Short-Term Traffic Speed Prediction via Machine Learning

Green, Pervasive, and Cloud Computing – GPC 2020 Workshops - Communications in Computer and Information Science ◽

10.1007/978-981-33-4532-4_3 ◽

2020 ◽

pp. 31-42

Author(s):

Luis Romo ◽

Jingru Zhang ◽

Kevin Eastin ◽

Chao Xue

Keyword(s):

Machine Learning ◽

Speed Prediction ◽

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A Short-term Traffic Speed Prediction Model Based on LSTM Networks

International Journal of Intelligent Transportation Systems Research ◽

10.1007/s13177-021-00260-7 ◽

2021 ◽

Author(s):

Yu-Ling Hsueh ◽

Yu-Ren Yang

Keyword(s):

Prediction Model ◽

Model Based ◽

Speed Prediction ◽

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A Multitask Learning Neural Network for Short-Term Traffic Speed Prediction and Confidence Estimation

Lecture Notes in Computer Science - Artificial Neural Networks and Machine Learning – ICANN 2019: Deep Learning ◽

10.1007/978-3-030-30484-3_36 ◽

2019 ◽

pp. 434-449 ◽

Author(s):

Yanyun Tao ◽

Xiang Wang ◽

Yuzhen Zhang

Keyword(s):

Neural Network ◽

Multitask Learning ◽

Confidence Estimation ◽

Speed Prediction ◽

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Long Short-Term Memory Neural Network for Traffic Speed Prediction of Urban Expressways Using Floating Car Data

Lecture Notes in Electrical Engineering - Green Connected Automated Transportation and Safety ◽

10.1007/978-981-16-5429-9_58 ◽

2021 ◽

pp. 773-787

Author(s):

Deqi Chen ◽

Xuedong Yan ◽

Shurong Li ◽

Xiaobing Liu ◽

Liwei Wang

Keyword(s):

Neural Network ◽

Short Term Memory ◽

Term Memory ◽

Floating Car Data ◽

Speed Prediction ◽

Long Short Term Memory ◽

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D-LSTM: Short-Term Road Traffic Speed Prediction Model Based on GPS Positioning Data

IEEE Transactions on Intelligent Transportation Systems ◽

10.1109/tits.2020.3030546 ◽

2020 ◽

pp. 1-10

Author(s):

Xianwei Meng ◽

Hao Fu ◽

Liqun Peng ◽

Guiquan Liu ◽

Yang Yu ◽

...

Keyword(s):

Prediction Model ◽

Road Traffic ◽

Gps Positioning ◽

Model Based ◽

Speed Prediction ◽

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An improved long short‐term memory networks with Takagi‐Sugeno fuzzy for traffic speed prediction considering abnormal traffic situation

Computational Intelligence ◽

10.1111/coin.12291 ◽

2020 ◽

Vol 36 (3) ◽

pp. 964-993 ◽

Author(s):

Shiju George ◽

Ajit Kumar Santra

Keyword(s):

Short Term Memory ◽

Traffic Situation ◽

Term Memory ◽

Speed Prediction ◽

Long Short Term Memory ◽

Traffic Speed ◽

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State Space Modeling and Short-Term Traffic Speed Prediction Using Kalman Filter Based on ANFIS

International Journal of Engineering and Technology ◽

10.7763/ijet.2012.v4.330 ◽

2012 ◽

Vol 4 (2) ◽

pp. 116-120 ◽

Author(s):

Nasim Barimani ◽

Behzad Moshiri ◽

Mohammad Teshnehlab

Keyword(s):

Kalman Filter ◽

State Space ◽

Space Modeling ◽

State Space Modeling ◽

Speed Prediction ◽

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Long short-term memory neural network for traffic speed prediction using remote microwave sensor data

Transportation Research Part C Emerging Technologies ◽

10.1016/j.trc.2015.03.014 ◽

2015 ◽

Vol 54 ◽

pp. 187-197 ◽

Author(s):

Xiaolei Ma ◽

Zhimin Tao ◽

Yinhai Wang ◽

Haiyang Yu ◽

Yunpeng Wang

Keyword(s):

Neural Network ◽

Short Term Memory ◽

Sensor Data ◽

Term Memory ◽

Microwave Sensor ◽

Speed Prediction ◽

Long Short Term Memory ◽

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Fine-Tuning Deep Hybrid Long Short-Term Memory and Restricted Boltzmann Machine Network for Urban Traffic Speed Prediction

2019 12th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics (CISP-BMEI) ◽

10.1109/cisp-bmei48845.2019.8965895 ◽

2019 ◽

Author(s):

Yuanyuan Ni ◽

Zongtao Duan ◽

Kai Zhang ◽

Jihai Yang ◽

Yun Yang

Keyword(s):

Short Term Memory ◽

Urban Traffic ◽

Restricted Boltzmann Machine ◽

Fine Tuning ◽

Boltzmann Machine ◽

Term Memory ◽

Speed Prediction ◽

Long Short Term Memory ◽

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A novel hybrid machine learning model for short-term wind speed prediction in inner Mongolia, China

Renewable Energy ◽

10.1016/j.renene.2021.07.126 ◽

2021 ◽

Author(s):

Boqiang Lin ◽

Chongchong Zhang

Keyword(s):

Machine Learning ◽

Inner Mongolia ◽

Learning Model ◽

Wind Speed Prediction ◽

Machine Learning Model ◽

Speed Prediction ◽

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Short-term wind speed prediction using Extended Kalman filter and machine learning

Energy Reports ◽

10.1016/j.egyr.2020.12.020 ◽

2020 ◽

Author(s):

Sung-ho Hur

Keyword(s):

Machine Learning ◽

Kalman Filter ◽

Extended Kalman Filter ◽

Wind Speed Prediction ◽

Speed Prediction

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