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The State-of-the-Art Review on Applications of Intrusive Sensing, Image Processing Techniques, and Machine Learning Methods in Pavement Monitoring and Analysis
- Source :
- Engineering, Vol 7, Iss 6, Pp 845-856 (2021)
- Publication Year :
- 2021
- Publisher :
- Elsevier BV, 2021.
-
Abstract
- In modern transportation, pavement is one of the most important civil infrastructures for the movement of vehicles and pedestrians. Pavement service quality and service life are of great importance for civil engineers as they directly affect the regular service for the users. Therefore, monitoring the health status of pavement before irreversible damage occurs is essential for timely maintenance, which in turn ensures public transportation safety. Many pavement damages can be detected and analyzed by monitoring the structure dynamic responses and evaluating road surface conditions. Advanced technologies can be employed for the collection and analysis of such data, including various intrusive sensing techniques, image processing techniques, and machine learning methods. This review summarizes the state-of-the-art of these three technologies in pavement engineering in recent years and suggests possible developments for future pavement monitoring and analysis based on these approaches.
- Subjects :
- The state-of-the-art review
Machine learning methods
Service (systems architecture)
Environmental Engineering
General Computer Science
Computer science
Materials Science (miscellaneous)
General Chemical Engineering
Image processing techniques
Energy Engineering and Power Technology
Image processing
02 engineering and technology
010402 general chemistry
Machine learning
computer.software_genre
01 natural sciences
Service quality
business.industry
General Engineering
State of the art review
Engineering (General). Civil engineering (General)
021001 nanoscience & nanotechnology
0104 chemical sciences
Pavement engineering
Road surface
Public transport
Damages
Intrusive sensing
Artificial intelligence
TA1-2040
0210 nano-technology
business
computer
Pavement monitoring and analysis
Subjects
Details
- Language :
- English
- Database :
- OpenAIRE
- Journal :
- Engineering, Vol 7, Iss 6, Pp 845-856 (2021)
- Accession number :
- edsair.doi.dedup.....d31ede98fdff4e95c7cbeaad99737758