SHORT-TERM TRAFFIC FLOW FORECASTING BASED ON MATHEMATICAL MODELS

In urban traffic flow prediction, the lack of analysis of the spatial correlation characteristics of traffic flow leads to a large deviation between the prediction results and the real traffic flow data. Therefore, the study takes into account the spatial correlation characteristics of traffic flow and introduces the graph convolution algorithm into the mathematical model, so that the coupled mathematical model can meet the requirements of time series processing of traffic flow data. Finally, the validity of the model was verified by testing the MAE and RMSE values of the model.

Authors

Institutions

Publication Details

Published
2024-12-10
DOI
https://doi.org/10.58168/dpiitt2024_43-48
Primary Topic
Traffic Prediction and Management Techniques
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

SHORT-TERM TRAFFIC FLOW FORECASTING BASED ON MATHEMATICAL MODELS

Jixiao Jiang
Traffic Prediction and Management Techniques
article

SHORT-TERM TRAFFIC FLOW FORECASTING BASED ON MATHEMATICAL MODELS

Jixiao Jiang
article en

Abstract

In urban traffic flow prediction, the lack of analysis of the spatial correlation characteristics of traffic flow leads to a large deviation between the prediction results and the real traffic flow data. Therefore, the study takes into account the spatial correlation characteristics of traffic flow and introduces the graph convolution algorithm into the mathematical model, so that the coupled mathematical model can meet the requirements of time series processing of traffic flow data. Finally, the validity of the model was verified by testing the MAE and RMSE values of the model.

Institute of Service and Entrepreneurship of DGTU (RU), Don State Technical University (RU)
Sustainable cities and communities
Openalex Percentile: Top 76%
Traffic Prediction and Management Techniques
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.