Prediction of Pavement Performance via Integrated Pavement Health and Traffic Monitoring with Deep Learning and Predictive Modeling
| 项目名称： | Prediction of Pavement Performance via Integrated Pavement Health and Traffic Monitoring with Deep Learning and Predictive Modeling |
| 摘要： | The proposed research will target overcoming the critical limitations in current practice by developing a systematic method for simultaneous pavement performance monitoring and prediction and vehicle and traffic information collection through the integration of pavement dynamic response monitoring, video imaging, traffic flow monitoring, environmental monitoring, numerical pavement simulation with rational mechanics and inverse parameter determination, and an innovative ML architecture. |
| 状态： | Active |
| 资金： | 239636 |
| 资助组织： | Office of the Assistant Secretary for Research and Technology |
| 管理组织： | Center for Integrated Asset Management for Multimodal Transportation Infrastructure Systems (CIAMTIS) |
| 项目负责人： | Donnell, Eric T |
| 执行机构： | Virginia Tech Transportation Institute<==>West Virginia University, Morgantown |
| 主要研究人员： | Wang, Linbing；Dai, Fei |
| 开始时间： | 20220120 |
| 预计完成日期： | 20230720 |
| 主题领域： | Highways；Pavements |
相关文献
- AI-Based Prediction Models for Transportation Infrastructure Asset Management Data Hub – Phase I
- Prediction of Traffic Mobility Based on Historical Data and Machine Learning Approaches
- Analysis of Impacts of Pavement Quality Deterioration on Recurring Traffic Congestion (Project M6)
- On-Board Prediction of Remaining Useful Life of Lithium-Ion Battery
- Investigation on Pavement ME Design Reflective Cracking, Faulting, IRI Prediction Models, Concrete Overlays Design Tool, and Performance Threshold Levels for Iowa Pavement Systems
- Analysis of the impact of pavement surface mixture on traffic noise and related public health
检索历史
应用推荐
