Research graph
References from Constructive AI: autonomous robotic 3D printing enabled by AI-driven process control and 3D machine vision. Local targets link to admitted publications; unresolved targets remain external evidence.
Automated construction by contour crafting—related robotics and information technologies
10.1016/j.autcon.2003.08.012 · 2004 · External reference
Innovative rapid prototyping process makes large sized, smooth surfaced complex shapes in a wide variety of materials
10.1080/10667857.1998.11752766 · 1998 · External reference
Concrete 3D printing: challenges and opportunities for the construction industry
2022 · External reference
3D printed sulfur-regolith concrete performance evaluation for waterless extraterrestrial robotic construction
10.1016/j.autcon.2024.105571 · 2024 · External reference
A roadmap for quality control of hardening and hardened printed concrete
10.1016/j.cemconres.2022.106800 · 2022 · External reference
Unresolved reference
External reference
A framework and cyber-physical system architecture for cloud-based construction monitoring with autonomous quadrupeds
2024 · External reference
3D printing technology in concrete construction
2025 · External reference
Automated inspection in robotic 3D printing: in-process geometrical measurements using structured light machine vision
10.1061/jccee5.cpeng-7059 · 2026 · External reference
Real-time extrusion quality monitoring techniques for construction 3D printing
10.1016/j.conbuildmat.2021.124520 · 2021 · External reference
Reality capture technologies for automated quality control during construction 3D printing
2024 · External reference
Unresolved reference
2018 · External reference
Computer vision for real-time extrusion quality monitoring and control in robotic construction
10.1016/j.autcon.2019.01.022 · 2019 · External reference
Additive manufacturing of concrete in construction: potentials and challenges of 3D concrete printing
10.1080/17452759.2016.1209867 · 2016 · External reference
Effects of Early-Age rheology and printing time interval on Late-Age fracture characteristics of 3D printed concrete
10.1016/j.conbuildmat.2022.128559 · 2022 · External reference
Machine learning approach to predict the early-age flexural strength of sensor-embedded 3D-printed structures
10.1007/s40964-025-01017-4 · 2025 · External reference
Unresolved reference
2024 · External reference
Mathematical morphology-based point cloud analysis techniques for geometry assessment of 3D printed concrete elements
2022 · External reference
Data-driven additive manufacturing with concrete: enhancing in-line sensory data with domain knowledge, part I: geometry
10.1016/j.autcon.2025.106020 · 2025 · External reference
LiDAR-based real-time geometrical inspection for large-scale additive manufacturing
2024 · External reference
Unresolved reference
2025 · External reference
On-line and in-line quality assessment across all scale levels of 3D concrete printing
10.1016/j.cemconres.2024.107646 · 2024 · External reference
Extrusion under material uncertainty with pressure-based closed-loop feedback control in robotic concrete additive manufacturing
10.1016/j.autcon.2025.106494 · 2025 · External reference
Automated flow rate control of extrusion for 3D concrete printing incorporating rheological parameters
10.1016/j.autcon.2024.105319 · 2024 · External reference
Real-time vision-based control of industrial manipulators for layer-width setting in concrete 3D printing applications
2022 · External reference
Digital fabrication with cement-based materials: underlying physics
2022 · External reference
3D printing using concrete extrusion: a roadmap for research
10.1016/j.cemconres.2018.05.006 · 2018 · External reference
Machine learning-based online monitoring and closed-loop controlling for 3D printing of continuous fiber-reinforced composites
2025 · External reference
Intelligent real-time quality control for 3D-printed concrete with near-nozzle secondary mixing
10.1016/j.autcon.2024.105325 · 2024 · External reference
Co-driven physics and machine learning for intelligent control in high-precision 3D concrete printing
10.1016/j.autcon.2025.106294 · 2025 · External reference
Overview of passive and active vision techniques for hand-held 3D data acquisition
2003 · External reference
Detection of manipulations in digital images: a review of passive and active methods utilizing deep learning
10.3390/app15020881 · 2025 · External reference
Development of a real-time geometric quality monitoring system for extruded filaments of 3D concrete printing construction
10.1109/access.2024.3401472 · 2024 · External reference
Real-time structured light profilometry: a review
10.1016/j.optlaseng.2016.01.011 · 2016 · External reference
Unbonded interlayer evaluation in freshly 3D printed concrete using electrical resistivity measurements
2024 · External reference
Hardened properties of 3D printed concrete: the influence of process parameters on interlayer adhesion
10.1016/j.cemconres.2019.02.017 · 2019 · External reference
Early-age strength monitoring of sensor-embedded 3D printed structures
2024 · External reference
Shrinkage behavior of cementitious 3D printing materials: effect of temperature and relative humidity
10.1016/j.cemconcomp.2021.104238 · 2021 · External reference
Support vector method for function approximation, regression estimation and signal processing
1996 · External reference
Support vector machines
10.1109/5254.708428 · 1998 · External reference
What is a support vector machine?
10.1038/nbt1206-1565 · 2006 · External reference
Support vector machines and kernels for computational biology
10.1371/journal.pcbi.1000173 · 2008 · External reference
Random forests
10.1023/a:1010933404324 · 2001 · External reference
Random forest algorithm overview
10.58496/bjml/2024/007 · 2024 · External reference
A review on random forest: an ensemble classifier
2018 · External reference
Xgboost: a scalable tree boosting system
2016 · External reference
Xgboost: extreme gradient boosting
2015 · External reference
Unresolved reference
1995 · External reference
Unresolved reference
External reference
Scikit-learn: machine learning in Python
2011 · External reference
Hyperparameter tuning in machine learning: a comprehensive review
10.9734/jerr/2024/v26i61188 · 2024 · External reference
Optuna: A next-generation hyperparameter optimization framework
2019 · External reference
Grid search, random search, genetic algorithm: a big comparison for NAS
2019 · External reference
Bayesian Optimization Algorithm
2005 · External reference
A tutorial on Bayesian optimization
2018 · External reference
Machine learning: trends, perspectives, and prospects
10.1126/science.aaa8415 · 2015 · External reference
Machine learning from theory to algorithms: an overview
2018 · External reference
Machine learning algorithms: a review
2019 · External reference
Supervised machine learning: a review of classification techniques
2007 · External reference
Xgboost and random forest algorithms: an in depth analysis
2023 · External reference
Permutation importance: a corrected feature importance measure
10.1093/bioinformatics/btq134 · 2010 · External reference
Maturity of concrete: method for predicting early-stage strength
1989 · External reference
The early-age prediction of concrete strength using maturity models: a review
2021 · External reference
Automated strength monitoring of 3D printed structures via embedded sensors
10.1016/j.autcon.2024.105681 · 2024 · External reference
Machine learning approach to predict the early-age flexural strength of sensor-embedded 3D-printed structures
10.1007/s40964-025-01017-4 · ExternalCitation · doi-reference
Automated construction by contour crafting—related robotics and information technologies
10.1016/j.autcon.2003.08.012 · ExternalCitation · doi-reference
Computer vision for real-time extrusion quality monitoring and control in robotic construction
10.1016/j.autcon.2019.01.022 · ExternalCitation · doi-reference
Automated flow rate control of extrusion for 3D concrete printing incorporating rheological parameters
10.1016/j.autcon.2024.105319 · ExternalCitation · doi-reference
Intelligent real-time quality control for 3D-printed concrete with near-nozzle secondary mixing
10.1016/j.autcon.2024.105325 · ExternalCitation · doi-reference
3D printed sulfur-regolith concrete performance evaluation for waterless extraterrestrial robotic construction
10.1016/j.autcon.2024.105571 · ExternalCitation · doi-reference
Automated strength monitoring of 3D printed structures via embedded sensors
10.1016/j.autcon.2024.105681 · ExternalCitation · doi-reference
Data-driven additive manufacturing with concrete: enhancing in-line sensory data with domain knowledge, part I: geometry
10.1016/j.autcon.2025.106020 · ExternalCitation · doi-reference
Co-driven physics and machine learning for intelligent control in high-precision 3D concrete printing
10.1016/j.autcon.2025.106294 · ExternalCitation · doi-reference
Extrusion under material uncertainty with pressure-based closed-loop feedback control in robotic concrete additive manufacturing
10.1016/j.autcon.2025.106494 · ExternalCitation · doi-reference
Shrinkage behavior of cementitious 3D printing materials: effect of temperature and relative humidity
10.1016/j.cemconcomp.2021.104238 · ExternalCitation · doi-reference
3D printing using concrete extrusion: a roadmap for research
10.1016/j.cemconres.2018.05.006 · ExternalCitation · doi-reference
Hardened properties of 3D printed concrete: the influence of process parameters on interlayer adhesion
10.1016/j.cemconres.2019.02.017 · ExternalCitation · doi-reference
A roadmap for quality control of hardening and hardened printed concrete
10.1016/j.cemconres.2022.106800 · ExternalCitation · doi-reference
On-line and in-line quality assessment across all scale levels of 3D concrete printing
10.1016/j.cemconres.2024.107646 · ExternalCitation · doi-reference
Real-time extrusion quality monitoring techniques for construction 3D printing
10.1016/j.conbuildmat.2021.124520 · ExternalCitation · doi-reference
Effects of Early-Age rheology and printing time interval on Late-Age fracture characteristics of 3D printed concrete
10.1016/j.conbuildmat.2022.128559 · ExternalCitation · doi-reference
Real-time structured light profilometry: a review
10.1016/j.optlaseng.2016.01.011 · ExternalCitation · doi-reference
Random forests
10.1023/a:1010933404324 · ExternalCitation · doi-reference
What is a support vector machine?
10.1038/nbt1206-1565 · ExternalCitation · doi-reference
Automated inspection in robotic 3D printing: in-process geometrical measurements using structured light machine vision
10.1061/jccee5.cpeng-7059 · ExternalCitation · doi-reference
Innovative rapid prototyping process makes large sized, smooth surfaced complex shapes in a wide variety of materials
10.1080/10667857.1998.11752766 · ExternalCitation · doi-reference
Additive manufacturing of concrete in construction: potentials and challenges of 3D concrete printing
10.1080/17452759.2016.1209867 · ExternalCitation · doi-reference
Permutation importance: a corrected feature importance measure
10.1093/bioinformatics/btq134 · ExternalCitation · doi-reference
Support vector machines
10.1109/5254.708428 · ExternalCitation · doi-reference
Development of a real-time geometric quality monitoring system for extruded filaments of 3D concrete printing construction
10.1109/access.2024.3401472 · ExternalCitation · doi-reference
Machine learning: trends, perspectives, and prospects
10.1126/science.aaa8415 · ExternalCitation · doi-reference
Support vector machines and kernels for computational biology
10.1371/journal.pcbi.1000173 · ExternalCitation · doi-reference
Detection of manipulations in digital images: a review of passive and active methods utilizing deep learning
10.3390/app15020881 · ExternalCitation · doi-reference
Random forest algorithm overview
10.58496/bjml/2024/007 · ExternalCitation · doi-reference
Hyperparameter tuning in machine learning: a comprehensive review
10.9734/jerr/2024/v26i61188 · ExternalCitation · doi-reference
