most citedSTGIN: A Spatial Temporal Graph-Informer Network for Long Sequence Traffic Speed Forecasting

11 citations · 36 across the 6 of their papers we have counts for

collaborators

6 papers

cs.LG2022★ 11 cited

STGIN: A Spatial Temporal Graph-Informer Network for Long Sequence Traffic Speed Forecasting

Ruikang Luo, Yaofeng Song, Liping Huang +2

Accurate long series forecasting of traffic information is critical for the development of intelligent traffic systems. We may benefit from the rapid growth of neural network analy…

cs.CV2022★ 11 cited

Dense-TNT: Efficient Vehicle Type Classification Neural Network Using Satellite Imagery

Ruikang Luo, Yaofeng Song, Han Zhao +5

Accurate vehicle type classification serves a significant role in the intelligent transportation system. It is critical for ruler to understand the road conditions and usually cont…

eess.SY2022★ 10 cited

A SUMO Framework for Deep Reinforcement Learning Experiments Solving Electric Vehicle Charging Dispatching Problem

Yaofeng Song, Han Zhao, Ruikang Luo +3

In modern cities, the number of Electric vehicles (EV) is increasing rapidly for their low emission and better dynamic performance, leading to increasing demand for EV charging. Ho…

cs.LG2022★ 4 cited

AST-GIN: Attribute-Augmented Spatial-Temporal Graph Informer Network for Electric Vehicle Charging Station Availability Forecasting

Ruikang Luo, Yaofeng Song, Liping Huang +2

Electric Vehicle (EV) charging demand and charging station availability forecasting is one of the challenges in the intelligent transportation system. With the accurate EV station…

eess.SY2022

Distributed Dynamic Platoons Control and Junction Crossing Optimization for Mixed Traffic Flow in Smart Cities- Part II. Stability, Optimization, and Performance Analysis

Bohui Wang, Rong Su

In part II, we present a fully distributed nonlinear variable time headway space strategy to ensure the subsequent safe cruising and junction crossing, where the cooperative percep…

eess.SY2022

Distributed Dynamic Platoons Control and Junction Crossing Optimization for Mixed Traffic Flows in Smart Cities- Part I. Fundamentals, Theoretical and Automatic Decision Framework

Bohui Wang, Rong Su

This article studies the problems of distributed dynamic platoons control and smart junction crossing optimization for a mixed traffic flow with connected automated vehicles(CAVs)…