Data Compression Approach for Long-Term Monitoring of Pavement Structures

Pavement structures are designed to withstand continuous damage during their design life. Damage starts as soon as the pavement is open to traffic and increases with time. If maintenance activities are not considered in the initial design or considered but not applied during the service life, damage...

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Main Authors: Mario Manosalvas-Paredes, Nizar Lajnef, Karim Chatti, Kenji Aono, Juliette Blanc, Nick Thom, Gordon Airey, Davide Lo Presti
Format: Article
Language:English
Published: MDPI AG 2019-12-01
Series:Infrastructures
Subjects:
Online Access:https://www.mdpi.com/2412-3811/5/1/1
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spelling doaj-6f5422af8eb44a8a9e0c54496ff09d2c2020-11-24T21:42:22ZengMDPI AGInfrastructures2412-38112019-12-0151110.3390/infrastructures5010001infrastructures5010001Data Compression Approach for Long-Term Monitoring of Pavement StructuresMario Manosalvas-Paredes0Nizar Lajnef1Karim Chatti2Kenji Aono3Juliette Blanc4Nick Thom5Gordon Airey6Davide Lo Presti7Nottingham Transportation Engineering Centre, University of Nottingham, Nottingham NG7 2RD, UKDepartment of Civil and Environmental Engineering, Michigan State University, East Lansing, MI 48824, USADepartment of Civil and Environmental Engineering, Michigan State University, East Lansing, MI 48824, USAThe Preston M. Green Department of Electrical and Systems Engineering, Washington University in St. Louis, St. Louis, MO 63130, USAIFSTTAR, 44340 Nantes, FranceNottingham Transportation Engineering Centre, University of Nottingham, Nottingham NG7 2RD, UKNottingham Transportation Engineering Centre, University of Nottingham, Nottingham NG7 2RD, UKNottingham Transportation Engineering Centre, University of Nottingham, Nottingham NG7 2RD, UKPavement structures are designed to withstand continuous damage during their design life. Damage starts as soon as the pavement is open to traffic and increases with time. If maintenance activities are not considered in the initial design or considered but not applied during the service life, damage will grow to a point where rehabilitation may be the only and most expensive option left. In order to monitor the evolution of damage and its severity in pavement structures, a novel data compression approach based on cumulative measurements from a piezoelectric sensor is presented in this paper. Specifically, the piezoelectric sensor uses a thin film of polyvinylidene fluoride to sense the energy produced by the micro deformation generated due to the application of traffic loads. Epoxy solution has been used to encapsulate the membrane providing hardness and flexibility to withstand the high-loads and the high-temperatures during construction of the asphalt layer. The piezoelectric sensors have been exposed to three months of loading (approximately 1.0 million loads of 65 kN) at the French Institute of Science and Technology for Transport, Development and Networks (IFSTTAR) fatigue carrousel. Notably, the sensors survived the construction and testing. Reference measurements were made with a commercial conventional strain gauge specifically designed for measurements in hot mix asphalt layers. Results from the carrousel successfully demonstrate that the novel approach can be considered as a good indicator of damage progression, thus alleviating the need to measure strains in pavement for the purpose of damage tracking.https://www.mdpi.com/2412-3811/5/1/1accelerated pavement testing (apt)fatiguepiezoelectric sensorpavement responseslongitudinal strain
collection DOAJ
language English
format Article
sources DOAJ
author Mario Manosalvas-Paredes
Nizar Lajnef
Karim Chatti
Kenji Aono
Juliette Blanc
Nick Thom
Gordon Airey
Davide Lo Presti
spellingShingle Mario Manosalvas-Paredes
Nizar Lajnef
Karim Chatti
Kenji Aono
Juliette Blanc
Nick Thom
Gordon Airey
Davide Lo Presti
Data Compression Approach for Long-Term Monitoring of Pavement Structures
Infrastructures
accelerated pavement testing (apt)
fatigue
piezoelectric sensor
pavement responses
longitudinal strain
author_facet Mario Manosalvas-Paredes
Nizar Lajnef
Karim Chatti
Kenji Aono
Juliette Blanc
Nick Thom
Gordon Airey
Davide Lo Presti
author_sort Mario Manosalvas-Paredes
title Data Compression Approach for Long-Term Monitoring of Pavement Structures
title_short Data Compression Approach for Long-Term Monitoring of Pavement Structures
title_full Data Compression Approach for Long-Term Monitoring of Pavement Structures
title_fullStr Data Compression Approach for Long-Term Monitoring of Pavement Structures
title_full_unstemmed Data Compression Approach for Long-Term Monitoring of Pavement Structures
title_sort data compression approach for long-term monitoring of pavement structures
publisher MDPI AG
series Infrastructures
issn 2412-3811
publishDate 2019-12-01
description Pavement structures are designed to withstand continuous damage during their design life. Damage starts as soon as the pavement is open to traffic and increases with time. If maintenance activities are not considered in the initial design or considered but not applied during the service life, damage will grow to a point where rehabilitation may be the only and most expensive option left. In order to monitor the evolution of damage and its severity in pavement structures, a novel data compression approach based on cumulative measurements from a piezoelectric sensor is presented in this paper. Specifically, the piezoelectric sensor uses a thin film of polyvinylidene fluoride to sense the energy produced by the micro deformation generated due to the application of traffic loads. Epoxy solution has been used to encapsulate the membrane providing hardness and flexibility to withstand the high-loads and the high-temperatures during construction of the asphalt layer. The piezoelectric sensors have been exposed to three months of loading (approximately 1.0 million loads of 65 kN) at the French Institute of Science and Technology for Transport, Development and Networks (IFSTTAR) fatigue carrousel. Notably, the sensors survived the construction and testing. Reference measurements were made with a commercial conventional strain gauge specifically designed for measurements in hot mix asphalt layers. Results from the carrousel successfully demonstrate that the novel approach can be considered as a good indicator of damage progression, thus alleviating the need to measure strains in pavement for the purpose of damage tracking.
topic accelerated pavement testing (apt)
fatigue
piezoelectric sensor
pavement responses
longitudinal strain
url https://www.mdpi.com/2412-3811/5/1/1
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