Litcius/Paper detail

Optimizing asphalt mix design through predicting the rut depth of asphalt pavement using machine learning

Jian Liu, Fangyu Liu, Chuanfeng Zheng, Daodao Zhou, Linbing Wang

2022Construction and Building Materials69 citationsDOI

Topics & Concepts

RutMean squared errorArtificial neural networkMean absolute percentage errorSupport vector machineRandom forestAsphaltStatisticsImputation (statistics)Linear regressionCoefficient of determinationGradient boostingComputer scienceMathematicsEngineeringMachine learningMissing dataMaterials scienceComposite materialInfrastructure Maintenance and MonitoringAsphalt Pavement Performance EvaluationNon-Destructive Testing Techniques