Dynamic Interactive Graph Convolutional Recurrent Network for bidirectional spatiotemporal traffic flow forecasting

doi:10.1016/j.engappai.2025.112729

2025-10-15

PRE

DOI：10.1016/j.engappai.2025.112729

原文链接

原文求助

摘要

En 中文

• 一种融合GCN和GRU的新型交通流入和流出预测框架，用于捕捉流入和流出的时空特征。 • 将流入和流出视为既相关又独立的交通模式。 • 一种交互式学习门控机制，实现流入和流出特征的交互与融合。

期刊

Engineering Applications of Artificial Intelligence

IF:

论文数:

5.7K

被引数:

3.5W

机构

暂无机构信息

引用论文

GNN-based long and short term preference modeling for next-location prediction

Information Sciences

IF0

2023-06-01

PREAI

Jinbo Liu; Yunliang Chen; Xiaohui Huang; Jianxin Li; Geyong Min

Hierarchical Spatio-Temporal Graph Convolutional Networks and Transformer Network for Traffic Flow Forecasting 用于交通流预测的层次时空图卷积网络和变压器网络

IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS

IF8.4

2023-04-01

PREAI

Huo, Guangyu; Zhang, Yong; Wang, Boyue; Gao, Junbin; Hu, Yongli; Yin, Baocai

Optimized Graph Convolution Recurrent Neural Network for Traffic Prediction 优化图卷积递归神经网络的流量预测

IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS

IF8.4

2021-02-01

217

PREAI

Guo, Kan; Hu, Yongli; Qian, Zhen; Liu, Hao; Zhang, Ke; Sun, Yanfeng; Gao, Junbin; Yin, Baocai

AST-GCN: Attribute-Augmented Spatiotemporal Graph Convolutional Network for Traffic Forecasting Ast-gcn: 用于交通预测的属性增强时空图卷积网络

IEEE ACCESS

IF3.6

2021-01-01

111

OAAI

Zhu, Jiawei; Wang, Qiongjie; Tao, Chao; Deng, Hanhan; Zhao, Ling; Li, Haifeng

A Short-Term Traffic Flow Prediction Model Based on an Improved Gate Recurrent Unit Neural Network 基于改进Gate递归单元神经网络的短时交通流预测模型

IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS

IF8.4

2022-09-01

107

PREAI

Shu, Wanneng; Cai, Ken; Xiong, Neal Naixue

Multi-scale contrast approach for stock index prediction with adaptive stock fusion

EXPERT SYSTEMS WITH APPLICATIONS

IF7.5

2025-03-01

PREAI

Gao, Jianliang; Wang, Shujin; He, Changlong; Qin, Chongyun

Improved air traffic flow prediction in terminal areas using a multimodal spatial-temporal network for weather-aware (MST-WA) model

ADVANCED ENGINEERING INFORMATICS

IF9.9

2024-10-01

PREAI

Zeng, Yang; Hu, Minghua; Chen, Haiyan; Yuan, Ligang; Alam, Sameer; Xue, Dabin

Semantics-Aware Dynamic Graph Convolutional Network for Traffic Flow Forecasting 语义感知的动态图卷积网络交通流预测

IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY

IF7.1

2023-06-01

OAAI

Liang, Guojun; Kintak, U.; Ning, Xin; Tiwari, Prayag; Nowaczyk, Slawomir; Kumar, Neeraj

Short-term traffic flow prediction using seasonal ARIMA model with limited input data

European Transport Research Review

IF0

2015-06-13

OAAI

S. Vasantha Kumar; Lelitha Vanajakshi

A Decomposition Dynamic graph convolutional recurrent network for traffic forecasting 用于流量预测的分解动态图卷积递归网络

PATTERN RECOGNITION

IF7.6

2023-10-01

PREAI

Weng, Wenchao; Fan, Jin; Wu, Huifeng; Hu, Yujie; Tian, Hao; Zhu, Fu; Wu, Jia

查看更多内容