Automated decision making in highway pavement preventive maintenance based on deep learning

Understanding the Effect of Hyperparameter Optimization on Machine Learning Models for Structure Design Problems

(2021) Xianping Du et al.   COMPUTER-AIDED DESIGN

Viscosity Prediction of Rubberized Asphalt–Rejuvenated Recycled Asphalt Pavement Binders Using Artificial Neural Network Approach

(2021) Zifeng Zhao et al.   JOURNAL OF MATERIALS IN CIVIL ENGINEERING

Hybrid neural network based on novel audio feature for vehicle type identification

(2021) Haoze Chen et al.   Scientific Reports

Autonomous construction hoist system based on deep reinforcement learning in high-rise building construction

(2021) Dongmin Lee et al.   AUTOMATION IN CONSTRUCTION

Hybrid deep learning model for automating constraint modelling in advanced working packaging

(2021) Chengke Wu et al.   AUTOMATION IN CONSTRUCTION

Cost-effectiveness evaluation of pavement maintenance treatments using multiple regression and life-cycle cost analysis

(2021) Yuanyuan Pan et al.   CONSTRUCTION AND BUILDING MATERIALS

Rutting prediction models for flexible pavement structures: A review of historical and recent developments

(2021) Avinash Kumar Singh et al.   Journal of Traffic and Transportation Engineering-English Edition

Prediction of the Pre-Erosion Stage of Faulting in Jointed Concrete Pavement with Axle Load Distribution

(2020) Yu Chen et al.   Transportation Geotechnics

Deep reinforcement learning for long‐term pavement maintenance planning

(2020) Linyi Yao et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Prediction of highway asphalt pavement performance based on Markov chain and artificial neural network approach

(2020) Zhichen Wang et al.   JOURNAL OF SUPERCOMPUTING

Statistics and Artificial Intelligence-Based Pavement Performance and Remaining Service Life Prediction Models for Flexible and Composite Pavement Systems

(2020) Orhan Kaya et al.   TRANSPORTATION RESEARCH RECORD

Characterizing the Performance of Interstate Flexible Pavements Using Artificial Neural Networks and Random Parameters Regression

(2020) Mohamed S. Yamany et al.   Journal of Infrastructure Systems

Cost Index Predictions for Construction Engineering Based on LSTM Neural Networks

(2020) Jiacheng Dong et al.   Advances in Civil Engineering

Examining the Relationship Between Two Road Performance Indicators: Pavement Condition Index and International Roughness Index

(2020) S. Madeh Piryonesi et al.   Transportation Geotechnics

Modeling the international roughness index performance on semi-rigid pavements in single carriageway roads

(2020) Heriberto Pérez-Acebo et al.   CONSTRUCTION AND BUILDING MATERIALS

Establishment of Prediction Models of Asphalt Pavement Performance based on a Novel Data Calibration Method and Neural Network

(2019) Linyi Yao et al.   TRANSPORTATION RESEARCH RECORD

Investigating impacts of asphalt mixture properties on pavement performance using LTPP data through random forests

(2019) Hongren Gong et al.   CONSTRUCTION AND BUILDING MATERIALS

Pavement structural evaluation based on roughness and surface distress survey using neural network model

(2019) Mansour Fakhri et al.   CONSTRUCTION AND BUILDING MATERIALS

Machine learning approach for pavement performance prediction

(2019) Pedro Marcelino et al.   International Journal of Pavement Engineering

Identification of the potential for carbon dioxide emissions reduction from highway maintenance projects using life cycle assessment: A case in China

(2019) Yuanyuan Liu et al.   JOURNAL OF CLEANER PRODUCTION

Integrating social equity in highway maintenance and rehabilitation programming: A quantitative approach

(2019) Jojo France-Mensah et al.   Sustainable Cities and Society

Dynamic prediction for attitude and position in shield tunneling: A deep learning method

(2019) Cheng Zhou et al.   AUTOMATION IN CONSTRUCTION

Two-step long short-term memory method for identifying construction activities through positional and attentional cues

(2019) Jiannan Cai et al.   AUTOMATION IN CONSTRUCTION

Sustainable Road Maintenance Planning in Developing Countries Based on Pavement Management Systems: Case Study in Baja California, México

(2019) Marco Montoya-Alcaraz et al.   Sustainability

Performance Evaluation of Asphalt Pavement Resurfacing Treatments Using Structural Equation Modeling

(2019) Qiao Dong et al.   Journal of Transportation Engineering Part B-Pavements

Mechanistic-empirical pavement performance of asphalt mixtures with recycled asphalt shingles

(2018) Sharareh Shirzad et al.   CONSTRUCTION AND BUILDING MATERIALS

International Roughness Index prediction model for flexible pavements

(2018) Nader Abdelaziz et al.   International Journal of Pavement Engineering

Use of random forests regression for predicting IRI of asphalt pavements

(2018) Hongren Gong et al.   CONSTRUCTION AND BUILDING MATERIALS

Mining multiple association rules in LTPP database: An analysis of asphalt pavement thermal cracking distress

(2018) Shi Dong et al.   CONSTRUCTION AND BUILDING MATERIALS

A Dynamic Traffic Assignment Model for the Sustainability of Pavement Performance

(2018) Xinhua Mao et al.   Sustainability

Developing a methodology to evaluate the effectiveness of pavement treatments applied to low-volume paved roads

(2017) Marwan Hafez et al.   International Journal of Pavement Engineering

Interlinking life-cycle data spaces to support decision making in highway asset management

(2016) Tuyen Le et al.   AUTOMATION IN CONSTRUCTION

Integrated Inspection Scheduling and Maintenance Planning for Infrastructure Systems

(2015) Milad Memarzadeh et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Prediction of IRI in short and long terms for flexible pavements: ANN and GMDH methods

(2015) Hasan Ziari et al.   International Journal of Pavement Engineering

Back-calculation of transition probabilities for Markovian-based pavement performance prediction models

(2014) Khaled A. Abaza   International Journal of Pavement Engineering

Assessing artificial neural network performance in estimating the layer properties of pavements

(2014) Gloria Inés Beltran et al.   Ingenieria e Investigacion

Pavement performance prediction through fuzzy regression

(2011) Nang-Fei Pan et al.   EXPERT SYSTEMS WITH APPLICATIONS

Performance Modeling of Infrastructure Condition Data with Maintenance Intervention

(2011) Lu Gao et al.   TRANSPORTATION RESEARCH RECORD

Selection of pavement performance models for use in the Portuguese PMS

(2010) Adelino Ferreira et al.   International Journal of Pavement Engineering

Prediction of Pavement Performance through Neuro-Fuzzy Reasoning

(2009) Alessandra Bianchini et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING