictive cruise control based on reinforcement learning and validation on microscopic traffic simulation
Sign Up to like & getrecommendations! Published in 2020 at "Iet Intelligent Transport Systems"
DOI: 10.1049/iet-its.2019.0404
Abstract: This study proposes a novel distributed predictive cruise control (PCC) algorithm based on reinforcement learning. The algorithm aims at reducing idle time and maintaining an adjustable speed depending on the traffic signals. The effectiveness of… read more here.
Keywords: traffic; cruise control; microscopic traffic; distributed predictive ... See more keywords
An Enhanced Predictive Cruise Control System Design With Data-Driven Traffic Prediction
Sign Up to like & getrecommendations! Published in 2021 at "IEEE Transactions on Intelligent Transportation Systems"
DOI: 10.1109/tits.2021.3076494
Abstract: The predictive cruise control (PCC) is a promising method to optimize energy consumption of vehicles, especially the heavy-duty vehicles (HDV). Due to the limited sensing range and computational capabilities available on-board, the conventional PCC system… read more here.
Keywords: pcc; system; control; cruise control ... See more keywords
Data-Driven Leading Vehicle Speed Forecast and Its Application to Ecological Predictive Cruise Control
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Vehicular Technology"
DOI: 10.1109/tvt.2022.3193091
Abstract: In this article, we propose an ecological predictive cruise control method for connected and automated vehicles (CAVs) using data-driven predicted leading vehicle speed in a car-following scenario. Many existing studies assume that the leading vehicle's… read more here.
Keywords: speed; predictive cruise; control; leading vehicle ... See more keywords