npj Advanced Manufacturing

Machine learning image-based analysis for bead geometry prediction in fused granulate fabrication for large format additive manufacturing.

Pub Date : 2025-01-01 DOI: 10.1038/s44334-025-00018-z Daniele Vanerio, Mario Guagliano, Sara Bagherifard

Transfer learning assessment of small datasets relating manufacturing parameters with electrochemical energy cell component properties.

Pub Date : 2025-01-01 DOI: 10.1038/s44334-025-00024-1 Francisco Fernandez, Soorya Saravanan, Rashen Lou Omongos, Javier F Troncoso, Diego E Galvez-Aranda, Alejandro A Franco

Evaluating residual stress in additively manufactured nitinol shape memory alloy.

Pub Date : 2025-01-01 DOI: 10.1038/s44334-025-00027-y Sampreet Rangaswamy, Josiah Cherian Chekotu, Thomas Gillick, Cian Hughes, Jayne Nicholl, David Easton, Caner Şimşir, Dermot Brabazon