Layer-wise anomaly detection and classification for powder bed additive manufacturing processes: A machine-agnostic algorithm for real-time pixel-wise semantic segmentation

Title: Layer-wise anomaly detection and classification for powder bed additive manufacturing processes: A machine-agnostic algorithm for real-time pixel-wise semantic segmentation

Journal Article · 01 December 2020 · Additive Manufacturing

DOI: https://doi.org/10.1016/j.addma.2020.101453 · OSTI ID:1638745

Scime, Luke; Siddel, Derek; Baird, Seth; Paquit, Vincent

Not Available

View Journal Article

Cite

Export

Save

Research Organization:: Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States)

Sponsoring Organization:: USDOE Office of Energy Efficiency and Renewable Energy (EERE); USDOE Office of Nuclear Energy (NE)

Journal Information:: Additive Manufacturing, Journal Name: Additive Manufacturing Journal Issue: C Vol. 36; ISSN 2214-8604

Economics of additive manufacturing for end-usable metal parts Atzeni, Eleonora; Salmi, Alessandro The International Journal of Advanced Manufacturing Technology, Vol. 62, Issue 9-12 https://doi.org/10.1007/s00170-011-3878-1	journal	February 2012
ImageNet Large Scale Visual Recognition Challenge Russakovsky, Olga; Deng, Jia; Su, Hao International Journal of Computer Vision, Vol. 115, Issue 3 https://doi.org/10.1007/s11263-015-0816-y	journal	April 2015
Laser powder-bed fusion additive manufacturing: Physics of complex melt flow and formation mechanisms of pores, spatter, and denudation zones Khairallah, Saad A.; Anderson, Andrew T.; Rubenchik, Alexander Acta Materialia, Vol. 108 https://doi.org/10.1016/j.actamat.2016.02.014	journal	April 2016
Deep learning LeCun, Yann; Bengio, Yoshua; Hinton, Geoffrey Nature, Vol. 521, Issue 7553 https://doi.org/10.1038/nature14539	journal	May 2015

Federated learning-based semantic segmentation for pixel-wise defect detection in additive manufacturing

Journal Article · 2022 · Journal of Manufacturing Systems · OSTI ID:1875195

Mehta, Manan; Shao, Chenhui

Patent · 2022 · OSTI ID:1986640

Scime, Luke R.; Paquit, Vincent C.; Goldsby, Desarae J.; +5 more

Dataset · 2023 · OSTI ID:1779073

Scime, Luke; Paquit, Vincent; Joslin, Chase; +3 more

42 ENGINEERING