Partial-physics-informed multi-fidelity modeling of manufacturing processes

Mesoporous LDH Metastructure from Multiscale Assembly of Defective Nanodomains by Laser Shock for Oxygen Evolution Reaction

(2022) Wendi Yi et al.   Small

Physics-embedded graph network for accelerating phase-field simulation of microstructure evolution in additive manufacturing

(2022) Tianju Xue et al.   npj Computational Materials

An improved burr size prediction method based on the 1D-ResNet model and transfer learning

(2022) Zijian Liu et al.   Journal of Manufacturing Processes

Machine learning for metal additive manufacturing: predicting temperature and melt pool fluid dynamics using physics-informed neural networks

(2021) Qiming Zhu et al.   COMPUTATIONAL MECHANICS

Induced network-based transfer learning in injection molding for process modelling and optimization with artificial neural networks

(2021) Yannik Lockner et al.   The International Journal of Advanced Manufacturing Technology

Making costly manufacturing smart with transfer learning under limited data: A case study on composites autoclave processing

(2021) Milad Ramezankhani et al.   JOURNAL OF MANUFACTURING SYSTEMS

Multiscale Modeling of Sintering-Driven Conductivity in Large Nanowire Ensembles

(2021) Harish Devaraj et al.   ACS Applied Materials & Interfaces

Transfer learning with artificial neural networks between injection molding processes and different polymer materials

(2021) Yannik Lockner et al.   Journal of Manufacturing Processes

Investigation on the evolution and distribution of plasma in magnetic field assisted laser-induced plasma micro-machining

(2021) Yanming Zhang et al.   Journal of Manufacturing Processes

Milling force prediction model based on transfer learning and neural network

(2020) Juncheng Wang et al.   JOURNAL OF INTELLIGENT MANUFACTURING

Artificial Intelligence in Advanced Manufacturing: Current Status and Future Outlook

(2020) Jorge F. Arinez et al.   JOURNAL OF MANUFACTURING SCIENCE AND ENGINEERING-TRANSACTIONS OF THE ASME

An innovative process combination of additive manufacturing and sheet bulk metal forming for manufacturing a functional hybrid part

(2020) Marion Merklein et al.   JOURNAL OF MATERIALS PROCESSING TECHNOLOGY

Scalable Forming and Flash Light Sintering of Polymer-Supported Interconnects for Surface-Conformal Electronics

(2019) Harish Devaraj et al.   JOURNAL OF MANUFACTURING SCIENCE AND ENGINEERING-TRANSACTIONS OF THE ASME

Acceleration strategies for explicit finite element analysis of metal powder-based additive manufacturing processes using graphical processing units

(2019) Mojtaba Mozaffar et al.   COMPUTATIONAL MECHANICS

Scalable submicrometer additive manufacturing

(2019) Sourabh K. Saha et al.   SCIENCE

Prediction of surface roughness in CNC turning by model-assisted response surface method

(2019) Takashi Misaka et al.   PRECISION ENGINEERING-JOURNAL OF THE INTERNATIONAL SOCIETIES FOR PRECISION ENGINEERING AND NANOTECHNOLOGY

A fully coupled finite element formulation for liquid–solid–gas thermo-fluid flow with melting and solidification

(2018) J. Yan et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Influence of pulse energy on machining characteristics in laser induced plasma micro-machining

(2018) Xingsheng Wang et al.   JOURNAL OF MATERIALS PROCESSING TECHNOLOGY

Survey of Multifidelity Methods in Uncertainty Propagation, Inference, and Optimization

(2018) Benjamin Peherstorfer et al.   SIAM REVIEW

Structure and mechanical behavior of Big Area Additive Manufacturing (BAAM) materials

(2017) Chad E. Duty et al.   RAPID PROTOTYPING JOURNAL

Single point incremental forming: state-of-the-art and prospects

(2017) Joost R. Duflou et al.   International Journal of Material Forming

Forecasting energy consumption of multi-family residential buildings using support vector regression: Investigating the impact of temporal and spatial monitoring granularity on performance accuracy

(2014) Rishee K. Jain et al.   APPLIED ENERGY

Laser-induced plasma micro-machining (LIPMM) for enhanced productivity and flexibility in laser-based micro-machining processes

(2013) Rajiv Malhotra et al.   CIRP ANNALS-MANUFACTURING TECHNOLOGY

Additive manufacturing and its societal impact: a literature review

(2012) Samuel H. Huang et al.   INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY

Toward the Development of Printable Nanowire Electronics and Sensors

(2009) Zhiyong Fan et al.   ADVANCED MATERIALS

A Survey on Transfer Learning

(2009) Sinno Jialin Pan et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING