Spatial-temporal Structures of Deep Learning Models for Traffic Flow Forecasting: A Survey

Mapping Intimacies ◽

10.1109/icoias53694.2021.00041 ◽

2021 ◽

Author(s):

Qingsong Luo ◽

Yimin Zhou

Keyword(s):

Deep Learning ◽

Traffic Flow ◽

Learning Models ◽

Traffic Flow Forecasting ◽

Temporal Structures

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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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Spatiotemporal Traffic Flow Forecasting for PHETs Based on Data Mining and Deep Learning

2019 IEEE International Symposium on Signal Processing and Information Technology (ISSPIT) ◽

10.1109/isspit47144.2019.9001881 ◽

2019 ◽

Author(s):

Xiangzhou Luo ◽

Xushan Qing ◽

Huimiao Chen

Keyword(s):

Data Mining ◽

Deep Learning ◽

Traffic Flow ◽

Traffic Flow Forecasting

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Optimized Structure of the Traffic Flow Forecasting Model With a Deep Learning Approach

IEEE Transactions on Neural Networks and Learning Systems ◽

10.1109/tnnls.2016.2574840 ◽

2017 ◽

Vol 28 (10) ◽

pp. 2371-2381 ◽

Author(s):

Hao-Fan Yang ◽

Tharam S. Dillon ◽

Yi-Ping Phoebe Chen

Keyword(s):

Deep Learning ◽

Traffic Flow ◽

Forecasting Model ◽

Learning Approach ◽

Traffic Flow Forecasting

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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 parallel spatiotemporal deep learning network for highway traffic flow forecasting

International Journal of Distributed Sensor Networks ◽

10.1177/1550147719832792 ◽

2019 ◽

Vol 15 (2) ◽

pp. 155014771983279 ◽

Author(s):

Dongxiao Han ◽

Juan Chen ◽

Jian Sun

Keyword(s):

Deep Learning ◽

Traffic Flow ◽

Highway Traffic ◽

Learning Network ◽

Traffic Flow Forecasting ◽

Deep Learning Network

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A Decomposition and Attention Fusion Approach for Traffic Flow Forecasting Using Multimodal Deep Learning

10.1061/9780784483565.022 ◽

2021 ◽

Author(s):

Tuo Sun ◽

Wanjing Ma ◽

Bo Sun ◽

Ling Wang

Keyword(s):

Deep Learning ◽

Traffic Flow ◽

Traffic Flow Forecasting ◽

Fusion Approach

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A Novel Deep Learning Model Based on the Improved Loss Function for Traffic Flow Forecasting

10.1007/978-981-16-6324-6_27 ◽

2021 ◽

pp. 260-268

Author(s):

Wanpeng Wu ◽

Wuneng Zhou ◽

You Wu ◽

Xuan Gu ◽

Guang Yang

Keyword(s):

Deep Learning ◽

Traffic Flow ◽

Loss Function ◽

Learning Model ◽

Model Based ◽

Traffic Flow Forecasting ◽

Deep Learning Model

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A Hybrid Method for Traffic Flow Forecasting Using Multimodal Deep Learning

International Journal of Computational Intelligence Systems ◽

10.2991/ijcis.d.200120.001 ◽

2020 ◽

Vol 13 (1) ◽

pp. 85 ◽

Author(s):

Shengdong Du ◽

Tianrui Li ◽

Xun Gong ◽

Shi-Jinn Horng

Keyword(s):

Deep Learning ◽

Traffic Flow ◽

Hybrid Method ◽

Traffic Flow Forecasting

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Attention meets long short-term memory: A deep learning network for traffic flow forecasting

Physica A Statistical Mechanics and its Applications ◽

10.1016/j.physa.2021.126485 ◽

2021 ◽

pp. 126485

Author(s):

Weiwei Fang ◽

Wenhao Zhuo ◽

Jingwen Yan ◽

Youyi Song ◽

Dazhi Jiang ◽

...

Keyword(s):

Deep Learning ◽

Traffic Flow ◽

Short Term Memory ◽

Term Memory ◽

Learning Network ◽

Traffic Flow Forecasting ◽

Long Short Term Memory ◽

Deep Learning Network

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