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Spatio-temporal envolutional graph neural network for traffic flow prediction in UAV-based urban traffic monitoring system.

• Authors : Ma, Wenming¹ (AUTHOR) ; Chu, Zihao¹ (AUTHOR); Chen, Hao¹ (AUTHOR)

• Source: Scientific Reports. 11/5/2024, Vol. 14 Issue 1, p1-24. 24p.

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Multisource Data Fusion With Graph Convolutional Neural Networks for Node‐Level Traffic Flow Prediction.

• Authors : Huang, Lei^1,2 (AUTHOR); Qin, Jianxin^1,2 (AUTHOR); Wu, Tao^1,2 (AUTHOR)

• Source: Journal of Advanced Transportation. 12/7/2024, Vol. 2024, p1-21. 21p.

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Complex Traffic Flow Model for Analysis and Optimization of Fuel Consumption and Emissions at Large Roundabouts.

• Authors : Liang, Xiao¹ (AUTHOR) ; Song, Huifang¹ (AUTHOR) ; Wu, Gefan¹ (AUTHOR)

Subjects: *ENERGY consumption; *TRAFFIC flow; *SUSTAINABILITY

• Source: Sustainability (2071-1050). Nov2024, Vol. 16 Issue 21, p9464. 26p.

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TEA-GCN: Transformer-Enhanced Adaptive Graph Convolutional Network for Traffic Flow Forecasting.

• Authors : He, Xiaxia¹ (AUTHOR) ; Zhang, Wenhui² (AUTHOR) ; Li, Xiaoyu³ (AUTHOR)

• Source: Sensors (14248220). Nov2024, Vol. 24 Issue 21, p7086. 13p.

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MSA-GCN: Multistage Spatio-Temporal Aggregation Graph Convolutional Networks for Traffic Flow Prediction.

• Authors : Feng, Ji¹ (AUTHOR) ; Huang, Jiashuang² (AUTHOR) ; Guo, Chang³ (AUTHOR)

• Source: Mathematics (2227-7390). Nov2024, Vol. 12 Issue 21, p3338. 29p.

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Traffic flow prediction based on improved LSTM and mobile big data in smart cities.

• Authors : Yao, T.¹; Yang, C.²

• Source: Advances in Transportation Studies. Nov2024, Vol. 64, p355-372. 18p.

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Hybrid Extreme Learning for Reliable Short-Term Traffic Flow Forecasting.

• Authors : Chen, Huayuan¹ (AUTHOR) ; Lin, Zhizhe² (AUTHOR) ; Yao, Yamin³ (AUTHOR)

• Source: Mathematics (2227-7390). Oct2024, Vol. 12 Issue 20, p3303. 15p.

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基于时空位置关注图神经网络的交通流预测方法.

• Authors : 何婷¹ ; 周艳秋¹; 辛春花¹

• Source: Application Research of Computers / Jisuanji Yingyong Yanjiu. Oct2024, Vol. 41 Issue 10, p2932-2938. 7p.

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Spatial–Temporal-Correlation-Constrained Dynamic Graph Convolutional Network for Traffic Flow Forecasting.

• Authors : Ge, Yajun¹ (AUTHOR) ; Wang, Jiannan² (AUTHOR); Zhang, Bo² (AUTHOR)

• Source: Mathematics (2227-7390). Oct2024, Vol. 12 Issue 19, p3159. 18p.

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An Eco-Driving Strategy at Multiple Fixed-Time Signalized Intersections Considering Traffic Flow Effects.

• Authors : Wang, Huinian¹ (AUTHOR) ; Guo, Junbin² (AUTHOR) ; Wang, Jingyao³ (AUTHOR)

• Source: Sensors (14248220). Oct2024, Vol. 24 Issue 19, p6356. 18p.

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