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• W4384405522 abstract "Abstract Machine learning techniques were used to predict tensile properties of material extrusion-based additively manufactured parts made with Technomelt PA 6910, a hot melt adhesive. An adaptive data generation technique, specifically an active learning process based on the Gaussian process regression algorithm, was employed to enable prediction with limited training data. After three rounds of data collection, machine learning models based on linear regression, ridge regression, Gaussian process regression, and K-nearest neighbors were tasked with predicting properties for the test dataset, which consisted of parts fabricated with five processing parameters chosen using a random number generator. Overall, linear regression and ridge regression successfully predicted output parameters, with < 10% error for 56% of predictions. K-nearest neighbors performed worse than linear regression and ridge regression, with < 10% error for 32% of predictions and 10–20% error for 60% of predictions. While Gaussian process regression performed with the lowest accuracy (< 10% error for 32% of prediction cases and 10–20% error for 40% of predictions), it benefited most from the adaptive data generation technique. This work demonstrates that machine learning models using adaptive data generation techniques can efficiently predict properties of additively manufactured structures with limited training data." @default.
• W4384405522 created "2023-07-16" @default.
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• W4384405522 date "2023-07-15" @default.
• W4384405522 modified "2023-09-25" @default.
• W4384405522 title "Active learning for prediction of tensile properties for material extrusion additive manufacturing" @default.
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• W4384405522 doi "https://doi.org/10.1038/s41598-023-38527-6" @default.
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• W4384405522 hasPublicationYear "2023" @default.
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