Search交通流量预测returned 11 results

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1

Multi-dimensional feature fusion and residual-enhanced learning for traffic flow prediction

基于多维特征融合与残差增强的交通流量预测

Zhang Zhenlin

Guo Huijie

Dou Tianfeng

Qi Kaiyuan

Wu Dong

Qu Zhijian

Ren Chongguang

traffic flow prediction

dynamic graph convolutional network

feature Fusion

residual modeling

attention mechanism

Accepted Paper No. 12, 2025 : doi:10.19734/j.issn.1001-3695.2025.06.0168

2

Short-term traffic flow prediction of city intersection based on deep temporal clustering

基于深度时序聚类的城市卡口短时交通流量预测

Guo Jian

Zheng Jiaoling

Qiao Shaojie

Deng Hongyao

Sun Jigang

Li Xinjia

deep clustering

traffic flow prediction

recurrent neural network

dynamic time warping

traffic intersection

No. 2, 2025 : 371-380 doi:10.19734/j.issn.1001-3695.2024.07.0284

3

Traffic flow prediction model based on combining periodic graph convolution network and multi-head attention GRU

基于周期图卷积与多头注意力GRU组合的交通流量预测模型

Zhong Linlan

Zhang Anqin

Tian Xiuxia

traffic flow prediction

graph convolutional network(GCN)

multi-head attention mechanism

gated recurrent unit(GRU)

gated fusion mechanism

spatial-temporal fusion

No. 4, 2024 : 1041-1046 doi:10.19734/j.issn.1001-3695.2023.08.0362

4

Traffic flow prediction model based on multi-channel spatial-temporal encoder

基于多通道时空编码器的交通流量预测模型

Zhang Anqin

Qin Tian

traffic flow prediction

encoder

spatial position coding

attention mechanism

graph generator

No. 1, 2024 : 83-87,93 doi:10.19734/j.issn.1001-3695.2023.06.0209

5

Multi-head attention spatio-temporal convolutional graph network for traffic flow prediction

面向交通流量预测的多头注意力时空卷积图网络模型

Xia Ying

Shi Zhiqi

traffic forecasting

dynamic spatio-temporal correlation

multi-headed attention mechanism

graph convolution

No. 3, 2023 : 766-770 doi:10.19734/j.issn.1001-3695.2022.07.0362

6

Traffic flow prediction model based on graph convolutional network for traffic intersections

基于图卷积网络的交通路口流量预测模型

He Qinwei

Li Xuejun

Liao Jing

traffic flow prediction

taxi trajectory data

urban road network

spatio-temporal model

No. 2, 2023 : 440-444 doi:10.19734/j.issn.1001-3695.2022.06.0307

7

Traffic flow prediction based on gated recurrent graph convolutional network

基于门控循环图卷积网络的交通流预测

Wang Ming

Peng Jian

Huang Feihu

traffic flow prediction

graph convolutional network

gated recurrent unit

encoder-decoder architecture

No. 8, 2022 : 2301-2305 doi:10.19734/j.issn.1001-3695.2022.01.0026

8

Traffic flow prediction model based on attention mechanism of temporal graph

基于时间图注意力的交通流量预测模型

Yao Xiaomin

Zhang Xinlan

Zhang Zhenguo

traffic prediction

temporal dependence

spatial dependence

temporal convolutional network

attention mechanism

No. 3, 2022 : 770-773,779 doi:10.19734/j.issn.1001-3695.2021.08.0344

9

Predicting citywide traffic flow using attention-based spatial-temporal neural network

基于注意力的时空神经网络城市区域交通流量预测

Liao Huiruo

Yang Yan

traffic flow prediction

deep learning

ConvLSTM

attention model

No. 10, 2021 : 2935-2940 doi:10.19734/j.issn.1001-3695.2021.02.0054

10

Multi-time scale prediction method and application on tourism fastigium traffic flow

旅游高峰期交通流量的多时间尺度预测方法及应用

Li Lingyan

Zhao Xin

Weng Gangmin

tourism fastigium

traffic flow forecasting

predictability

multi-time scale

No. 3, 2020 : 721-725 doi:10.19734/j.issn.1001-3695.2018.09.0633

11

Short-term traffic flow forecasting based on kernel learning methods

基于核学习方法的短时交通流量预测

Wang Qiuli

Li Jun

kernel learning methods

short-term traffic flow

forecasting

No. 3, 2019 : 696-700 doi:10.19734/j.issn.1001-3695.2017.09.0916