Characterization of rutting on asphalt pavement in terms of transverse profile shapes based on LTPP data. (1st February 2021)
- Record Type:
- Journal Article
- Title:
- Characterization of rutting on asphalt pavement in terms of transverse profile shapes based on LTPP data. (1st February 2021)
- Main Title:
- Characterization of rutting on asphalt pavement in terms of transverse profile shapes based on LTPP data
- Authors:
- Jia, Yanshun
Wang, Shaoquan
Peng, Jun
Gao, Ying
Liu, Manyu
Zhou, Wei - Abstract:
- Highlights: A novel framework was developed to implement an accurate description on TPS of rutting. A new dimensionality reduction method was constructed to avoid the repetition of indexes. The categorization and time-dependent evolution of TPS were conducted. Different types of TPS correspond to different index systems. Abstract: This study aims to characterize the transverse profile shapes (TPSs) of rutting on asphalt pavement and to produce useful information to the highway administration in what concerns rutting. A novel framework was developed to implement an accurate description on rutting, which integrates four steps (data acquisition, TPS adjustment, TPS categorization and indicator analysis). Various indexes were analyzed and used to characterize these profiles. A new dimensionality reduction method was constructed based on correlation coefficient matrix (CCM) to avoid the repetition of indexes. These data from the Long-Term Pavement Performance (LTPP) program were collected and screened in the study. The categorization and time-dependent evolution of TPS were conducted based on the developed framework. The statistical analysis and dimensionality reduction of these indexes were carried out. Results show that the established framework allows to categorize and accurately describe the TPS of rutting. The TPSs are divided into five typical shapes and an irregular shape, and the type 5 and the irregular shape are not very valuable. There are different time-dependentHighlights: A novel framework was developed to implement an accurate description on TPS of rutting. A new dimensionality reduction method was constructed to avoid the repetition of indexes. The categorization and time-dependent evolution of TPS were conducted. Different types of TPS correspond to different index systems. Abstract: This study aims to characterize the transverse profile shapes (TPSs) of rutting on asphalt pavement and to produce useful information to the highway administration in what concerns rutting. A novel framework was developed to implement an accurate description on rutting, which integrates four steps (data acquisition, TPS adjustment, TPS categorization and indicator analysis). Various indexes were analyzed and used to characterize these profiles. A new dimensionality reduction method was constructed based on correlation coefficient matrix (CCM) to avoid the repetition of indexes. These data from the Long-Term Pavement Performance (LTPP) program were collected and screened in the study. The categorization and time-dependent evolution of TPS were conducted based on the developed framework. The statistical analysis and dimensionality reduction of these indexes were carried out. Results show that the established framework allows to categorize and accurately describe the TPS of rutting. The TPSs are divided into five typical shapes and an irregular shape, and the type 5 and the irregular shape are not very valuable. There are different time-dependent evolutions for various types of TPS, which may be associated with trajectory of vehicles. The obtained critical value of these indexes should be attracted an attention from road administrations. The constructed dimensionality reduction method is capable of eliminating the redundancy of indexes, and thus optimizing the characterization effects. Different types of TPS correspond to different index systems. Extensive work on the application of information proposed in this study is still need in predicting pavement performance and conducting maintenance decision-making in further. … (more)
- Is Part Of:
- Construction & building materials. Volume 269(2021)
- Journal:
- Construction & building materials
- Issue:
- Volume 269(2021)
- Issue Display:
- Volume 269, Issue 2021 (2021)
- Year:
- 2021
- Volume:
- 269
- Issue:
- 2021
- Issue Sort Value:
- 2021-0269-2021-0000
- Page Start:
- Page End:
- Publication Date:
- 2021-02-01
- Subjects:
- Asphalt pavement -- Rutting -- Transverse profile shape -- Time-dependent evolution -- Dimensionality reduction -- LTPP
Building materials -- Periodicals
624.18 - Journal URLs:
- http://www.sciencedirect.com/science/journal/09500618 ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.conbuildmat.2020.121230 ↗
- Languages:
- English
- ISSNs:
- 0950-0618
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 3420.950900
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 15709.xml