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Journal of Intelligent Transportation Systems
Technology, Planning, and Operations
Volume 24, 2020 - Issue 3: Dense Surveillance Systems for Urban Traffic
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Convolutional neural network for recognizing highway traffic congestion

Hua CuiDepartment of Informationw Engineetring, Chang’an University, Xi’an, ChinaView further author information
,
Gege YuanDepartment of Informationw Engineetring, Chang’an University, Xi’an, ChinaView further author information
,
Ni LiuDepartment of Informationw Engineetring, Chang’an University, Xi’an, ChinaCorrespondence[email protected]
View further author information
,
Mingyuan XuDepartment of Informationw Engineetring, Chang’an University, Xi’an, ChinaView further author information
&
Huansheng SongDepartment of Informationw Engineetring, Chang’an University, Xi’an, ChinaView further author information
Pages 279-289 | Received 16 May 2019, Accepted 01 Jan 2020, Published online: 13 Apr 2020

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Sajjad Shafiei, Eileen Wang, Hanna Grzybowska & Chen Cai. (2023) Arterial corridor travel time prediction under non-recurring conditions. Journal of Intelligent Transportation Systems 27:3, pages 335-346.
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Gwanggil Jeon, Marco Anisetti & Yong Fang. (2020) Special issue on dense surveillance systems for urban traffic. Journal of Intelligent Transportation Systems 24:3, pages 217-220.
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Chishe Wang, Yuting Chen, Jie Wang & Jinjin Qian. (2023) An Improved CrowdDet Algorithm for Traffic Congestion Detection in Expressway Scenarios. Applied Sciences 13:12, pages 7174.
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Andrés Muñoz, Raquel Martínez-España, Gabriel Guerrero-Contreras, Sara Balderas-Díaz & Andrés Bueno-Crespo. (2023) A real-time traffic alert system based on image recognition: A case of study in Spain. A real-time traffic alert system based on image recognition: A case of study in Spain.
Junfeng Jiao, Seung Jun Choi, Huihai Wang & Arya Farahi. (2023) Evaluating Air Quality Status in Chicago: Application of Street View Imagery and Urban Climate Sensors. Environmental Modeling & Assessment.
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Ertugrul Bayraktar, Burla Nur Korkmaz, Aras Umut Erarslan & Numan Celebi. (2023) Traffic congestion-aware graph-based vehicle rerouting framework from aerial imagery. Engineering Applications of Artificial Intelligence 119, pages 105769.
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Changlong Zhang, Jimin Wei, Peipei Fu, Jingang Dai, Xianning She & Shibo Qu. (2022) An Effective Practical Approach for LDM in China’s Cooperative Intelligent Transportation System. An Effective Practical Approach for LDM in China’s Cooperative Intelligent Transportation System.
Mirza Fuad Adnan, Nadim Ahmed, Imrez Ishraque, Md. Sifath Al Amin & Md. Sumit Hasan. (2022) Traffic Congestion Prediction using Deep Convolutional Neural Networks: A Color-coding Approach. Traffic Congestion Prediction using Deep Convolutional Neural Networks: A Color-coding Approach.
Umair Jilani, Muhammad Asif, Munaf Rashid, Ali Akbar Siddique, Syed Muhammad Umar Talha & Muhammad Aamir. (2022) Traffic Congestion Classification Using GAN-Based Synthetic Data Augmentation and a Novel 5-Layer Convolutional Neural Network Model. Electronics 11:15, pages 2290.
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Junfeng Jiao & Huihai Wang. (2022) Traffic Behavior Recognition from Traffic Videos under Occlusion Condition: A Kalman Filter Approach. Transportation Research Record: Journal of the Transportation Research Board 2676:7, pages 55-65.
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Shanshan Yu & Hao Wang. (2022) Prediction of Urban Street Public Space Art Design Indicators Based on Deep Convolutional Neural Network. Computational Intelligence and Neuroscience 2022, pages 1-12.
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Ni Liu, Mitchell Rogers, Hua Cui, Weiyu Liu, Xizhi Li & Patrice Delmas. (2022) Deep convolutional neural networks for regular texture recognition. PeerJ Computer Science 8, pages e869.
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Ehsan Khosravi, Ali Mohammad Afshin Hemmatyar, Mahdi Jafari Siavoshani & Behzad Moshiri. (2022) Safe Deep Driving Behavior Detection (S3D). IEEE Access 10, pages 113827-113838.
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Xiaohui Huang, Yuming Ye, Xiaofei Yang & Liyan Xiong. (2022) Multistep Coupled Graph Convolution With Temporal-Attention for Traffic Flow Prediction. IEEE Access 10, pages 48179-48192.
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Jian Zhang, Xia Jiang, Ziyi Liu, Liang Zheng & Bin Ran. (2021) A Study on Autonomous Intersection Management: Planning-Based Strategy Improved by Convolutional Neural Network. KSCE Journal of Civil Engineering 25:10, pages 3995-4004.
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Ting Xu, Zhishun Zhang, Xingqi Wu, Long Qi & Yi Han. (2021) Recognition of lane-changing behaviour with machine learning methods at freeway off-ramps. Physica A: Statistical Mechanics and its Applications 567, pages 125691.
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Ramin Arvin, Asad J. Khattak & Hairong Qi. (2021) Safety critical event prediction through unified analysis of driver and vehicle volatilities: Application of deep learning methods. Accident Analysis & Prevention 151, pages 105949.
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Vincenzo Taormina, Donato Cascio, Leonardo Abbene & Giuseppe Raso. (2020) Performance of Fine-Tuning Convolutional Neural Networks for HEp-2 Image Classification. Applied Sciences 10:19, pages 6940.
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Leixiao Li, Hao Lin, Jianxiong Wan, Zhiqiang Ma & Hui Wang. (2020) MF-TCPV: A Machine Learning and Fuzzy Comprehensive Evaluation-Based Framework for Traffic Congestion Prediction and Visualization. IEEE Access 8, pages 227113-227125.
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Junfeng Jiao, Seung Jun Choi, Huihai Wang & Arya Farahi. (2022) Examining the Impacts of Land Use on Air Quality in Chicago: Application of Street View Imagery and Urban Climate Sensors. SSRN Electronic Journal.
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