[PDF][PDF] 综合小波分解和BP 神经网络的交通小区生成交通短时预测

赵顗, 沈玲宏, 马健霄, 邱烜利 - 重庆交通大学学报(自然科学版), 2021 - xbzk.cqjtu.edu.cn
摘要针对交通小区生成交通的短时预测需求提出了综合小波分析和神经网络的短时预测方法
预测方法主要利用小波函数对交通小区生成交通进行小波分解利用神经网络对分解后的多频段 …

Traffic state prediction using conditionally Gaussian observed Markov fuzzy switching model

Z Bouyahia, H Haddad, S Derrode… - Journal of Intelligent …, 2023 - Taylor & Francis
Efficient and accurate prediction of traffic state plays a major role in the implementation of
effective intelligent transportation systems. Therefore, traffic forecasting has been attracting a …

How snowfalls affect the operation of taxi fleets? A case study from harbin, China

B Li, H Cai, D Xiao - Journal of Advanced Transportation, 2022 - Wiley Online Library
Taxi network plays an important role in urban passenger transportation. However, its
operation is greatly affected by weather, especially by snowfalls in cold region. In this study …

Speed prediction in large and dynamic traffic sensor networks

RP Magalhaes, F Lettich, JA Macedo, FM Nardini… - Information Systems, 2021 - Elsevier
Smart cities are nowadays equipped with pervasive networks of sensors that monitor traffic
in real-time and record huge volumes of traffic data. These datasets constitute a rich source …

A Comparative Study of Different Time Series Forecasting Methods for Predicting Traffic Flow and Congestion Levels in Urban Networks

P Patil - International Journal of Information and …, 2022 - publications.dlpress.org
This research Traffic congestion is a growing problem in urban areas, leading to significant
economic and environmental costs. Accurate prediction of traffic flow and congestion levels …

Data mining and information technology in transportation—a review

J Ganapathy, FP García Márquez - Proceedings of the Fifteenth …, 2021 - Springer
Traffic management is an integral part of intelligent transport system (ITS). At present, the
focus of the research community is on the innovation in technology-driven traffic …

基于局部路网空间结构特征的无检测器路段交通流预测方法

叶秀秀, 马晓凤, 钟鸣, 黄传明 - 交通信息与安全, 2021 - ww.jtxa.net
城市路网中存在大量尚未布设交通检测器的路段, 其交通流数据难以获取, 不利于开展精准路网
管理, 为此提出了利用局部路网空间结构特征预测无检测器路段交通流量的方法 …

The influence of alternative data smoothing prediction techniques on the performance of a two-stage short-term urban travel time prediction framework

F Guo, R Krishnan, J Polak - Journal of Intelligent Transportation …, 2017 - Taylor & Francis
This article investigates the impact of alternative data smoothing and traffic prediction
methods on the accuracy of the performance of a two-stage short-term urban travel time …

Multi-criteria decision-making for sustainable transport: A case study on traffic flow prediction using spatial–temporal traffic sequence

J Ganapathy - Sustainability: Cases and Studies in Using Operations …, 2023 - Springer
Traffic flow on highways exhibits a dynamic phenomenon in different operational settings.
The concept of sustainability in transportation engineering is elucidated using multi-criteria …

Traffic flow prediction using long short-term memory network and optimized spatial temporal dependencies

Z Ara, M Hashemi - 2021 IEEE International Conference on Big …, 2021 - ieeexplore.ieee.org
Accurate traffic flow prediction is required in traffic management and optimal route selection.
Traffic data patterns are influenced by factors such as road characteristics, time of the day …