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Calibrating Steady-State Traffic Stream and Car-Following Models Using Loop Detector Data
by
Rakha, Hesham
, Arafeh, Mazen
in
Algorithms
/ Analysis
/ Applied sciences
/ Automation
/ Calibration
/ calibration of traffic simulation software
/ car-following models
/ Data
/ Data analysis
/ Density
/ Econometric models
/ Exact sciences and technology
/ Ground, air and sea transportation, marine construction
/ Heuristic
/ Measurement
/ Motor vehicle traffic
/ Objective functions
/ Optimization
/ Parametric models
/ Road transport
/ Road transportation and traffic
/ Robustness
/ Simulation
/ Software
/ Speed
/ Straßenverkehr
/ Studies
/ Traffic
/ Traffic congestion
/ Traffic control
/ Traffic density
/ Traffic estimation
/ Traffic flow
/ traffic modeling
/ Traffic models
/ Traffic speed
/ traffic stream models
/ Transport economics
/ Transportation planning, management and economics
/ Transportproblem
/ Verkehrsaufkommen
2010
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Calibrating Steady-State Traffic Stream and Car-Following Models Using Loop Detector Data
by
Rakha, Hesham
, Arafeh, Mazen
in
Algorithms
/ Analysis
/ Applied sciences
/ Automation
/ Calibration
/ calibration of traffic simulation software
/ car-following models
/ Data
/ Data analysis
/ Density
/ Econometric models
/ Exact sciences and technology
/ Ground, air and sea transportation, marine construction
/ Heuristic
/ Measurement
/ Motor vehicle traffic
/ Objective functions
/ Optimization
/ Parametric models
/ Road transport
/ Road transportation and traffic
/ Robustness
/ Simulation
/ Software
/ Speed
/ Straßenverkehr
/ Studies
/ Traffic
/ Traffic congestion
/ Traffic control
/ Traffic density
/ Traffic estimation
/ Traffic flow
/ traffic modeling
/ Traffic models
/ Traffic speed
/ traffic stream models
/ Transport economics
/ Transportation planning, management and economics
/ Transportproblem
/ Verkehrsaufkommen
2010
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Calibrating Steady-State Traffic Stream and Car-Following Models Using Loop Detector Data
by
Rakha, Hesham
, Arafeh, Mazen
in
Algorithms
/ Analysis
/ Applied sciences
/ Automation
/ Calibration
/ calibration of traffic simulation software
/ car-following models
/ Data
/ Data analysis
/ Density
/ Econometric models
/ Exact sciences and technology
/ Ground, air and sea transportation, marine construction
/ Heuristic
/ Measurement
/ Motor vehicle traffic
/ Objective functions
/ Optimization
/ Parametric models
/ Road transport
/ Road transportation and traffic
/ Robustness
/ Simulation
/ Software
/ Speed
/ Straßenverkehr
/ Studies
/ Traffic
/ Traffic congestion
/ Traffic control
/ Traffic density
/ Traffic estimation
/ Traffic flow
/ traffic modeling
/ Traffic models
/ Traffic speed
/ traffic stream models
/ Transport economics
/ Transportation planning, management and economics
/ Transportproblem
/ Verkehrsaufkommen
2010
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Calibrating Steady-State Traffic Stream and Car-Following Models Using Loop Detector Data
Journal Article
Calibrating Steady-State Traffic Stream and Car-Following Models Using Loop Detector Data
2010
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Overview
The research reported in this paper develops a heuristic automated tool (SPD_CAL) for calibrating steady-state traffic stream and car-following models using loop detector data. The performance of the automated procedure is then compared to off-the-shelf optimization software parameter estimates, including the MINOS and Branch and Reduce Optimization Navigator (BARON) solvers. The model structure and optimization procedure is shown to fit data from different roadway types and traffic regimes (uncongested and congested conditions) with a high quality of fit (within 1% of the optimum objective function). Furthermore, the selected functional form is consistent with multiregime models, without the need to deal with the complexities associated with the selection of regime breakpoints. The heuristic SPD_CAL solver, which is available for free, is demonstrated to perform better than the MINOS and BARON solvers in terms of execution time (at least 10 times faster), computational efficiency (better match to field data), and algorithm robustness (always produces a valid and reasonable solution).
Publisher
INFORMS,Transportation Science & Logistic Society of the Institute for Operations Research and Management Sciences,Transportation Science Section, Institute for Operations Research and the Management Sciences,Institute for Operations Research and the Management Sciences
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