Using machine learning to predict dimensions and qualify diverse part designs across multiple additive machines and materials

Multi-source fast transfer learning algorithm based on support vector machine

(2021) Peng Gao et al.   APPLIED INTELLIGENCE

Toward in-situ flaw detection in laser powder bed fusion additive manufacturing through layerwise imagery and machine learning

(2021) Zackary Snow et al.   JOURNAL OF MANUFACTURING SYSTEMS

Geometrical defect detection for additive manufacturing with machine learning models

(2021) Rui Li et al.   MATERIALS & DESIGN

Ultra-power-dense heat exchanger development through genetic algorithm design and additive manufacturing

(2021) Hyunkyu Moon et al.   Joule

Nested cross-validation when selecting classifiers is overzealous for most practical applications

(2021) Jacques Wainer et al.   EXPERT SYSTEMS WITH APPLICATIONS

Adaptive sampling design for multi-task learning of Gaussian processes in manufacturing

(2021) Manan Mehta et al.   JOURNAL OF MANUFACTURING SYSTEMS

3D printing gets bigger, faster and stronger

(2020) Mark Zastrow   NATURE

Deep Transfer Learning Based Classification Model for COVID-19 Disease

(2020) Y. Pathak et al.   IRBM

Comparison of the Accuracy of Implant Position Using Surgical Guides Fabricated by Additive and Subtractive Techniques

(2020) Pantip Henprasert et al.   Journal of Prosthodontics-Implant Esthetic and Reconstructive Dentistry

A review on machine learning in 3D printing: applications, potential, and challenges

(2020) G. D. Goh et al.   ARTIFICIAL INTELLIGENCE REVIEW

Influence of nozzle geometry on primary and large-scale instabilities in coaxial injectors

(2020) Abhijeet Kumar et al.   CHEMICAL ENGINEERING SCIENCE

Study of pore defect and mechanical properties in selective laser melted Ti6Al4V alloy based on X-ray computed tomography

(2020) Wei Liu et al.   MATERIALS SCIENCE AND ENGINEERING A-STRUCTURAL MATERIALS PROPERTIES MICROSTRUCTURE AND PROCESSING

1D and 2D error assessment and correction for extrusion-based bioprinting using process sensing and control strategies

(2020) Ashley A Armstrong et al.   Biofabrication

Machine learning-based image processing for on-line defect recognition in additive manufacturing

(2019) Alessandra Caggiano et al.   CIRP ANNALS-MANUFACTURING TECHNOLOGY

Geometrical metrology for metal additive manufacturing

(2019) R.K. Leach et al.   CIRP ANNALS-MANUFACTURING TECHNOLOGY

Prediction of surface roughness in extrusion-based additive manufacturing with machine learning

(2019) Zhixiong Li et al.   ROBOTICS AND COMPUTER-INTEGRATED MANUFACTURING

Machine learning algorithm validation with a limited sample size

(2019) Andrius Vabalas et al.   PLoS One

Machine learning in tolerancing for additive manufacturing

(2018) Zuowei Zhu et al.   CIRP ANNALS-MANUFACTURING TECHNOLOGY

Statistical analysis of dimensional accuracy in additive manufacturing considering STL model properties

(2018) Ivanna Baturynska   INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY

A critical review of powder-based additive manufacturing of ferrous alloys: Process parameters, microstructure and mechanical properties

(2018) Haniyeh Fayazfar et al.   MATERIALS & DESIGN

In Situ Quality Monitoring in AM Using Acoustic Emission: A Reinforcement Learning Approach

(2018) K. Wasmer et al.   JOURNAL OF MATERIALS ENGINEERING AND PERFORMANCE

Quantifying Geometric Accuracy With Unsupervised Machine Learning: Using Self-Organizing Map on Fused Filament Fabrication Additive Manufacturing Parts

(2017) Mojtaba Khanzadeh et al.   JOURNAL OF MANUFACTURING SCIENCE AND ENGINEERING-TRANSACTIONS OF THE ASME

Compensation strategy to reduce geometry and mechanics mismatches in porous biomaterials built with Selective Laser Melting

(2017) Zahra S. Bagheri et al.   Journal of the Mechanical Behavior of Biomedical Materials

Elastic and failure response of imperfect three-dimensional metallic lattices: the role of geometric defects induced by Selective Laser Melting

(2017) Lu Liu et al.   JOURNAL OF THE MECHANICS AND PHYSICS OF SOLIDS

Overview of Materials Qualification Needs for Metal Additive Manufacturing

(2016) Mohsen Seifi et al.   JOM

An Analytical Foundation for Optimal Compensation of Three-Dimensional Shape Deformation in Additive Manufacturing

(2016) Qiang Huang   JOURNAL OF MANUFACTURING SCIENCE AND ENGINEERING-TRANSACTIONS OF THE ASME

Experimental investigation and statistical optimisation of the selective laser melting process of a maraging steel

(2015) G. Casalino et al.   OPTICS AND LASER TECHNOLOGY

Influence of process parameters on surface roughness of aluminum parts produced by DMLS

(2012) F. Calignano et al.   INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY

Optimization and Analysis of Shrinkage in Selective Laser Sintered Polyamide Parts

(2012) Sharanjit Singh et al.   MATERIALS AND MANUFACTURING PROCESSES

Height control of laser metal-wire deposition based on iterative learning control and 3D scanning

(2012) Almir Heralić et al.   OPTICS AND LASERS IN ENGINEERING

A tolerance interval based criterion for optimizing discrete point sampling strategies

(2010) Bianca Maria Colosimo et al.   PRECISION ENGINEERING-JOURNAL OF THE INTERNATIONAL SOCIETIES FOR PRECISION ENGINEERING AND NANOTECHNOLOGY

Geometric feedback control of discrete‐deposition SFF systems

(2010) Daniel L. Cohen et al.   RAPID PROTOTYPING JOURNAL

Estimating classification error rate: Repeated cross-validation, repeated hold-out and bootstrap

(2009) Ji-Hyun Kim   COMPUTATIONAL STATISTICS & DATA ANALYSIS