Papers citing Invited review: Machine learning for materials developments in metals additive manufacturing
State-of-the-Art Review of Machine Learning Applications in Additive Manufacturing; from Design to Manufacturing and Property Control
Archives of Computational Methods in Engineering · 2022-07-22
Garshasp Keyvan Sarkon, Babak Safaei, Mohammad Saleh Kenevisi, Samaneh Arman, Qasim Zeeshan
Read original paper ↗ ·Incorporation of machine learning in additive manufacturing: a review
The International Journal of Advanced Manufacturing Technology · 2022-08-20
Ali Raza, Kashif Mairaj Deen, Russlan Jaafreh, Kotiba Hamad, Ali Haider, Waseem Haider
Read original paper ↗ ·A universal predictor-based machine learning model for optimal process maps in laser powder bed fusion process
Journal of Intelligent Manufacturing · 2022-08-23
Zhaochen Gu, Shashank Sharma, Daniel A. Riley, Mangesh V. Pantawane, Sameehan S. Joshi, Song Fu, Narendra B. Dahotre
Read original paper ↗ ·Multifidelity Physics-Constrained Neural Networks With Minimax Architecture
Journal of Computing and Information Science in Engineering · 2022-08-23
Dehao Liu, Pranav Pusarla, Yan Wang
Read original paper ↗ ·Effect of microstructural heterogeneity on fatigue strength predicted by reinforcement machine learning
Fatigue & Fracture of Engineering Materials & Structures · 2022-08-25
Mustafa Awd, Sebastian Münstermann, Frank Walther
Read original paper ↗ ·A review of machine learning techniques for process and performance optimization in laser beam powder bed fusion additive manufacturing
Journal of Intelligent Manufacturing · 2022-09-15
Jia Peter Liu, Jiafeng Ye, Daniel Silva Izquierdo, Alexander Vinel, Nima Shamsaei, Shuai Shao
Read original paper ↗ ·Compressive behavior of Co-Cr-Mo radially graded porous structures under as-built and heat-treated conditions
Frattura ed Integrità Strutturale · 2022-09-22
Francesco Cantaboni, Paola Serena Ginestra, Marialaura Tocci, Andrea Avanzini, Elisabetta Ceretti, Annalisa Pola
Read original paper ↗ ·Unified fatigue life modelling and uncertainty estimation of Ni-based superalloy family with a supervised machine learning approach
Engineering Fracture Mechanics · 2022-09-24
Li Tan, Xiaofa Yang, Duoqi Shi, W.Q. Hao, Y.S. Fan
Read original paper ↗ ·A systematic review on data of additive manufacturing for machine learning applications: the data quality, type, preprocessing, and management
Journal of Intelligent Manufacturing · 2022-09-25
Ying Zhang, Mutahar Safdar, Jiarui Xie, Jinghao Li, Manuel Sage, Yaoyao Fiona Zhao
Read original paper ↗ ·Systematic deep transfer learning method based on a small image dataset for spaghetti-shape defect monitoring of fused deposition modeling
Journal of Manufacturing Systems · 2022-10-01
Hyungjung Kim, Hyunsu Lee, Sung‐Hoon Ahn
Read original paper ↗ ·An overview of modern metal additive manufacturing technology
Journal of Manufacturing Processes · 2022-11-04
Mark Armstrong, Hamid Ahmad Mehrabi, Nida Naveed
Read original paper ↗ ·Machine learning for intelligent welding and manufacturing systems: research progress and perspective review
The International Journal of Advanced Manufacturing Technology · 2022-11-19
Sachin Kumar, Vidit Gaur, Chuansong Wu
Read original paper ↗ ·Recent developments in the application of machine-learning towards accelerated predictive multiscale design and additive manufacturing
Virtual and Physical Prototyping · 2022-11-20
Sandeep Suresh Babu, Abdel‐Hamid I. Mourad, Khalifa Hamad Harib, Sanjairaj Vijayavenkataraman
Read original paper ↗ ·Multiaxial fatigue prediction and uncertainty quantification based on back propagation neural network and Gaussian process regression
International Journal of Fatigue · 2022-11-22
Jingjing Gao, Jun Wang, Zili Xu, Cunjun Wang, Yan Song
Read original paper ↗ ·Explainable machine learning for understanding and predicting geometry and defect types in Fe-Ni alloys fabricated by laser metal deposition additive manufacturing
Journal of Materials Research and Technology · 2022-11-24
Jeong‐Ah Lee, Man Jae SaGong, Jaimyun Jung, Eun Seong Kim, Hyoung Seop Kim
Read original paper ↗ ·Anomaly detection in laser powder bed fusion using machine learning: A review
Results in Engineering · 2022-11-28
Tayyaba Sahar, Muhammad Rauf, Ahmar Murtaza, Lehar Asip Khan, Hasan Ayub, Syed Muslim Jameel, Inam Ul Ahad
Read original paper ↗ ·Reduction of Material Usage in 3D Printable Structures Using Topology Optimization Accelerated with U-Net Convolutional Neural Network
Eurasian Chemico-Technological Journal · 2022-12-12
Jalal Rasulzade, Yelaman Maksum, Makpal Nogaibayeva, Samir Rustamov, B. Akhmetov
Read original paper ↗ ·Review of transfer learning in modeling additive manufacturing processes
Additive manufacturing · 2022-12-12
Yifan Tang, Mostafa Rahmani Dehaghani, G. Gary Wang
Read original paper ↗ ·Angle and direction effect on the performance of manual music box with PLA-base manufacturing using 3D printing
AIP conference proceedings · 2023-01-01
Naufal Achmad Salman Alfarisi, Basuki Rachmat, Muhammad Akhsin Muflikhun
Read original paper ↗ ·Computational and Data-Driven Materials Engineering: Multimodal Materials Datasets, Integration Frameworks, and Discovery Potential
Journal of Computational and Data-Driven Materials Engineering · 2023-01-01
Maria Gonzalez, Javier Ruiz, Lucia Torres
Read original paper ↗ ·FE² Computations With Deep Neural Networks: Algorithmic Structure, Data Generation, and Implementation
SSRN Electronic Journal · 2023-01-01
Hamidreza Eivazi, Jendrik-Alexander Tröger, Stefan Wittek, Stefan Hartmann, Andreas Rausch
Read original paper ↗ ·Feature Engineering in Additive Manufacturing
SpringerBriefs in applied sciences and technology · 2023-01-01
Mutahar Safdar, Guy Lamouche, Padma Polash Paul, Gentry Wood, Yaoyao Fiona Zhao
Read original paper ↗ ·Introduction
SpringerBriefs in applied sciences and technology · 2023-01-01
Mutahar Safdar, Guy Lamouche, Padma Polash Paul, Gentry Wood, Yaoyao Fiona Zhao
Read original paper ↗ ·Metal AM process-structure-property relational linkages using Gaussian process surrogates
Additive manufacturing · 2023-01-01
Robert N. Saunders, Kirubel Teferra, Alaa H. Elwany, John G. Michopoulos, Dimitris C. Lagoudas
Read original paper ↗ ·Rapid alloying in additive manufacturing using integrated computational materials engineering
Elsevier eBooks · 2023-01-01
Farzad Foadian, Robert Kremer, Somayeh Khani
Read original paper ↗ ·Self-Supervised Representation Learning of Microstructures from Electron Microscopy for Property Prediction
Journal of Artificial Intelligence for Materials Science · 2023-01-01
Maria Hernandez, Carlos Vega
Read original paper ↗ ·Stability in Reinforcement Learning Process Control for Additive Manufacturing
IFAC-PapersOnLine · 2023-01-01
Stylianos Vagenas, George Panoutsos
Read original paper ↗ ·In situ growth of carbon nanotubes on NiTi powder for printing high-performance NiTi matrix composite
Powder Technology · 2023-01-04
Daicheng Ye, Shaofu Li, X.M. Gan, R.D.K. Misra, S.X. Wang, Zengqian Liu, Chaoquan Hu, Yafeng Yang
Read original paper ↗ ·Additively manufactured materials and structures: A state-of-the-art review on their mechanical characteristics and energy absorption
International Journal of Mechanical Sciences · 2023-01-05
Yaozhong Wu, Jianguang Fang, Chi Wu, Cunyi Li, Guangyong Sun, Qing Li
Read original paper ↗ ·Development of macro-defect-free PBF-EB-processed Ti–6Al–4V alloys with superior plasticity using PREP-synthesized powder and machine learning-assisted process optimization
Materials Science and Engineering A · 2023-01-05
Yunwei Gui, Kenta Aoyagi, Akihiko Chiba
Read original paper ↗ ·Research and application of artificial intelligence techniques for wire arc additive manufacturing: a state-of-the-art review
Robotics and Computer-Integrated Manufacturing · 2023-01-12
Fengyang He, Lei Yuan, Haochen Mu, Montserrat Ros, Donghong Ding, Zengxi Stephen Pan, Huijun Li
Read original paper ↗ ·Analysis and evaluation of machine learning applications in materials design and discovery
Materials Today Communications · 2023-01-25
Mahsa Golmohammadi, Masoud Aryanpour
Read original paper ↗ ·Perspective: Machine learning in experimental solid mechanics
Journal of the Mechanics and Physics of Solids · 2023-01-30
Neal R. Brodnik, Caelin Muir, Nikhil Tulshibagwale, Jeff Rossin, McLean P. Echlin, Craig M. Hamel, Sharlotte Kramer, Tresa M. Pollock, James Doug Kiser, Christian W. Smith, Samantha Hayes Daly
Read original paper ↗ ·A survey of machine learning in additive manufacturing technologies
International Journal of Computer Integrated Manufacturing · 2023-02-14
Jingchao Jiang
Read original paper ↗ ·Multiphysics multi-scale computational framework for linking process–structure–property relationships in metal additive manufacturing: a critical review
International Materials Reviews · 2023-02-16
Shashank Sharma, Sameehan S. Joshi, Mangesh V. Pantawane, Madhavan Radhakrishnan, Sangram Mazumder, Narendra B. Dahotre
Read original paper ↗ ·Predictions of Additive Manufacturing Process Parameters and Molten Pool Dimensions with a Physics-Informed Deep Learning Model
Engineering · 2023-02-16
Mingzhi Zhao, Huiliang Wei, Yiming Mao, Changdong Zhang, Tingting Liu, Wenhe Liao
Read original paper ↗ ·Machine Learning Applications for 3D-Printed Polymers and Their Composites
Advances in chemical and materials engineering book series · 2023-02-17
Mamta B Savadatti, Kiran Kumar N., K. G. Jaya Christiyan, Amithkumar Gajakosh, Mukesh Thakur, R. Suresh Kumar, Richard Lincoln Paulraj, H. K. Madhusudhana
Read original paper ↗ ·Evaluating the Predictability of Surface Roughness of Ti–6Al–4V Alloy from Selective Laser Melting
Advanced Engineering Materials · 2023-02-22
Varad Maitra, Jing Shi
Read original paper ↗ ·Review of Intelligence for Additive and Subtractive Manufacturing: Current Status and Future Prospects
Micromachines · 2023-02-22
M. Rahman, Tanveer Saleh, Muhammad Pervej Jahan, Conor McGarry, Akshay Chaudhari, Rui Huang, Mohammed Tauhiduzzaman, Afzaal Ahmed, Abdullah Al Mahmud, Md. Shahnewaz Bhuiyan, Md Faysal Khan, Md Shafiul Alam, Md Shihab Shakur
Read original paper ↗ ·Towards the next generation of machine learning models in additive manufacturing: A review of process dependent material evolution
Progress in Materials Science · 2023-02-24
Mohammad Parsazadeh, Shashank Sharma, Narendra B. Dahotre
Read original paper ↗ ·Using deep learning for the prediction of mixing patterns in two component-colored solutions as a proxy to dispersion in nanocomposite coatings
Journal of Dispersion Science and Technology · 2023-02-28
Prapti Kakkar, Shivanshu Mishra, Anjali Sharma, Mohammad Babar, Rupali Verma, Gaurav Verma
Read original paper ↗ ·Subdivisional modelling method for matched metal additive manufacturing and its implementation on novel negative Poisson's ratio lattice structures
Additive manufacturing · 2023-03-24
Wei Xiong, Ruiqi Pan, Chunze Yan, Meng He, Qiaoyu Chen, Simeng Li, Xiaoli Chen, Liang Hao, Yan Li
Read original paper ↗ ·Machine learning-based fatigue life prediction of metal materials: Perspectives of physics-informed and data-driven hybrid methods
Engineering Fracture Mechanics · 2023-03-29
Haijie Wang, Bo Li, Jian‐Guo Gong, Fu‐Zhen Xuan
Read original paper ↗ ·A Conceptual Framework Towards the Realization of In situ Monitoring and Control of End-to-End Additive Manufacturing Process
Micro and Nanosystems · 2023-04-11
Sachin Karadgi, Prabhakar M. Bhovi, Arun Y. Patil, R. Keshavamurthy, Karodi Venkateswarlu, Terence G. Langdon
Read original paper ↗ ·A Hermite Surface Triangle Modeling Method Considering High-Precision Fitting of 3D Printing Models
Axioms · 2023-04-11
Ruichao Lian, Shikai Jing, Yang Chen, Jiangxin Fan
Read original paper ↗ ·Holistic computational design within additive manufacturing through topology optimization combined with multiphysics multi-scale materials and process modelling
Progress in Materials Science · 2023-04-22
Mohamad Bayat, Olga Zinovieva, Federico Ferrari, Can Ayas, Matthijs Langelaar, Jon Spangenberg, Roozbeh Salajeghe, Konstantinos Poulios, Sankhya Mohanty, Ole Sigmund, Jesper Henri Hattel
Read original paper ↗ ·Efficient prediction of thermal history in wire and arc additive manufacturing combining machine learning and numerical simulation
The International Journal of Advanced Manufacturing Technology · 2023-04-24
Van Thao Le, Manh Cuong Bui, Thinh Quy Duc Pham, Hoang Son Tran, Xuan Van Tran
Read original paper ↗ ·Challenges and Opportunities for Machine Learning in Multiscale Computational Modeling
Journal of Computing and Information Science in Engineering · 2023-05-05
Phong C. H. Nguyen, Joseph B. Choi, Holavanahalli S. Udaykumar, Stephen Baek
Read original paper ↗ ·A comparative study of machine learning algorithms in the prediction of bead geometry in wire-arc additive manufacturing
International Journal on Interactive Design and Manufacturing (IJIDeM) · 2023-05-14
Mukesh Chandra, K. E. K. Vimal, Sonu Rajak
Read original paper ↗ ·A review of artificial intelligence applications in manufacturing operations
Journal of Advanced Manufacturing and Processing · 2023-05-16
Siby Jose Plathottam, Arin Rzonca, Rishi Lakhnori, Chukwunwike O. Iloeje
Read original paper ↗ ·