Geographic and Temporal Deep Learning Method for Traffic Flow Prediction in Highway Network

Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering - Collaborative Computing: Networking, Applications and Worksharing ◽

10.1007/978-3-030-92638-0_23 ◽

2021 ◽

pp. 385-400

Author(s):

Tianpu Zhang ◽

Weilong Ding ◽

Mengda Xing ◽

Jun Chen ◽

Yongkang Du ◽

...

Keyword(s):

Deep Learning ◽

Traffic Flow ◽

Learning Method ◽

Traffic Flow Prediction ◽

Flow Prediction ◽

Highway Network

Download Full-text

A Diverse Ensemble Deep Learning Method for Short-Term Traffic Flow Prediction Based on Spatiotemporal Correlations

IEEE Transactions on Intelligent Transportation Systems ◽

10.1109/tits.2021.3131248 ◽

2021 ◽

pp. 1-13

Author(s):

Yang Zhang ◽

Dongrong Xin

Keyword(s):

Deep Learning ◽

Traffic Flow ◽

Learning Method ◽

Traffic Flow Prediction ◽

Flow Prediction ◽

Diverse Ensemble

Download Full-text

SAE Network: A Deep Learning Method for Traffic Flow Prediction

2018 5th International Conference on Information, Cybernetics, and Computational Social Systems (ICCSS) ◽

10.1109/iccss.2018.8572451 ◽

2018 ◽

Author(s):

Yinli Jin ◽

Wanrong Xu ◽

Ping Wang ◽

Jianqiang Yan

Keyword(s):

Deep Learning ◽

Traffic Flow ◽

Learning Method ◽

Traffic Flow Prediction ◽

Flow Prediction

Download Full-text

A review of deep learning models for traffic flow prediction in Autonomous Vehicles

2020 2nd International Conference on Advances in Computing, Communication Control and Networking (ICACCCN) ◽

10.1109/icacccn51052.2020.9362972 ◽

2020 ◽

Author(s):

Avinash Kumar ◽

Priya Saha

Keyword(s):

Deep Learning ◽

Traffic Flow ◽

Autonomous Vehicles ◽

Learning Models ◽

Traffic Flow Prediction ◽

Flow Prediction

Download Full-text

Interpretable Spatiotemporal Deep Learning Model for Traffic Flow Prediction Based on Potential Energy Fields

2020 IEEE International Conference on Data Mining (ICDM) ◽

10.1109/icdm50108.2020.00128 ◽

2020 ◽

Author(s):

Jiahao Ji ◽

Jingyuan Wang ◽

Zhe Jiang ◽

Jingtian Ma ◽

Hu Zhang

Keyword(s):

Deep Learning ◽

Potential Energy ◽

Traffic Flow ◽

Learning Model ◽

Traffic Flow Prediction ◽

Flow Prediction ◽

Deep Learning Model

Download Full-text

Deep Learning with Bidirectional Long Short-Term Memory for traffic flow Prediction

Journal of Physics Conference Series ◽

10.1088/1742-6596/1972/1/012098 ◽

2021 ◽

Vol 1972 (1) ◽

pp. 012098

Author(s):

Song Xue ◽

Chunfu Shao ◽

Shengyou Wang ◽

Yan Zhuang

Keyword(s):

Deep Learning ◽

Traffic Flow ◽

Short Term Memory ◽

Term Memory ◽

Traffic Flow Prediction ◽

Flow Prediction ◽

Long Short Term Memory

Download Full-text

Deep Learning Based Traffic Flow Prediction for Autonomous Vehicular Mobile Networks

10.1109/vtc2021-fall52928.2021.9625196 ◽

2021 ◽

Author(s):

Syed Ammad Ali Shah ◽

Kandasamy Illanko ◽

Xavier Fernando

Keyword(s):

Deep Learning ◽

Traffic Flow ◽

Mobile Networks ◽

Traffic Flow Prediction ◽

Flow Prediction

Download Full-text

MTGCN: A Multitask Deep Learning Model for Traffic Flow Prediction

Database Systems for Advanced Applications - Lecture Notes in Computer Science ◽

10.1007/978-3-030-59410-7_30 ◽

2020 ◽

pp. 435-451

Author(s):

Fucheng Wang ◽

Jiajie Xu ◽

Chengfei Liu ◽

Rui Zhou ◽

Pengpeng Zhao

Keyword(s):

Deep Learning ◽

Traffic Flow ◽

Learning Model ◽

Traffic Flow Prediction ◽

Flow Prediction ◽

Deep Learning Model

Download Full-text

Traffic Flow Prediction Model Using an Integrated Framework of Improved Intelligent Optimization Algorithms and Deep Learning Models

10.1007/978-981-16-6328-4_63 ◽

2021 ◽

pp. 613-624

Author(s):

Ao Cao ◽

Fuyong Wang ◽

Jin Tao ◽

Zhongxin Liu ◽

Zengqiang Chen

Keyword(s):

Deep Learning ◽

Prediction Model ◽

Traffic Flow ◽

Optimization Algorithms ◽

Learning Models ◽

Intelligent Optimization ◽

Integrated Framework ◽

Traffic Flow Prediction ◽

Flow Prediction ◽

Intelligent Optimization Algorithms

Download Full-text

Short-Term Traffic Flow Prediction Based on the Differential Data Graph and Deep Learning

2019 IEEE International Conference on Signal, Information and Data Processing (ICSIDP) ◽

10.1109/icsidp47821.2019.9173103 ◽

2019 ◽

Author(s):

Haijing Zhang ◽

Bobin Yao

Keyword(s):

Deep Learning ◽

Traffic Flow ◽

Traffic Flow Prediction ◽

Flow Prediction ◽

Download Full-text

Short-term traffic flow prediction of road network based on deep learning

IET Intelligent Transport Systems ◽

10.1049/iet-its.2019.0133 ◽

2020 ◽

Vol 14 (6) ◽

pp. 495-503 ◽

Author(s):

Lei Han ◽

Yi-Shao Huang

Keyword(s):

Deep Learning ◽

Traffic Flow ◽

Road Network ◽

Traffic Flow Prediction ◽

Flow Prediction

Download Full-text