Data Augmented Deep Behavioral Cloning for Urban Traffic Control Operations Under a Parallel Learning Framework
Sign Up to like & getrecommendations! Published in 2021 at "IEEE Transactions on Intelligent Transportation Systems"
DOI: 10.1109/tits.2020.3048151
Abstract: It is indispensable for professional traffic signal engineers to perform manual operations of traffic signal control (TSC) to mitigate traffic congestion, especially with complicated scenarios. However, such a task is time-consuming, and the level of… read more here.
Keywords: urban traffic; control; behavioral cloning; traffic ... See more keywords
Novel Real-Time Power System Scheduling Based on Behavioral Cloning of a Grid Expert Strategy with Integrated Graph Neural Networks
Sign Up to like & getrecommendations! Published in 2025 at "Energies"
DOI: 10.3390/en18081934
Abstract: Amidst the large-scale integration of renewable energy, power grid operations are increasingly characterized by higher levels of uncertainty, challenging the system’s safety and stability. Traditional model-driven dispatch methods are computationally intensive, and recent Reinforcement Learning… read more here.
Keywords: system; graph neural; grid expert; behavioral cloning ... See more keywords