Jieling Jin

Multi-objective deep reinforcement learning approach for adaptive traffic signal control system with concurrent optimization of safety, efficiency, and decarbonization at intersections

Gongquan Zhang, Fangrong Chang, Jieling Jin et al. · Accident Analysis & Prevention · 2024 · 80 citations

Intelligent Traffic Management, Engineering, Concurrent Optimization +6

Real-time crash risk prediction in freeway tunnels considering features interaction and unobserved heterogeneity: A two-stage deep learning modeling framework

Jieling Jin, Helai Huang, Yuan Chen et al. · Analytic Methods in Accident Research · 2023 · 45 citations

Engineering, Machine Learning, Data Science +10

A variable speed limit control approach for freeway tunnels based on the model-based reinforcement learning framework with safety perception

Jieling Jin, Ye Li, Helai Huang et al. · Accident Analysis & Prevention · 2024 · 28 citations

Intelligent Traffic Management, Model-based Reinforcement, Engineering +9

Analysis of drink-driving behavior: Considering the subjective and objective factors of drivers

Jieling Jin, Yuanchang Deng · Traffic Injury Prevention · 2021 · 19 citations

A comparative study on traffic violation level prediction using different models

Jieling Jin, Yuanchang Deng · 2017 · 16 citations

Traffic Theory, Traffic Violations, Machine Learning +18