Refereed Journal Articles
- N. Satterlee, R. Jiang, E. Torresani, T. Grippi, A. Maximenko, M.P.F.H.L. van Maris, D. Giuntini, E. Olevsky, J. S. Kang, "Machine Learning-Driven Characterization of Anisotropic Microstructures in Powder-Based Additive Manufactured Metal Parts", Engineering Applications of Artificial Intelligence (Submitted)
- Thomas Grippi, Andrii Maximenko, Alberto Cabo Rios, Runjian Jiang, Elisa Torresani, and Eugene Olevsky, “Powder bed non-uniformity investigations via discrete element modelling for binder jetting technology,” Powder Metall., p. 00325899251361213, Jul. 2025, doi: 10.1177/00325899251361213.
- E. Torresani et al., “Sintering model for predicting distortion of additively manufactured complex parts,” Rapid Prototyp. J., vol. 30, no. 11, pp. 369–383, 2023, doi: https://doi.org/10.1108/RPJ-05-2024-0231.
- T. Grippi, E. Torresani, A. L. Maximenko, and E. A. Olevsky, “Spark plasma sintering of boron carbide (B4C): From characterisation to finite element modeling of sintering,” J. Eur. Ceram. Soc., vol. 44, no. 15, p. 116700, 2024, doi: https://doi.org/10.1016/j.jeurceramsoc.2024.116700.
- T. Grippi et al., “Mitigation of gravity-induced distortions of binder-jetting components during rotational sintering,” Addit. Manuf. Lett., vol. 10, p. 100215, 2024, doi: https://doi.org/10.1016/j.addlet.2024.100215.
- E. Torresani, C. Park, T. Grippi, C. Haines, and E. A. Olevsky, “Complex shape transparent Al2O3 fabricated by integrated Spark Plasma Sintering - Additive manufacturing technology,” Ceram. Int., vol. 50, no. 19, Part C, pp. 37332–37340, 2024, doi: https://doi.org/10.1016/j.ceramint.2024.05.458.
- T. Grippi, E. Torresani, A. L. Maximenko, and E. A. Olevsky, “Additive manufacturing-assisted sintering: Low pressure, low temperature spark plasma sintering of tungsten carbide complex shapes,” Ceram. Int., vol. 50, no. 19, Part C, pp. 37228–37240, 2024, doi: https://doi.org/10.1016/j.ceramint.2024.03.311.
- N. Satterlee, R. Jiang, E. Olevsky, E. Torresani, X. Zuo, and J. S. Kang, “Robust image-based cross-sectional grain boundary detection and characterization using machine learning,” J. Intell. Manuf., 2024, doi: 10.1007/s10845-024-02383-6.
- N. Satterlee, E. Torresani, E. Olevsky, and J. S. Kang, “Automatic detection and characterization of porosities in cross-section images of metal parts produced by binder jetting using machine learning and image augmentation,” J. Intell. Manuf., vol. 35, no. 3, pp. 1281–1303, 2024, doi: 10.1007/s10845-023-02100-9.
- I. D. Olumor, M. Wiśniewska, E. Torresani, and E. A. Olevsky, “Additive manufacturing and spark plasma sintering as effective routes for manufacturing of AISI 316L austenitic stainless steel - WC composites,” J. Mater. Res. Technol., vol. 26, pp. 3234–3244, 2023, doi: https://doi.org/10.1016/j.jmrt.2023.08.125.
- A. Cabo Rios, E. Olevsky, E. Hryha, M. Persson, and R. K. Bordia, “Analytical models for initial and intermediate stages of sintering of additively manufactured stainless steel,” Acta Mater., vol. 249, p. 118822, 2023, doi: https://doi.org/10.1016/j.actamat.2023.118822.
- Torresani, G. Ischia, and A. Molinari, “Localized Defects in Cold Die-Compacted Metal Powders,” Journal of Manufacturing and Materials Processing, vol. 6, no. 6. 2022, doi: 10.3390/jmmp6060155.
- C. Park, E. Torresani, C. Haines, D. Martin, and E. A. Olevsky, “Transparent Al2O3 fabricated by energy efficient spark plasma sintering,” J. Mater. Sci., vol. 58, no. 29, pp. 11872–11885, 2023, doi: 10.1007/s10853-023-08768-x.
- E. Torresani, M. Carrillo, C. Haines, D. Martin, and E. Olevsky, “Fabrication of powder components with internal channels by spark plasma sintering and additive manufacturing,” J. Eur. Ceram. Soc., vol. 43, no. 3, pp. 1117–1126, 2023, doi: https://doi.org/10.1016/j.jeurceramsoc.2022.11.008.
- E. Torresani, R. German, R. Huff, and E. Olevsky, “Influence of gravity on sintering of 3D‐printed powder components,” J. Am. Ceram. Soc., vol. 105, Aug. 2021, doi: 10.1111/jace.18056.
- I. D. Olumor, A. L. Maximenko, and E. A. Olevsky, “Effect of laser dwell time on pore elimination in powder bed fusion of metal matrix composites: experimentally validated modeling,” J. Mater. Res. Technol., vol. 21, pp. 4994–5003, 2022, doi: https://doi.org/10.1016/j.jmrt.2022.11.103.
- N. Satterlee, E. Torresani, E. Olevsky, and J. S. Kang, “Comparison of machine learning methods for automatic classification of porosities in powder-based additive manufactured metal parts,” Int. J. Adv. Manuf. Technol., 2022, doi: 10.1007/s00170-022-09141-z.
Conference Presentations
- J. S. Kang, N. Satterlee, R. Jiang, E. Torresani, E. Olevsky, “Data-driven machine learning approach for materials characterization in powder-based additive manufacturing,”, 155th TMS Annual Meeting & Exhibition, San Diego, USA, March 15-19, 2026. (Accepted)
- N. Satterlee, X. Zuo, J. Chan, R. Jiang, E. Torresani, E. Olevsky*, J. S. Kang, “A Multistep Machine Learning Model for Process Parameter Optimization in Powder-Based Additive Manufacturing,” 40th ASPE Annual Meeting, San Diego, USA, November 3-7, 2025. (Accepted)
- T. Grippi, R. Jiang, A. Maximenko, J. S. Kang, E. Torresani, Eugene Olevsky, Evaluation of Green State Anisotropy in Parts Produced by Binder Jetting, Via Machine Learning Enhanced Discrete Element Modelling, 2025 TMS Annual Meeting, Las Vegas, Nevada, USA, March 23-27, 2025.
- R. Jiang, T. Grippi, A. Maximenko, J. S. Kang, E. Torresani, E. Olevsky, Anisotropy in the Binder Jetting and Sintering Process of 316 Stainless Steel, 2024 TMS Annual Meeting, Orlando, Florida, USA, March 3-7, 2024.
Publications In Preparation
- Sarker, D., Bordia, R.K., Schiller, U.D. "Modeling Hierarchical Porous Electrodes with Tailored Anisotropic Structure"