Use of random forests regression for predicting IRI of asphalt pavements
Random forest is a powerful machine learning algorithm with demonstrated success. In this
study, the authors developed a random forests regression (RFR) model to estimate the …
study, the authors developed a random forests regression (RFR) model to estimate the …
Optimizing asphalt mix design through predicting the rut depth of asphalt pavement using machine learning
Generally, when asphalt concrete (AC) is in the design phase, the rutting development of the
actual pavement is always not considered. Traditional simulative wheel-tracking tests, which …
actual pavement is always not considered. Traditional simulative wheel-tracking tests, which …
Improving accuracy of rutting prediction for mechanistic-empirical pavement design guide with deep neural networks
Rutting in asphalt pavement is a critical design criterion in the Mechanistic-Empirical
Pavement Design Guide (MEPDG). However, many studies have shown that the rutting …
Pavement Design Guide (MEPDG). However, many studies have shown that the rutting …
Condition Based Maintenance Planning of low volume rural roads using GIS
A Nautiyal, S Sharma - Journal of Cleaner Production, 2021 - Elsevier
The functional rural road network has a significant effect on the socio-economic growth of a
nation. Newly constructed road pavements deteriorate with time, their regular maintenance …
nation. Newly constructed road pavements deteriorate with time, their regular maintenance …
Incorporating cost uncertainty and path dependence into treatment selection for pavement networks
This paper proposes a new probabilistic treatment path dependence (PTPD) model for
budget allocation within pavement network management problems. During the evaluation of …
budget allocation within pavement network management problems. During the evaluation of …
Cost-effectiveness evaluation of pavement maintenance treatments using multiple regression and life-cycle cost analysis
The present study compared the effectiveness and cost-effectiveness of four pavement
treatments, including hot in-place recycling, milling and filling, thin HMA overlay and …
treatments, including hot in-place recycling, milling and filling, thin HMA overlay and …
Performance evaluation of crumb rubber-modified asphalt mixtures based on laboratory and field investigations
Research studies often propose additives to improve the mechanical properties that extend
pavement service life by reducing the rate of permanent deformation of conventional asphalt …
pavement service life by reducing the rate of permanent deformation of conventional asphalt …
Sustainable road design through multi-objective optimization: A case study in Northeast India
S Inti, SA Kumar - Transportation research part D: transport and …, 2021 - Elsevier
The development of a sustainable road network in Northeast India is challenging due to the
rough terrain, inclement weather, budgetary constraints, and lack of skilled workforce …
rough terrain, inclement weather, budgetary constraints, and lack of skilled workforce …
Pavement treatment short-term effectiveness in IRI change using long-term pavement program data
P Lu, D Tolliver - Journal of transportation engineering, 2012 - ascelibrary.org
This paper finds that pavement treatment short-term effectiveness in international roughness
index (IRI) follows a polynomial relationship with a pretreatment pavement condition …
index (IRI) follows a polynomial relationship with a pretreatment pavement condition …
IRI estimation based on pavement distress type, density, and severity: Efficacy of machine learning and statistical techniques
Abstract The International Roughness Index (IRI) is widely used in evaluating pavement
condition, making repair decisions, assessing ride comfort, and estimating vehicle operating …
condition, making repair decisions, assessing ride comfort, and estimating vehicle operating …