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Traffic Flow Prediction Using MI Algorithm and Considering Noisy and Data Loss Conditions: An Application to Minnesota Traffic Flow Prediction

open access: yesPromet (Zagreb), 2014
Traffic flow forecasting is useful for controlling traffic flow, traffic lights, and travel times. This study uses a multi-layer perceptron neural network and the mutual information (MI) technique to forecast traffic flow and compares the prediction ...
Seyed Hadi Hosseini   +3 more
doaj   +3 more sources

Traffic Flow on a Road Network [PDF]

open access: yesSIAM Journal on Mathematical Analysis, 2005
Summary: This paper is concerned with a fluid-dynamic model for traffic flow. More precisely, we consider a single conservation law, deduced from the conservation of the number of cars, defined on a road network that is a collection of roads with junctions.
Giuseppe Maria Coclite   +2 more
openaire   +5 more sources

Airport Arrival Flow Prediction considering Meteorological Factors Based on Deep-Learning Methods

open access: yesComplexity, 2020
This study presents a combined Long Short-Term Memory and Extreme Gradient Boosting (LSTM-XGBoost) method for flight arrival flow prediction at the airport. Correlation analysis is conducted between the historic arrival flow and input features.
Zhao Yang   +5 more
doaj   +1 more source

Impact Analysis of Demand Management on Runway Configuration in Metroplex Airports

open access: yesIEEE Access, 2020
Congestion in airports and metroplexes is increasingly becoming a key bottleneck in the global air transport system. It is largely due to inefficient utilization of runway resources and its consequences of imbalance between demand and capacity.
Jianan Yin   +5 more
doaj   +1 more source

Co-Forecasting for Multi-modal Traffic Flow Based on Graph Contrastive Learning [PDF]

open access: yesJisuanji kexue, 2023
An accurate traffic flow prediction in urban areas is of important significance to provide guidance for urban vehicle scheduling and public transportation system optimization.So far,most existing traffic flow prediction methods only consider a single ...
XIAO Yang, QIN Jianyang, LI Kenli, WANG Ge, LI Rui, LIAO Qing
doaj   +1 more source

Fundamentals of traffic flow [PDF]

open access: yesPhysical Review E, 1997
From single vehicle data a number of new empirical results concerning the density-dependence of the velocity distribution and its moments as well as the characteristics of their temporal fluctuations have been determined. These are utilized for the specification of some fundamental relations of traffic flow and compared with existing traffic theories.
openaire   +2 more sources

Large-scale traffic flow simulation based on intelligent PSO [PDF]

open access: yesMATEC Web of Conferences, 2022
With the rapid development of urban traffic, a large number of vehicles in cities not only bring convenience to people, but also bring a series of traffic problems, including traffic congestion and high traffic accident rates.
Liu Zeyu, Yang Gongping
doaj   +1 more source

Prediction model for short‐term traffic flow based on a K‐means‐gated recurrent unit combination

open access: yesIET Intelligent Transport Systems, 2022
Short‐term forecasting of traffic flow is an indispensable part of easing traffic pressure. Considering that different traffic flow patterns will affect the short‐term traffic flow prediction results, a combined method based on the K‐means clustering ...
Zhaoyun Sun   +4 more
doaj   +1 more source

Analysis of Traffic Flow Equilibrium in Urban Road Network Based on Floating Vehicle Data [PDF]

open access: yesE3S Web of Conferences, 2021
Based on the floating vehicle data, this paper analyzes the equilibrium of urban road network traffic flow. This can guide traffic flow distribution and provide reliable basis for traffic control.
Yu Yi, Gong Hui, Mo Xianglun
doaj   +1 more source

Modeling Congestion Propagation in Multistage Schedule within an Airport Network

open access: yesJournal of Advanced Transportation, 2018
In order to alleviate flight delay it is important to understand how air traffic congestion evolves or propagates. In this context, this paper focusses on the aggravation of airport congestion by the accumulation of delayed departure flights. We start by
Xiaoxu Dai   +3 more
doaj   +1 more source

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