Deep learning models for traffic flow prediction in autonomous vehicles: A review, solutions, and challenges

Vehicular Communications ◽

10.1016/j.vehcom.2019.100184 ◽

2019 ◽

Vol 20 ◽

pp. 100184 ◽

Author(s):

Arzoo Miglani ◽

Neeraj Kumar

Keyword(s):

Deep Learning ◽

Traffic Flow ◽

Autonomous Vehicles ◽

Learning Models ◽

Traffic Flow Prediction ◽

Flow Prediction

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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

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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

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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

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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

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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

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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

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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 ◽

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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

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A deep-learning model for urban traffic flow prediction with traffic events mined from twitter

World Wide Web ◽

10.1007/s11280-020-00800-3 ◽

2020 ◽

Author(s):

Aniekan Essien ◽

Ilias Petrounias ◽

Pedro Sampaio ◽

Sandra Sampaio

Keyword(s):

Deep Learning ◽

Traffic Flow ◽

Learning Model ◽

Urban Traffic ◽

Traffic Flow Prediction ◽

Flow Prediction ◽

Deep Learning Model

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Deep learning based short-term air traffic flow prediction considering temporal–spatial correlation

Aerospace Science and Technology ◽

10.1016/j.ast.2019.04.021 ◽

2019 ◽

Vol 93 ◽

pp. 105113 ◽

Author(s):

Yi Lin ◽

Jian-wei Zhang ◽

Hong Liu

Keyword(s):

Deep Learning ◽

Traffic Flow ◽

Spatial Correlation ◽

Air Traffic ◽

Traffic Flow Prediction ◽

Flow Prediction ◽

Air Traffic Flow

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