2023
DOI: 10.1109/access.2022.3232554
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An Intelligent Evolving Car-Following Model

Abstract: The existing data-driven car-following models do not take structural and range variations of velocity and acceleration into account. This paper develops a new approach to address both structural and range variations in the car-following process through time. The proposed approach relies upon an intelligent evolving time-variant local model (ETLM), capable of changing its structure and adapting its parameters. The evolving model includes a network of temporal local linear models, each covering a range of carfol… Show more

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Cited by 2 publications
(1 citation statement)
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“…Therefore, a series of traffic models have been proposed to analyse and solve traffic problems and make their own contribution to the mitigation of atmospheric pollution. For example, car following model [1][2][3][4][5][6][7][8][9][10][11][12][13][14][15][16][17], hydrodynamic lattice models [18][19][20][21], cellular automation models [22][23], continuum model [24][25][26][27], gas kinetic models [29][30][31], the car following model is a micro model, which analyzes traffic congestion from a micro perspective by establishing a new model and taking some factors into account.…”
Section: Introductionmentioning
confidence: 99%
“…Therefore, a series of traffic models have been proposed to analyse and solve traffic problems and make their own contribution to the mitigation of atmospheric pollution. For example, car following model [1][2][3][4][5][6][7][8][9][10][11][12][13][14][15][16][17], hydrodynamic lattice models [18][19][20][21], cellular automation models [22][23], continuum model [24][25][26][27], gas kinetic models [29][30][31], the car following model is a micro model, which analyzes traffic congestion from a micro perspective by establishing a new model and taking some factors into account.…”
Section: Introductionmentioning
confidence: 99%