Short-term traffic flow prediction based on spatio-temporal analysis and CNN deep learning

Transportmetrica A Transport Science ◽

10.1080/23249935.2019.1637966 ◽

2019 ◽

Vol 15 (2) ◽

pp. 1688-1711 ◽

Author(s):

Weibin Zhang ◽

Yinghao Yu ◽

Yong Qi ◽

Feng Shu ◽

Yinhai Wang

Keyword(s):

Deep Learning ◽

Traffic Flow ◽

Temporal Analysis ◽

Traffic Flow Prediction ◽

Flow Prediction ◽

Spatio Temporal

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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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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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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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Short-term urban traffic flow prediction using deep spatio-temporal residual networks

2018 13th IEEE Conference on Industrial Electronics and Applications (ICIEA) ◽

10.1109/iciea.2018.8397870 ◽

2018 ◽

Author(s):

Xingming Wu ◽

Siyi Ding ◽

Weihai Chen ◽

Jianhua Wang ◽

Peter C. Y. Chen

Keyword(s):

Traffic Flow ◽

Urban Traffic ◽

Traffic Flow Prediction ◽

Flow Prediction ◽

Spatio Temporal

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Short-Term Traffic Flow Prediction Based On Deep Learning Network

2019 International Conference on Robots & Intelligent System (ICRIS) ◽

10.1109/icris.2019.00122 ◽

2019 ◽

Author(s):

Lin Yu ◽

Jiandong Zhao ◽

Yuan Gao ◽

Weijian Lin

Keyword(s):

Deep Learning ◽

Traffic Flow ◽

Learning Network ◽

Traffic Flow Prediction ◽

Flow Prediction ◽

Deep Learning Network

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Fuzzy hybrid framework with dynamic weights for short-term traffic flow prediction by mining spatio-temporal correlations

IET Intelligent Transport Systems ◽

10.1049/iet-its.2019.0287 ◽

2020 ◽

Vol 14 (2) ◽

pp. 73-81 ◽

Author(s):

Dongfang Ma ◽

Bowen Sheng ◽

Xiaolong Ma ◽

Sheng Jin

Keyword(s):

Traffic Flow ◽

Traffic Flow Prediction ◽

Temporal Correlations ◽

Flow Prediction ◽

Hybrid Framework ◽

Spatio Temporal

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A Hybrid Deep Learning Model With Attention-Based Conv-LSTM Networks for Short-Term Traffic Flow Prediction

IEEE Transactions on Intelligent Transportation Systems ◽

10.1109/tits.2020.2997352 ◽

2020 ◽

pp. 1-11 ◽

Author(s):

Haifeng Zheng ◽

Feng Lin ◽

Xinxin Feng ◽

Youjia Chen

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 Considering Spatio-Temporal Correlation: A Hybrid Model Combing Type-2 Fuzzy C-Means and Artificial Neural Network

IEEE Access ◽

10.1109/access.2019.2931920 ◽

2019 ◽

Vol 7 ◽

pp. 101009-101018 ◽

Author(s):

Jinjun Tang ◽

Lexiao Li ◽

Zheng Hu ◽

Fang Liu

Keyword(s):

Neural Network ◽

Artificial Neural Network ◽

Traffic Flow ◽

Hybrid Model ◽

Temporal Correlation ◽

Traffic Flow Prediction ◽

Flow Prediction ◽

Spatio Temporal

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Short Term Traffic Flow Prediction Based on Deep Learning

10.1061/9780784482292.214 ◽

2019 ◽

Author(s):

JiaWen Li ◽

JingSheng Wang

Keyword(s):

Deep Learning ◽

Traffic Flow ◽

Traffic Flow Prediction ◽

Flow Prediction

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