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Keywords: surrogate modeling
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Journal Articles

Printability Prediction in Projection Two-Photon Lithography Via Machine Learning Based Surrogate Modeling of Photopolymerization

Rushil Pingali, Sourabh K. Saha
Journal: Journal of Micro and Nano-Manufacturing
Publisher: ASME
Article Type: Research-Article
J. Micro Nano-Manuf. September 2022, 10(3): 031005.
Paper No: JMNM-23-1015
https://doi.org/10.1115/1.4063021
Published Online: August 8, 2023
... (P-TPL) enables rapid printing of entire layers at once. However, process prediction remains a significant challenge in P-TPL due to the lack of computationally efficient models. In this work, we present machine learning-based surrogate models to predict the outcomes of P-TPL to >98...
View Article titled, Printability Prediction in Projection Two-Photon Lithography Via Machine Learning Based <span class="search-highlight">Surrogate</span> <span class="search-highlight">Modeling</span> of Photopolymerization
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Topics: Artificial neural networks, Diffusion (Physics), Lasers, Lithography, Metamodeling, Photons, Photoresists, Polymerization, Printing, Simulation