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Spatio-temporal graph neural network based on time series periodic feature fusion for traffic flow prediction

Accurate prediction of the future traffic flow of a road section is helpful to disperse and guide vehicles in real-time, which can effectively improve t...
G ChenY WeiJ Peng , ... -  《Journal of Super...  -  被引量:  0  -  2025年

SCADA Data-Driven Spatio-Temporal Graph Convolutional Neural Network for Wind Turbine Fault Diagnosis

To solve abovementioned problems, a novel deep learning-based spatio-temporal graph convolutional neural network (STGCN) is developed for intelligent fa...
J MaY FuT Cheng , ... -  《IEEE Transaction...  -  被引量:  0  -  2025年

Spatiotemporal Fusion Prediction of Sea Surface Temperatures Based on the Graph Convolutional Neural and Long Short-Term Memory Netw...

Sea surface temperature (SST) prediction plays an important role in scientific research, environmental protection, and other marine-related fields. Howe...
J LiuL WangF Hu , ... -  《Water》  -  被引量:  0  -  2024年

Research on Industrial Process Fault Diagnosis Based on Deep Spatiotemporal Fusion Graph Convolutional Network

Second, to effectively extract spatiotemporal features from the data, the graph convolutional network (GCN) and the convolutional neural network (CNN) w...
Q QianP MaN Wang , ... -  CONCURRENCY-PRACT...  -  被引量:  0  -  2025年

基于图小波卷积神经网络的时空图挖掘模型

不充分的问题,提出一种基于图小波卷积神经网络的时空图挖掘模型(Spatial-temporal graph mining model based on graph wavelet convolutional neural network 简称...
赵世豪毛国君熊保平 , ... -  《计算机工程》  -  被引量:  0  -  2023年

Semi-supervised video object segmentation via an edge attention gated graph convolutional network

spatio-temporal graph modelgraph convolutional networkVideo object segmentation (VOS) exhibits heavy occlusions, large deformation, and severe motion bl...
Y ZhangY ZhangS Wang , ... -  《Acm Transactions...  -  被引量:  0  -  2023年

Analyzing point cloud of coal mining process in much dust environment based on dynamic graph convolution neural network

Environmental perception is an important research direction of coal mine sustainable development. There is much dust in the underground working environm...
Z XingS ZhaoW Guo , ... -  《Environmental Sc...  -  被引量:  0  -  2023年

A hybrid model for spatiotemporal forecasting of PM2.5 based on graph convolutional neural network and long short-term memory

Increasing availability of data related to air quality from ground monitoring stations has provided the chance for data mining researchers to propose so...
Y QiQ LiH Karimian , ... -  《Science of the T...  -  被引量:  0  -  2019年

Integrating external knowledge into aspect-based sentiment analysis using graph neural network

? 2022 Elsevier B.V.Aspect-based sentiment analysis aims to analyze the sentiment polarity of a given aspect. The graph convolutional neural network mod...
T GuH ZhaoZ He , ... -  《Knowl Based Syst》  -  被引量:  0  -  2022年

Nostradamus: A novel event propagation prediction approach with spatio-temporal characteristics in non-Euclidean space.

Hyperbolic graph convolutional recurrent neural networkSpatio-temporal characteristicsTime seriesThe prediction of event propagation has received extens...
H DuY Zhou  -  Neural Networks ...  -  被引量:  0  -  2022年

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