State-of-the-Art Review of Machine Learning Applications in Additive Manufacturing; from Design to Manufacturing and Property Control
出版年份 2022 全文链接
标题
State-of-the-Art Review of Machine Learning Applications in Additive Manufacturing; from Design to Manufacturing and Property Control
作者
关键词
-
出版物
ARCHIVES OF COMPUTATIONAL METHODS IN ENGINEERING
Volume -, Issue -, Pages -
出版商
Springer Science and Business Media LLC
发表日期
2022-07-23
DOI
10.1007/s11831-022-09786-9
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注意：仅列出部分参考文献，下载原文获取全部文献信息。- 3D Printed Template‐Directed Assembly of Multiscale Graphene Structures
- (2022) Jingzhuo Zhou et al. ADVANCED FUNCTIONAL MATERIALS
- Current research and industrial application of laser powder directed energy deposition
- (2022) Gabriele Piscopo et al. INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY
- Evaluation of thermal and geometric properties of martensitic stainless steel thin walls built by additive manufacturing cold metal transfer (CMT) processes
- (2022) Daniel Galeazzi et al. INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY
- An LSTM-autoencoder based online side channel monitoring approach for cyber-physical attack detection in additive manufacturing
- (2022) Zhangyue Shi et al. JOURNAL OF INTELLIGENT MANUFACTURING
- Compression of Pulsed Infrared Thermography Data With Unsupervised Learning for Nondestructive Evaluation of Additively Manufactured Metals
- (2022) Xin Zhang et al. IEEE Access
- Towards intelligent monitoring system in wire arc additive manufacturing: a surface anomaly detector on a small dataset
- (2022) Yuxing Li et al. INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY
- A machine learning approach for the prediction of melting efficiency in wire arc additive manufacturing
- (2022) Germán O. Barrionuevo et al. INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY
- Wire Arc Additive Manufacturing – A revolutionary method in additive manufacturing
- (2022) Nilesh Kumar et al. MATERIALS CHEMISTRY AND PHYSICS
- Shape memory elastomers: A review of synthesis, design, advanced manufacturing, and emerging applications
- (2022) Peerawat Prathumrat et al. POLYMERS FOR ADVANCED TECHNOLOGIES
- Two-Way Feature Extraction for Speech Emotion Recognition Using Deep Learning
- (2022) Apeksha Aggarwal et al. SENSORS
- Pyrometrical Interlayer Temperature Measurement in WAAM of Thin Wall: Strategies, Limitations and Functionality
- (2022) Vinicius Lemes Jorge et al. Metals
- A technical overview of metallic parts in hybrid additive manufacturing industry
- (2022) Mehmet Erdi Korkmaz et al. Journal of Materials Research and Technology-JMR&T
- Research and application of machine learning for additive manufacturing
- (2022) Jian Qin et al. Additive Manufacturing
- Nonparametric Bayesian framework for material and process optimization with nanocomposite fused filament fabrication
- (2022) Jia Liu et al. Additive Manufacturing
- A visual review of artificial intelligence and Industry 4.0 in healthcare
- (2022) Sandeep Kumar Sood et al. COMPUTERS & ELECTRICAL ENGINEERING
- A review on four-dimensional (4D) bioprinting in pursuit of advanced tissue engineering applications
- (2022) Zia Ullah Arif et al. Bioprinting
- Biomedical applications of the powder‐based 3D printed titanium alloys: A review
- (2022) Amy X.Y. Guo et al. JOURNAL OF MATERIALS SCIENCE & TECHNOLOGY
- A general and transferable deep learning framework for predicting phase formation in materials
- (2021) Shuo Feng et al. npj Computational Materials
- Convolutional neural network-assisted recognition of nanoscale L12 ordered structures in face-centred cubic alloys
- (2021) Yue Li et al. npj Computational Materials
- A physics-informed machine learning model for porosity analysis in laser powder bed fusion additive manufacturing
- (2021) Rui Liu et al. The International Journal of Advanced Manufacturing Technology
- Unsupervised transfer learning for anomaly detection: Application to complementary operating condition transfer
- (2021) Gabriel Michau et al. KNOWLEDGE-BASED SYSTEMS
- A CNN-based approach to identification of degradations in speech signals
- (2021) Yuki Saishu et al. EURASIP Journal on Audio Speech and Music Processing
- Laser powder bed fusion of soda lime silica glass: Optimisation of processing parameters and evaluation of part properties
- (2021) K.C. Datsiou et al. Additive Manufacturing
- Machine learning for knowledge transfer across multiple metals additive manufacturing printers
- (2021) Sen Liu et al. Additive Manufacturing
- Optimization of process parameters for direct energy deposited Ti-6Al-4V alloy using neural networks
- (2021) Pasupuleti Lakshmi Narayana et al. The International Journal of Advanced Manufacturing Technology
- Topology optimization of microchannel heat sinks using a homogenization approach
- (2021) Serdar Ozguc et al. INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER
- 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
- An Integrated Computational Materials Engineering Predictive Platform for Fatigue Prediction and Qualification of Metallic Parts Built With Additive Manufacturing
- (2021) B. Jalalahmadi et al. JOURNAL OF TRIBOLOGY-TRANSACTIONS OF THE ASME
- Heterogeneity consequences on the mechanical and microstructural evolution of an AlSi11Cu alloy obtained by selective laser melting
- (2021) Jairo Alberto Muñoz et al. MATERIALS CHARACTERIZATION
- Additive manufacturing of structural materials
- (2021) Guo Liu et al. MATERIALS SCIENCE & ENGINEERING R-REPORTS
- Evaluation of crack propagation behavior of porous polymer membranes
- (2021) Yasuhisa Kodaira et al. POLYMER TESTING
- Accelerated optimization of curvilinearly stiffened panels using deep learning
- (2021) Karanpreet Singh et al. THIN-WALLED STRUCTURES
- Using in-situ process monitoring data to identify defective layers in Ti-6Al-4V additively manufactured porous biomaterials
- (2021) Darragh S. Egan et al. Journal of Manufacturing Processes
- A machine learning guided investigation of quality repeatability in metal laser powder bed fusion additive manufacturing
- (2021) De Jun Huang et al. MATERIALS & DESIGN
- A survey on deep learning and its applications
- (2021) Shi Dong et al. Computer Science Review
- Nonlinear RANSAC with crossline correction: An algorithm for vision-based curved cable detection system
- (2021) Kecheng Yang et al. OPTICS AND LASERS IN ENGINEERING
- The State of the Art of Material Jetting—A Critical Review
- (2021) Orhan Gülcan et al. Polymers
- Acoustic Anomaly Detection of Mechanical Failures in Noisy Real-Life Factory Environments
- (2021) Yuki Tagawa et al. Electronics
- 3D printing for polymer/particle-based processing: A review
- (2021) Weiheng Xu et al. COMPOSITES PART B-ENGINEERING
- In-situ point cloud fusion for layer-wise monitoring of additive manufacturing
- (2021) Zehao Ye et al. JOURNAL OF MANUFACTURING SYSTEMS
- Machine vision based condition monitoring and fault diagnosis of machine tools using information from machined surface texture: A review
- (2021) Yuekai Liu et al. MECHANICAL SYSTEMS AND SIGNAL PROCESSING
- Data-driven chaos indicator for nonlinear dynamics and applications on storage ring lattice design
- (2021) Yongjun Li et al. NUCLEAR INSTRUMENTS & METHODS IN PHYSICS RESEARCH SECTION A-ACCELERATORS SPECTROMETERS DETECTORS AND ASSOCIATED EQUIPMENT
- Disruptive Technologies and Operations Management in the Industry 4.0 Era and Beyond
- (2021) Tsan‐Ming Choi et al. PRODUCTION AND OPERATIONS MANAGEMENT
- Process modeling in laser powder bed fusion towards defect detection and quality control via machine learning: The state-of-the-art and research challenges
- (2021) Peng Wang et al. Journal of Manufacturing Processes
- Enhancing the hot-corrosion resistance of atmospheric plasma sprayed Ni-based coatings by adding a deoxidizer
- (2021) Xin-Yuan Dong et al. MATERIALS & DESIGN
- Augmented Time Regularized Generative Adversarial Network (ATR-GAN) for Data Augmentation in Online Process Anomaly Detection
- (2021) Yuxuan Li et al. IEEE Transactions on Automation Science and Engineering
- A study of fractional Lotka‐Volterra population model using Haar wavelet and Adams‐Bashforth‐Moulton methods
- (2020) Sunil Kumar et al. MATHEMATICAL METHODS IN THE APPLIED SCIENCES
- Parameters Influencing the Outcome of Additive Manufacturing of Tiny Medical Devices Based on PEEK
- (2020) Yiqiao Wang et al. Materials
- 3D printing of a post-tensioned concrete girder designed by topology optimization
- (2020) Gieljan Vantyghem et al. AUTOMATION IN CONSTRUCTION
- Predicting microstructure-dependent mechanical properties in additively manufactured metals with machine- and deep-learning methods
- (2020) Carl Herriott et al. COMPUTATIONAL MATERIALS SCIENCE
- Additive manufacturing and topology optimization: A design strategy for a steering column mounting bracket considering overhang constraints
- (2020) Sara Mantovani et al. PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART C-JOURNAL OF MECHANICAL ENGINEERING SCIENCE
- Combining machine learning and process engineering physics towards enhanced accuracy and explainability of data-driven models
- (2020) Timur Bikmukhametov et al. COMPUTERS & CHEMICAL ENGINEERING
- A data-driven approach based on long short-term memory and hidden Markov model for crack propagation prediction
- (2020) Duyen H. Nguyen-Le et al. ENGINEERING FRACTURE MECHANICS
- Streamflow forecasting using extreme gradient boosting model coupled with Gaussian mixture model
- (2020) Lingling Ni et al. JOURNAL OF HYDROLOGY
- Mechanistic models for additive manufacturing of metallic components
- (2020) H.L. Wei et al. PROGRESS IN MATERIALS SCIENCE
- Computer generated optical volume elements by additive manufacturing
- (2020) Niyazi Ulas Dinc et al. Nanophotonics
- Unraveling pore evolution in post-processing of binder jetting materials: X-ray computed tomography, computer vision, and machine learning
- (2020) Yunhui Zhu et al. Additive Manufacturing
- Rotation nozzle and numerical simulation of mass distribution at corners in 3D cementitious material printing
- (2020) Zhixin Liu et al. Additive Manufacturing
- Explainable decision forest: Transforming a decision forest into an interpretable tree
- (2020) Omer Sagi et al. Information Fusion
- Vat photopolymerization 3D printing for advanced drug delivery and medical device applications
- (2020) Xiaoyan Xu et al. JOURNAL OF CONTROLLED RELEASE
- Repeatability and Reproducibility Assessment of a PolyJet Technology Using X-ray Computed Tomography
- (2020) Ana Pilipović et al. Applied Sciences-Basel
- Invited Review: Machine Learning for Materials Developments in Metals Additive Manufacturing
- (2020) N.S. Johnson et al. Additive Manufacturing
- Machine-learning assisted laser powder bed fusion process optimization for AlSi10Mg: New microstructure description indices and fracture mechanisms
- (2020) Qian Liu et al. ACTA MATERIALIA
- A machine learning framework to predict local strain distribution and the evolution of plastic anisotropy & fracture in additively manufactured alloys
- (2020) Waqas Muhammad et al. INTERNATIONAL JOURNAL OF PLASTICITY
- Machine learning integrated design for additive manufacturing
- (2020) Jingchao Jiang et al. JOURNAL OF INTELLIGENT MANUFACTURING
- Real-Time 3D Printing Remote Defect Detection (Stringing) with Computer Vision and Artificial Intelligence
- (2020) Konstantinos Paraskevoudis et al. Processes
- Machine learning in additive manufacturing: State-of-the-art and perspectives
- (2020) C. Wang et al. Additive Manufacturing
- Precise localization and semantic segmentation detection of printing conditions in fused filament fabrication technologies using machine learning
- (2020) Zeqing Jin et al. Additive Manufacturing
- Prediction of melt pool temperature in directed energy deposition using machine learning
- (2020) Ziyang Zhang et al. Additive Manufacturing
- On the microstructure and solidification behavior of new generation additively manufactured Al-Cu-Mg-Ag-Ti-B alloys
- (2020) M.H. Ghoncheh et al. Additive Manufacturing
- Optimization of fused deposition modeling process using a virus-evolutionary genetic algorithm
- (2020) Nikolaos A. Fountas et al. COMPUTERS IN INDUSTRY
- On the effect of build orientation and residual stress on the corrosion of 316L stainless steel prepared by selective laser melting
- (2020) G. Sander et al. CORROSION SCIENCE
- Explainability in deep reinforcement learning
- (2020) Alexandre Heuillet et al. KNOWLEDGE-BASED SYSTEMS
- A big data-driven framework for sustainable and smart additive manufacturing
- (2020) Arfan Majeed et al. ROBOTICS AND COMPUTER-INTEGRATED MANUFACTURING
- An investigation to study the combined effect of different infill pattern and infill density on the impact strength of 3D printed polylactic acid parts
- (2020) Pradeep Kumar Mishra et al. COMPOSITES COMMUNICATIONS
- Hybrid Optimization of Curvilinearly Stiffened Shells Using Parallel Processing
- (2019) Karanpreet Singh et al. JOURNAL OF AIRCRAFT
- Machines as Craftsmen: Localized Parameter Setting Optimization for Fused Filament Fabrication 3D Printing
- (2019) John M. Gardner et al. Advanced Materials Technologies
- Machine learning for continuous liquid interface production: Printing speed modelling
- (2019) Haiyang He et al. JOURNAL OF MANUFACTURING SYSTEMS
- Investigating the impact of data normalization on classification performance
- (2019) Dalwinder Singh et al. APPLIED SOFT COMPUTING
- One-shot generation of near-optimal topology through theory-driven machine learning
- (2019) Ruijin Cang et al. COMPUTER-AIDED DESIGN
- Mask Video Projection based Stereolithography with Continuous Resin Flow
- (2019) Xiangjia Li et al. JOURNAL OF MANUFACTURING SCIENCE AND ENGINEERING-TRANSACTIONS OF THE ASME
- Electrically assisted 3D printing of nacre-inspired structures with self-sensing capability
- (2019) Yang Yang et al. Science Advances
- Structural optimization using multi-objective modified adaptive symbiotic organisms search
- (2019) Ghanshyam G. Tejani et al. EXPERT SYSTEMS WITH APPLICATIONS
- Design Repository Effectiveness for 3D Convolutional Neural Networks: Application to Additive Manufacturing (DETC2019-97535)
- (2019) Glen Williams et al. JOURNAL OF MECHANICAL DESIGN
- Pore elimination mechanisms during 3D printing of metals
- (2019) S. Mohammad H. Hojjatzadeh et al. Nature Communications
- Applying Neural-Network-Based Machine Learning to Additive Manufacturing: Current Applications, Challenges, and Future Perspectives
- (2019) Xinbo Qi et al. Engineering
- Simple method to construct process maps for additive manufacturing using a support vector machine
- (2019) Kenta Aoyagi et al. Additive Manufacturing
- Multi-objective heat transfer search algorithm for truss optimization
- (2019) Ghanshyam G. Tejani et al. ENGINEERING WITH COMPUTERS
- Understanding the effects of PBF process parameter interplay on Ti-6Al-4V surface properties
- (2019) Trina Majumdar et al. PLoS One
- Neural networks for topology optimization
- (2019) Ivan Sosnovik et al. RUSSIAN JOURNAL OF NUMERICAL ANALYSIS AND MATHEMATICAL MODELLING
- Infiltration studies of additive manufacture of WC with Co using binder jetting and pressureless melt method
- (2019) Corson L. Cramer et al. Additive Manufacturing
- The effect of process parameters on residual stress evolution and distortion in the laser powder bed fusion of Ti-6Al-4V
- (2019) N.C. Levkulich et al. Additive Manufacturing
- High cycle fatigue life prediction of laser additive manufactured stainless steel: A machine learning approach
- (2019) Meng Zhang et al. INTERNATIONAL JOURNAL OF FATIGUE
- Microstructural response of β-stabilized Ti–6Al–4V manufactured by direct energy deposition
- (2019) P.L. Narayana et al. JOURNAL OF ALLOYS AND COMPOUNDS
- Impacts of process-induced porosity on material properties of copper made by binder jetting additive manufacturing
- (2019) Ashwath Yegyan Kumar et al. MATERIALS & DESIGN
- Accelerating Auxetic Metamaterial Design with Deep Learning
- (2019) Jackson K. Wilt et al. ADVANCED ENGINEERING MATERIALS
- A numerical investigation of support structure designs for overhangs in powder bed electron beam additive manufacturing
- (2019) Bo Cheng et al. Journal of Manufacturing Processes
- Influence of process parameters on the correlation between in-situ process monitoring data and the mechanical properties of Ti-6Al-4V non-stochastic cellular structures
- (2019) Darragh S. Egan et al. Additive Manufacturing
- Microstructure evolution and mechanical property response via 3D printing parameter development of Al–Sc alloy
- (2019) C. N. Kuo et al. Virtual and Physical Prototyping
- A Survey on Data Collection for Machine Learning: A Big Data - AI Integration Perspective
- (2019) Yuji Roh et al. IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING
- Deep learning-based human motion recognition for predictive context-aware human-robot collaboration
- (2018) Peng Wang et al. CIRP ANNALS-MANUFACTURING TECHNOLOGY
- Machine learning in tolerancing for additive manufacturing
- (2018) Zuowei Zhu et al. CIRP ANNALS-MANUFACTURING TECHNOLOGY
- Additive manufacturing (3D printing): A review of materials, methods, applications and challenges
- (2018) Tuan D. Ngo et al. COMPOSITES PART B-ENGINEERING
- Learning localized features in 3D CAD models for manufacturability analysis of drilled holes
- (2018) Sambit Ghadai et al. COMPUTER AIDED GEOMETRIC DESIGN
- Coupling lattice structure topology optimization with design-dependent feature evolution for additive manufactured heat conduction design
- (2018) Lin Cheng et al. COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING
- Topology optimization of truss subjected to static and dynamic constraints by integrating simulated annealing into passing vehicle search algorithms
- (2018) Ghanshyam G. Tejani et al. ENGINEERING WITH COMPUTERS
- Effect of Constrained Surface Texturing on Separation Force in Projection Stereolithography
- (2018) Haiyang He et al. JOURNAL OF MANUFACTURING SCIENCE AND ENGINEERING-TRANSACTIONS OF THE ASME
- Porosity prediction: Supervised-learning of thermal history for direct laser deposition
- (2018) Mojtaba Khanzadeh et al. JOURNAL OF MANUFACTURING SYSTEMS
- Data-driven cost estimation for additive manufacturing in cybermanufacturing
- (2018) Siu L. Chan et al. JOURNAL OF MANUFACTURING SYSTEMS
- Regression with small data sets: a case study using code surrogates in additive manufacturing
- (2018) Chandrika Kamath et al. KNOWLEDGE AND INFORMATION SYSTEMS
- Additive Manufacturing Technologies Used for Processing Polymers: Current Status and Potential Application in Prosthetic Dentistry
- (2018) Marta Revilla-León et al. Journal of Prosthodontics-Implant Esthetic and Reconstructive Dentistry
- Investigating Effects of Fused-Deposition Modeling (FDM) Processing Parameters on Flexural Properties of ULTEM 9085 using Designed Experiment
- (2018) Aboma Gebisa et al. Materials
- In-situ monitoring of melt pool images for porosity prediction in directed energy deposition processes
- (2018) Mojtaba Khanzadeh et al. IISE Transactions
- Influence of defects, surface roughness and HIP on the fatigue strength of Ti-6Al-4V manufactured by additive manufacturing
- (2018) Hiroshige Masuo et al. INTERNATIONAL JOURNAL OF FATIGUE
- Opportunities and challenges of quality engineering for additive manufacturing
- (2018) Bianca M. Colosimo et al. JOURNAL OF QUALITY TECHNOLOGY
- Bioinspired hierarchical composite design using machine learning: simulation, additive manufacturing, and experiment
- (2018) Grace X. Gu et al. Materials Horizons
- Effect of powder size distribution on densification and microstructural evolution of binder-jet 3D-printed alloy 625
- (2018) Amir Mostafaei et al. MATERIALS & DESIGN
- Manufacturability of AlSi10Mg overhang structures fabricated by laser powder bed fusion
- (2018) Quanquan Han et al. MATERIALS & DESIGN
- Additive manufacturing of Ti6Al4V alloy: A review
- (2018) Shunyu Liu et al. MATERIALS & DESIGN
- Empirical and machine learning models for predicting daily global solar radiation from sunshine duration: A review and case study in China
- (2018) Junliang Fan et al. RENEWABLE & SUSTAINABLE ENERGY REVIEWS
- Gaussian process-based surrogate modeling framework for process planning in laser powder-bed fusion additive manufacturing of 316L stainless steel
- (2017) Gustavo Tapia et al. INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY
- A comparison of fatigue strength sensitivity to defects for materials manufactured by AM or traditional processes
- (2017) S. Beretta et al. INTERNATIONAL JOURNAL OF FATIGUE
- Synchrotron-Based X-ray Microtomography Characterization of the Effect of Processing Variables on Porosity Formation in Laser Power-Bed Additive Manufacturing of Ti-6Al-4V
- (2017) Ross Cunningham et al. JOM
- A novel integrated tool condition monitoring system
- (2017) Amit Kumar Jain et al. JOURNAL OF INTELLIGENT MANUFACTURING
- Influence of processing parameters on creep and recovery behavior of FDM manufactured part using definitive screening design and ANN
- (2017) Omar Ahmed Mohamed et al. RAPID PROTOTYPING JOURNAL
- A hybrid machine learning approach for additive manufacturing design feature recommendation
- (2017) Xiling Yao et al. RAPID PROTOTYPING JOURNAL
- Study of separation force in constrained surface projection stereolithography
- (2017) Yayue Pan et al. RAPID PROTOTYPING JOURNAL
- The Influence of Porosity on Fatigue Crack Initiation in Additively Manufactured Titanium Components
- (2017) S. Tammas-Williams et al. Scientific Reports
- Micro-scale feature fabrication using immersed surface accumulation
- (2017) Xiangjia Li et al. Journal of Manufacturing Processes
- Qualification of AM parts: Extreme value statistics applied to tomographic measurements
- (2017) S. Romano et al. MATERIALS & DESIGN
- Laser powder-bed fusion additive manufacturing: Physics of complex melt flow and formation mechanisms of pores, spatter, and denudation zones
- (2016) Saad A. Khairallah et al. ACTA MATERIALIA
- From 3-Dimensional Printing to 5-Dimensional Printing: Enhancing Thoracic Surgical Planning and Resection of Complex Tumors
- (2016) Erin A. Gillaspie et al. ANNALS OF THORACIC SURGERY
- Design of deep convolutional neural network architectures for automated feature extraction in industrial inspection
- (2016) Daniel Weimer et al. CIRP ANNALS-MANUFACTURING TECHNOLOGY
- Support structure constrained topology optimization for additive manufacturing
- (2016) Amir M. Mirzendehdel et al. COMPUTER-AIDED DESIGN
- Finite element analysis of residual stress distribution in a thick plate joined using two-pole tandem electro-gas welding
- (2016) Se-Yun Hwang et al. JOURNAL OF MATERIALS PROCESSING TECHNOLOGY
- The effect of laser remelting on the surface chemistry of Ti6al4V components fabricated by selective laser melting
- (2016) Jayasheelan Vaithilingam et al. JOURNAL OF MATERIALS PROCESSING TECHNOLOGY
- Principal component analysis: a review and recent developments
- (2016) Ian T. Jolliffe et al. PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES
- Single-Step Fabrication of Computationally Designed Microneedles by Continuous Liquid Interface Production
- (2016) Ashley R. Johnson et al. PLoS One
- Experimental study on the 3D-printed plastic parts and predicting the mechanical properties using artificial neural networks
- (2016) Ömer Bayraktar et al. POLYMERS FOR ADVANCED TECHNOLOGIES
- Powder bed binder jet printed alloy 625: Densification, microstructure and mechanical properties
- (2016) Amir Mostafaei et al. MATERIALS & DESIGN
- Review of in-situ process monitoring and in-situ metrology for metal additive manufacturing
- (2016) Sarah K. Everton et al. MATERIALS & DESIGN
- A general-purpose machine learning framework for predicting properties of inorganic materials
- (2016) Logan Ward et al. npj Computational Materials
- A hybrid cost estimation framework based on feature-oriented data mining approach
- (2015) Narges Sajadfar et al. ADVANCED ENGINEERING INFORMATICS
- Topology Optimization in Aircraft and Aerospace Structures Design
- (2015) Ji-Hong Zhu et al. ARCHIVES OF COMPUTATIONAL METHODS IN ENGINEERING
- Artificial neural network modeling on the relative importance of alloying elements and heat treatment temperature to the stability of α and β phase in titanium alloys
- (2015) N.S. Reddy et al. COMPUTATIONAL MATERIALS SCIENCE
- Selective laser melting of AlSi10Mg alloy: Process optimisation and mechanical properties development
- (2015) Noriko Read et al. MATERIALS & DESIGN
- Deep learning
- (2015) Yann LeCun et al. NATURE
- Feature representation for statistical-learning-based object detection: A review
- (2015) Yali Li et al. PATTERN RECOGNITION
- Continuous liquid interface production of 3D objects
- (2015) J. R. Tumbleston et al. SCIENCE
- Numerical modeling of microstructure evolution during laser additive manufacturing of a nickel-based superalloy
- (2014) Pulin Nie et al. ACTA MATERIALIA
- Modeling metal deposition in heat transfer analyses of additive manufacturing processes
- (2014) Panagiotis Michaleris FINITE ELEMENTS IN ANALYSIS AND DESIGN
- Statistical Predictive Modeling and Compensation of Geometric Deviations of Three-Dimensional Printed Products
- (2014) Qiang Huang et al. JOURNAL OF MANUFACTURING SCIENCE AND ENGINEERING-TRANSACTIONS OF THE ASME
- Applications of the Cross-Entropy Method to Importance Sampling and Optimal Control of Diffusions
- (2014) Wei Zhang et al. SIAM JOURNAL ON SCIENTIFIC COMPUTING
- Thermal behavior and densification mechanism during selective laser melting of copper matrix composites: Simulation and experiments
- (2013) Donghua Dai et al. MATERIALS & DESIGN
- The study of the laser parameters and environment variables effect on mechanical properties of high compact parts elaborated by selective laser melting 316L powder
- (2013) Baicheng Zhang et al. MATERIALS SCIENCE AND ENGINEERING A-STRUCTURAL MATERIALS PROPERTIES MICROSTRUCTURE AND PROCESSING
- A Fast Mask Projection Stereolithography Process for Fabricating Digital Models in Minutes
- (2012) Yayue Pan et al. JOURNAL OF MANUFACTURING SCIENCE AND ENGINEERING-TRANSACTIONS OF THE ASME
- Validation of void growth models using X-ray microtomography characterization of damage in dual phase steels
- (2011) C. Landron et al. ACTA MATERIALIA
- Using least squares support vector machines for the airframe structures manufacturing cost estimation
- (2011) S. Deng et al. INTERNATIONAL JOURNAL OF PRODUCTION ECONOMICS
- Additive manufacturing based on optimized mask video projection for improved accuracy and resolution
- (2011) Chi Zhou et al. Journal of Manufacturing Processes
- Experimental investigation and empirical modelling of FDM process for compressive strength improvement
- (2011) Anoop K. Sood et al. Journal of Advanced Research
- The Generalized Cross Entropy Method, with Applications to Probability Density Estimation
- (2009) Zdravko I. Botev et al. METHODOLOGY AND COMPUTING IN APPLIED PROBABILITY
- Material parameters identification: Gradient-based, genetic and hybrid optimization algorithms
- (2008) B.M. Chaparro et al. COMPUTATIONAL MATERIALS SCIENCE
- An approach for the aging process optimization of Al–Zn–Mg–Cu series alloys
- (2008) S.F. Fang et al. MATERIALS & DESIGN
- Cost estimation for sheet metal parts using multiple regression and artificial neural networks: A case study
- (2007) B. Verlinden et al. INTERNATIONAL JOURNAL OF PRODUCTION ECONOMICS
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