Prediction of remaining service life of pavement using an optimized support vector machine (case study of Semnan–Firuzkuh road)

N Karballaeezadeh, D Mohammadzadeh S… - Engineering …, 2019 - Taylor & Francis
Accurate prediction of the remaining service life (RSL) of pavement is essential for the
design and construction of roads, mobility planning, transportation modeling as well as road …

Comparative analysis of machine learning models for prediction of remaining service life of flexible pavement

N Nabipour, N Karballaeezadeh, A Dineva, A Mosavi… - Mathematics, 2019 - mdpi.com
Prediction of the remaining service life (RSL) of pavement is a challenging task for road
maintenance and transportation engineering. The prediction of the RSL estimates the time …

A probabilistic approach to detect structural problems in flexible pavement sections at network level assessment

L Fuentes, K Taborda, X Hu, E Horak, T Bai… - … Journal of Pavement …, 2022 - Taylor & Francis
Presently, most of the road agencies use Non-Destructive (NDT) tools to help them prioritise
pavement maintenance and rehabilitation (M&R) activities at the network level, thus …

Prediction of critical responses in full-depth asphalt pavements using the falling weight deflectometer deflection basin parameters

B Park, S Cho, R Rahbar-Rastegar, TE Nantung… - … and Building Materials, 2022 - Elsevier
Even though critical strain is the most reliable parameter for evaluating pavement structural
conditions, it is difficult to regularly measure for in-service pavements. This study conducted …

Structural health assessment of pavement sections in the southern central United States using FWD parameters

NR Bastola, MI Souliman, S Dessouky… - Frontiers in Built …, 2022 - frontiersin.org
Various Departments of Transportation in the South-Central States and elsewhere have
made extensive use of the Non-Destructive Testing (NDT) surface deflection bowl data. The …

Prediction of Multi-layered Pavement Moduli Based on Falling Weight Deflectometer Test Using Soft Computing Approaches

B Phulsawat, A Senjuntichai, T Senjuntichai - Transportation Infrastructure …, 2024 - Springer
The application of supervised machine learning algorithms to provide solutions for various
civil engineering problems is an emerging trend. This paper presents the utilization of …

Development of comprehensive deflection parameters to evaluate the structural capacity of flexible pavements at the network level

K Loganathan, MM Isied, AM Coca… - International Journal of …, 2019 - Springer
Pavement deflection has been used widely as a nondestructive technique to evaluate the
structural capacity of pavements at both network and project levels. Current devices include …

Calibration of Effective Structural Number and Tensile Strain Models Using Traffic Speed Deflectometer (TSD) Data for Enhanced Project-Level Assessment on …

MM Mendez Larrain, SA Ali, K Hobson, M Zaman - Sustainability, 2023 - mdpi.com
Pavement deterioration models provide the basis for predicting future changes in network
conditions, estimating future funding needs, and determining the effectiveness and timing of …

Structural analysis for APT sections based on deflection parameters

E Camacho-Garita, R Puello-Bolaño… - Transportation …, 2019 - journals.sagepub.com
This paper reviews the use of pavement structural condition indicators determined through
deflection measurements as a means to monitor structural capacity. The deflection …

Simplified approach for structural evaluation of flexible pavements at the network level

M Souliman, S Romanoschi, S Dessouky… - 2018 - rosap.ntl.bts.gov
Currently, there are few available simple procedures to identify structurally weak pavement
sections utilizing Falling Weight Deflectometer (FWD) data at the network level (eg, city, state …