Towards Reproducible Machine Learning-Based Process Monitoring and Quality Prediction Research for Additive Manufacturing
Jiarui Xie, Mutahar Safdar, Andrei Romascanu, Yan Lu, …, Yaoyao Fiona Zhao
Publications —
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41–80 of 235Human-Artificial Intelligence Teaming for Scientific Information Extraction From Data-Driven Additive Manufacturing Research Using Large Language Models
Mutahar Safdar, Jiarui Xie, A. Mircéa, Yaoyao Fiona Zhao
Human-artificial intelligence teaming for scientific information extraction from data-driven additive manufacturing research using large language models
Mutahar Safdar, Jiarui Xie, A. Mircéa, Yaoyao Fiona Zhao
arXiv (Cornell University)OPEN ACCESS
Enhancing Battery Storage Energy Arbitrage With Deep Reinforcement Learning and Time-Series Forecasting
Manuel Sage, Joshua Campbell, Yaoyao Fiona Zhao
OPEN ACCESS
Towards reproducible machine learning-based process monitoring and quality prediction research for additive manufacturing
Jiarui Xie, Mutahar Safdar, A. Mircéa, Zhao, Bi Cheng, …, Yaoyao Fiona Zhao
arXiv (Cornell University)OPEN ACCESS
On the Data Quality and Imbalance in Machine Learning-based Design and Manufacturing—A Systematic Review
Jiarui Xie, Lijun Sun, Yaoyao Fiona Zhao
EngineeringOPEN ACCESS
Crystal introducing mechanism in laser wire directed energy deposition fabricated Ti6Al4V
Jinghao Li, Xianglin Zhou, Mathieu Brochu, Nejib Chekir, …, Yaoyao Fiona Zhao
Progress in Additive Manufacturing
Feasibility Study of Decentralized Lubrication System Design Through Branch and Bound and Genetic Algorithm for Turbomachinery Trains
Yu-Zheng Chen, Bill Maier, Andy Buckenberger, Yaoyao Fiona Zhao
Parameters for selecting biological features in multifunctional bio-inspired design: a convergent evolution approach
Pavan Tejaswi Velivela, Arnaud Ridard, Yaoyao Fiona Zhao
Bioinspiration & BiomimeticsOPEN ACCESS
Accelerated semantic segmentation of additively manufactured metal matrix composites: Generating datasets, evaluating convolutional and transformer models, and developing the MicroSegQ+ Tool
Mutahar Safdar, Yi Fan Li, Randy El Haddad, Max Zimmermann, …, Yaoyao Fiona Zhao
Expert Systems with Applications
Transferability Analysis of Data-Driven Additive Manufacturing Knowledge: A Case Study Between Powder Bed Fusion and Directed Energy Deposition
Mutahar Safdar, Jiarui Xie, Hyunwoong Ko, Yan Lu, …, Yaoyao Fiona Zhao
Journal of Computing and Information Science in Engineering
A critical review on the application of machine learning in supporting auxetic metamaterial design
Chonghui Zhang, Yaoyao Fiona Zhao
Journal of Physics MaterialsOPEN ACCESS
Geometric modeling of advanced cellular structures with skeletal graphs
Nikita Letov, Yaoyao Fiona Zhao
International Journal of Mechanical SciencesOPEN ACCESS
Fairness- and Uncertainty-Aware Data Generation for Data-Driven Design Based on Active Learning
Jiarui Xie, Chonghui Zhang, Lijun Sun, Yaoyao Fiona Zhao
Journal of Computing and Information Science in Engineering
Deep Reinforcement Learning for Economic Battery Dispatch: A Comprehensive Comparison of Algorithms and Experiment Design Choices
Manuel Sage, Yaoyao Fiona Zhao
SSRN Electronic JournalOPEN ACCESS
A Hybrid Deep Learning Approach for the Design of 2d Non-Parameterized Auxetic Metamaterials
Chonghui Zhang, Yaoyao Fiona Zhao
SSRN Electronic JournalOPEN ACCESS
Audio-Visual Cross-Modality Knowledge Transfer for Machine Learning-Based In-Situ Monitoring in Laser Additive Manufacturing
Jiarui Xie, Mutahar Safdar, Lequn Chen, Seung Ki Moon, Yaoyao Fiona Zhao
SSRN Electronic JournalOPEN ACCESS
BIKAS: Bio-Inspired Knowledge Acquisition and Simulacrum—A Knowledge Database to Support Multifunctional Design Concept Generation
Pavan Tejaswi Velivela, Yaoyao Fiona Zhao
Data IntelligenceOPEN ACCESS
Fundamental requirements of a machine learning operations platform for industrial metal additive manufacturing
Mutahar Safdar, Padma Polash Paul, Guy Lamouche, Gentry Wood, …, Yaoyao Fiona Zhao
Computers in Industry
Transferability analysis of data-driven additive manufacturing knowledge: a case study between powder bed fusion and directed energy deposition
Mutahar Safdar, Jiarui Xie, Hyunwoong Ko, Yan Lu, …, Yaoyao Fiona Zhao
arXiv (Cornell University)OPEN ACCESS
Fairness- and uncertainty-aware data generation for data-driven design
Jiarui Xie, Chonghui Zhang, Lijun Sun, Yaoyao Fiona Zhao
arXiv (Cornell University)OPEN ACCESS
A sequential cross-product knowledge accumulation, extraction and transfer framework for machine learning-based production process modelling
Jiarui Xie, Chonghui Zhang, Manuel Sage, Mutahar Safdar, Yaoyao Fiona Zhao
International Journal of Production Research
Evaluation of Key Spatiotemporal Learners for Print Track Anomaly Classification Using Melt Pool Image Streams
Lynn Cherif, Mutahar Safdar, Guy Lamouche, Priti Wanjara, …, Yaoyao Fiona Zhao
arXiv (Cornell University)OPEN ACCESS
Optimal Economic Gas Turbine Dispatch with Deep Reinforcement Learning
Manuel Sage, Martin Staniszewski, Yaoyao Fiona Zhao
arXiv (Cornell University)OPEN ACCESS
Fairness- and Uncertainty-Aware Data Generation for Data-Driven Design
Jiarui Xie, Chonghui Zhang, Lijun Sun, Yaoyao Fiona Zhao
Transferability Analysis of Data-Driven Additive Manufacturing Knowledge: A Case Study Between Powder Bed Fusion and Directed Energy Deposition
Mutahar Safdar, Jiarui Xie, Hyunwoong Ko, Yan Lu, …, Yaoyao Fiona Zhao
OPEN ACCESS
Toward automated life cycle assessment for additive manufacturing: A systematic review of influential parameters and framework design
Ahmed Naser, Fantahun M. Defersha, Eujin Pei, Yaoyao Fiona Zhao, Sheng Yang
Sustainable Production and ConsumptionOPEN ACCESS
Supporting Multifunctional Bio-Inspired Design Concept Generation through Case-Based Expandable Domain Integrated Design (xDID) Model
Pavan Tejaswi Velivela, Yaoyao Fiona Zhao
DesignsOPEN ACCESS
Comparative Study of the Flow and Thermal Characteristics of Non-Stochastic Lattice and Bio-Inspired Multi-Scale Structures for Gas Turbine Engine Applications
Shivangi Sarabhai, Pavan Tejaswi Velivela, Yaoyao Fiona Zhao, Fabian Sanchez, Mitch Kibsey
GEOMETRIC MODELLING OF HETEROGENEOUS LATTICE STRUCTURES THROUGH FUNCTION REPRESENTATION WITH LATTICEQUERY
Nikita Letov, Yaoyao Fiona Zhao
Proceedings of the Design SocietyOPEN ACCESS
A CASE STUDY OF MULTIFUNCTIONAL NON-PNEUMATIC TIRE DESIGN FOR THE VALIDATION OF META-LEVEL DESIGN PARAMETER IN DOMAIN INTEGRATED DESIGN (DID) METHOD
Pavan Tejaswi Velivela, Nikita Letov, Lingchen Kong, Yaoyao Fiona Zhao
Proceedings of the Design SocietyOPEN ACCESS
A hybrid deep learning approach for the design of 2D low porosity auxetic metamaterials
Chonghui Zhang, Jiarui Xie, Ali Shanian, Mitch Kibsey, Yaoyao Fiona Zhao
Engineering Applications of Artificial Intelligence
Economic Battery Storage Dispatch with Deep Reinforcement Learning from Rule-Based Demonstrations
Manuel Sage, Martin Staniszewski, Yaoyao Fiona Zhao
OPEN ACCESS
Differentiable Surrogate Models for Design and Trajectory Optimization of Auxetic Soft Robots
Chonghui Zhang, Audrey Sedal, Yaoyao Fiona Zhao
Variant design generation and machine learning aided deformation prediction for auxetic metamaterials
Chonghui Zhang, Arnaud Ridard, Mitch Kibsey, Yaoyao Fiona Zhao
Mechanics of Materials
Understanding the flow and thermal characteristics of non-stochastic strut-based and surface-based lattice structures
Shivangi Sarabhai, Nikita Letov, Mitch Kibsey, Fabian Sanchez, Yaoyao Fiona Zhao
Materials & DesignOPEN ACCESS
Microstructural features in metallic parts made by AM
Jinghao Li, Mathieu Brochu, Yaoyao Fiona Zhao
Elsevier eBooks
Analyzing Additive Manufacturing Feature Spaces
Mutahar Safdar, Guy Lamouche, Padma Polash Paul, Gentry Wood, Yaoyao Fiona Zhao
SpringerBriefs in applied sciences and technology
Feature Engineering in Additive Manufacturing
Mutahar Safdar, Guy Lamouche, Padma Polash Paul, Gentry Wood, Yaoyao Fiona Zhao
SpringerBriefs in applied sciences and technology