Optimization of Road Network Operations under Uncertain Events

The project concerns the control and management of freeway traffic. Traffic flow is formulated as an optimal control problem. Theoretical analysis is established and a smooth optimization model with ramp metering and variable speed limits is developed. A data-driven deep Koopman model is also develo...

Full description

Bibliographic Details
Main Author: Gu, Chuanye
Format: Thesis
Published: Curtin University 2022
Online Access:http://hdl.handle.net/20.500.11937/89458
_version_ 1848765224207777792
author Gu, Chuanye
author_facet Gu, Chuanye
author_sort Gu, Chuanye
building Curtin Institutional Repository
collection Online Access
description The project concerns the control and management of freeway traffic. Traffic flow is formulated as an optimal control problem. Theoretical analysis is established and a smooth optimization model with ramp metering and variable speed limits is developed. A data-driven deep Koopman model is also developed to characterize the dynamical freeway system with ramp metering. Numerical examples are also conducted to investigate the performance of developed models using actual and simulated traffic data under various scenarios.
first_indexed 2025-11-14T11:31:51Z
format Thesis
id curtin-20.500.11937-89458
institution Curtin University Malaysia
institution_category Local University
last_indexed 2025-11-14T11:31:51Z
publishDate 2022
publisher Curtin University
recordtype eprints
repository_type Digital Repository
spelling curtin-20.500.11937-894582024-11-12T02:29:13Z Optimization of Road Network Operations under Uncertain Events Gu, Chuanye The project concerns the control and management of freeway traffic. Traffic flow is formulated as an optimal control problem. Theoretical analysis is established and a smooth optimization model with ramp metering and variable speed limits is developed. A data-driven deep Koopman model is also developed to characterize the dynamical freeway system with ramp metering. Numerical examples are also conducted to investigate the performance of developed models using actual and simulated traffic data under various scenarios. 2022 Thesis http://hdl.handle.net/20.500.11937/89458 Curtin University fulltext
spellingShingle Gu, Chuanye
Optimization of Road Network Operations under Uncertain Events
title Optimization of Road Network Operations under Uncertain Events
title_full Optimization of Road Network Operations under Uncertain Events
title_fullStr Optimization of Road Network Operations under Uncertain Events
title_full_unstemmed Optimization of Road Network Operations under Uncertain Events
title_short Optimization of Road Network Operations under Uncertain Events
title_sort optimization of road network operations under uncertain events
url http://hdl.handle.net/20.500.11937/89458