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...
| Main Author: | |
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| Format: | Thesis |
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Curtin University
2022
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| Online Access: | http://hdl.handle.net/20.500.11937/89458 |
| _version_ | 1848765224207777792 |
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| 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 |