Prediction of Airport Pavement Moduli by Machine Learning Methodology Using Non-destructive Field Testing Data Augmentation (English)
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In:
Trends on Construction in the Digital Era
: Proceedings of ISIC 2022
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Chapter: 5
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62-75
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2022
- Article/Chapter (Book) / Electronic Resource
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Title:Prediction of Airport Pavement Moduli by Machine Learning Methodology Using Non-destructive Field Testing Data Augmentation
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Additional title:Lecture Notes in Civil Engineering
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Contributors:Gomes Correia, António ( editor ) / Azenha, Miguel ( editor ) / Cruz, Paulo J. S. ( editor ) / Novais, Paulo ( editor ) / Pereira, Paulo ( editor ) / Baldo, Nicola ( author ) / Rondinella, Fabio ( author ) / Celauro, Clara ( author )
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Conference:International Conference on Trends on Construction in the Post-Digital Era ; 2022 ; Guimarães, Portugal
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Published in:Trends on Construction in the Digital Era : Proceedings of ISIC 2022 ; Chapter: 5 ; 62-75Lecture Notes in Civil Engineering ; 306 ; 62-75
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Publisher:
- New search for: Springer International Publishing
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Place of publication:Cham
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Publication date:2022-11-20
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Size:14 pages
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ISBN:
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ISSN:
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DOI:
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Type of media:Article/Chapter (Book)
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Type of material:Electronic Resource
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Language:English
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Keywords:
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Source:
Table of contents eBook
The tables of contents are generated automatically and are based on the data records of the individual contributions available in the index of the TIB portal. The display of the Tables of Contents may therefore be incomplete.
- 1
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A WGAN Approach to Synthetic TBM Data GenerationUnterlass, Paul J. / Erharter, Georg H. / Sapronova, Alla / Marcher, Thomas et al. | 2022
- 2
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Digital Construction Strategy for Project Management Optimization in a Building Renovation Site: Machine Learning and Big Data AnalysisAgostinelli, Sofia / Cumo, Fabrizio / Marzo, Riccardo / Muzi, Francesco et al. | 2022
- 3
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Disruptive Innovation in AEC: The Case of Artificial Intelligence Applied to Project Managementde Matos Camarinha, Ricardo / Porter, David / Quang, Cuong et al. | 2022
- 4
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Neural Network-Based Model to Predict Permanent Deformation Induced in the Subgrade by the Passage of the TrainsRamos, Ana / Gomes Correia, António / Calçada, Rui et al. | 2022
- 5
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Prediction of Airport Pavement Moduli by Machine Learning Methodology Using Non-destructive Field Testing Data AugmentationBaldo, Nicola / Rondinella, Fabio / Celauro, Clara et al. | 2022
- 6
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Prediction of Geological Conditions Ahead of the Tunnel Face: Comparing the Accuracy of Machine Learning Models Trained on Real and Synthetic DataSapronova, Alla / Unterlass, Paul J. / Dickmann, Thomas / Hecht-Méndez, Jozsef / Marcher, Thomas et al. | 2022
- 7
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Predictions of Root Tensile Strength for Different Vegetation Species Using Individual and Ensemble Machine Learning ModelsSemwal, Tarun / Priyanka, P. / Kumar, Praveen / Dutt, Varun / Uday, K. V. et al. | 2022
- 8
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Towards the Development of a Budget Categorisation Machine Learning Tool: A ReviewJacques de Sousa, Luís / Poças Martins, João / Santos Baptista, João / Sanhudo, Luís et al. | 2022
- 9
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Transforming Construction Entities from Traditional Management to Autonomous Management Using BlockchainDarabseh, Mohammad / Poças Martins, João et al. | 2022
- 10
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A Toolbox for the Automatic Interpretation of Bender Element Tests in GeomechanicsMoldovan, Ionuţ Dragoş / Almukashfi, Abdalla / Gomes Correia, António et al. | 2022
- 11
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Additive Manufactured (3D-Printed) Connections for Thermoplastic FacadesCheibas, Ina / Gamote, Ringo Perez / Önalan, Beril / Lloret-Fritschi, Ena / Gramazio, Fabio / Kohler, Matthias et al. | 2022
- 12
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Auto(mated)nomous AssemblyLiu, Yuxi / Belousov, Boris / Funk, Niklas / Chalvatzaki, Georgia / Peters, Jan / Tessmann, Oliver et al. | 2022
- 13
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BIM-to-FEM: Development of a Software Tool to Increase the Operational Efficiency of Dam Construction ProjectsGiangiulio, Michael / Granitzer, Andreas-Nizar / Tschuchnigg, Franz / Hoffmann, Jens et al. | 2022
- 14
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Converting Algorithms into Tangible SolutionsCaetano, Inês / Leitão, António / Bastos, Francisco et al. | 2022
- 15
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Development of a BIM Model for Facility Management with Virtual/Augmented Reality InteractionFinco, Filipe / Oliveira, Andressa / Sousa, Nuno / Pinto, Célia / Granja, José / Azenha, Miguel et al. | 2022
- 16
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Improv-Structure: Exploring Improvisation in Collective Human-Robot ConstructionHan, Isla Xi / Parascho, Stefana et al. | 2022
- 17
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An Exploration of Graph-Based FEM Optimization for Construction IndustryLuo, Luxin et al. | 2022
- 18
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Assessing Hazardous Spills Impact on Road Surface Performances by 3D High Resolution Surveying TechniquesGirelli, Valentina Alena / Cotignoli, Luca / Ghasemi, Navid / Lantieri, Claudio / Tini, Maria Alessandra / Vecchione, Rossella / Bitelli, Gabriele / Vignali, Valeria et al. | 2022
- 19
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Integrating Smart and Sustainable Construction: A Review of Present Status, and Possible OpportunitiesGhazal, Mai / Hammad, Ahmed et al. | 2022
- 20
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Integration of Spot Tests and Vibratory Roller Data in Rural Road Pavement Layers Made with Recycled AggregatesPourkhorshidi, Sajjad / Sangiorgi, Cesare / Torreggiani, Daniele / Tassinari, Patrizia et al. | 2022
- 21
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Multiphysical Coupling Analysis of the Transition Zone Behaviour in Corroded Reinforced Concrete StructuresMeterfi, Yasmine / Trouzine, Habib / Houmadi, Youcef et al. | 2022
- 22
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The Influence of the Visual Factor on the Efficiency of Visualization Method in the Production EnvironmentZhurbenko, Valeriia / Belikov, Anatoliy / Sankov, Petr / Nazha, Pavlo et al. | 2022
- 23
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Waste Elimination and Value Management Framework Based on Lean Design MethodsKaraz, Mahmoud / Teixeira, José Cardoso et al. | 2022
- 24
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Aggregating High-Precision GNSS Intelligent Construction Data for Quality Asphalt PavementsChang, George K. / Gilliland, Amanda L. / TaghaviGhalesari, Abbasali et al. | 2022
- 25
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Construction Sector Transformation: Developing a New Learning Paradigmde Matos Camarinha, Ricardo / Goulding, Jack / Peter, Camaren et al. | 2022
- 26
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Digitalization of the Asphalt Paving Workflow and Process – Its Challenges and OpportunitiesBertsch, Christoph et al. | 2022
- 27
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Discrete Aggregate Mass Calculation Method for Visual Detection of Aggregate Gradation and Elongated and Flat Aggregate ContentsChen, Zeqi / Gao, Ying / Zhang, Jiupeng / Chen, Siyu / Ma, Tao / Huang, Xiaoming et al. | 2022
- 28
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A New Sustainable System for Piped Water Cooling of Mass Concrete StructuresKheradmand, Mohammad / Vicente, Romeu / Azenha, Miguel / de Aguiar, José Luís Barroso et al. | 2022
- 29
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A Novel Graphene-Based Geotextile for Use in Smart PavementsSenadheera, Harini / Bouazza, Abdelmalek / Kodikara, Jayantha / Gibbs, Daniel et al. | 2022
- 30
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Adaptive Fuzzy Inference System for Automated Pavement Condition Evaluation of Large Pavement Sections from Ground Penetrating Radar (GPR) Thickness DataSingh, Nikhil / Kishore, Kaushal / Deo, Ravin / Lu, Ye / Urbaez, Ernesto / Kodikara, Jayantha et al. | 2022
- 31
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Climate Change: Evaluation of a Failed Roadway Embankment with Expansive Soils Using Unmanned Aerial Vehicle (UAV) InspectionCongress, Surya Sarat Chandra / Ulloa, Omar / Kumar, Prince / Jafari, Navid H. / Yu, Xinbao / Puppala, Anand J. et al. | 2022
- 32
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Evaluation of the Temporal Moisture Variations in Flexible Pavements with Thin Seals Under Melbourne ClimateMadakalapuge, Chathuri Maha / Dutta, Troyee Tanu / Kodikara, Jayantha et al. | 2022
- 33
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Intelligent Metro Shield Tunnel Structure Assessment Based on Knowledge GraphPang, H. J. / Li, S. Y. / Dai, L. F. / Kong, J. T. / Liu, M. K. / Jia, F. / Xue, Y. D. et al. | 2022
- 34
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Laboratory Investigation of Sensors Reliability to Allow Their Incorporation in a Real-Time Road Pavement Monitoring SystemRebelo, Francisco / Dabiri, Asmasadat / Silva, Hugo / Oliveira, Joel et al. | 2022
- 35
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Lessons Learned: Monitoring Dam Infrastructure Assets Using Unmanned Aerial Vehicles (UAVs)Congress, Surya Sarat Chandra / Puppala, Anand J. / Verreault, Louie / Koterba, Dorota / Gehrig, Jason et al. | 2022
- 36
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Rail Track Monitoring Using AI and Machine LearningPopov, Konstantin / DeBold, Robert / Chai, Hwa-Kian / Forde, Michael C. / Ho, Carlton L. / Hyslip, James P. / Long, Paul / Hsu, Sin Sin et al. | 2022
- 37
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Structural Health Monitoring with Artificial Neural Network and Subspace-Based Damage IndicatorsRosso, Marco M. / Aloisio, Angelo / Cucuzza, Raffaele / Pasca, Dag P. / Cirrincione, Giansalvo / Marano, Giuseppe C. et al. | 2022
- 38
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Using a Novel Instrumented Roller to Estimate Soil Dry Density During CompactionTophel, Amir / Walker, Jeffrey P. / Dutta, Troyee Tanu / Kodikara, Jayantha et al. | 2022