Computer-Aided Design (CAD) and Additive Manufacturing (AM), particularly Material Extrusion (MEX) with PLA, are increasingly used in medicine for cost-effective production of sterilizable Patient-Specific Instruments (PSIs). However, dimensional stability remains challenging when large geometries undergo post-processing such as annealing prior to sterilization. This study investigates the influence of selected MEX parameters on deformation in a clinically relevant large-scale PSI. A replicated 24 factorial design was used to evaluate the effect of raft thickness, infill orientation, first-layer pattern, and cooling fan speed through overall 3D and cross-sectional deformation. Infill orientation affected all deformation responses, while fan speed mainly influenced overall 3D and longitudinal deformation. Raft thickness affected the cross-section parallel to the build plane. Interactions involving fan speed were also significant for the overall 3D response. A 25% fan speed, 90° infill orientation, and 6-layer raft were associated with the lowest predicted overall deformation. These findings demonstrate that dimensional stability in large MEX-printed High-Temperature Polylactic Acid (HTPLA) PSIs depends on both individual process parameters and their interactions, with local deformation behaviour differing from the overall response. The results provide a basis for controlling deformation in large PSIs and support further investigations incorporating additional process levels, different PSIs geometries, and sterilization effects.

Frizziero, L., Menozzi, G.C., Montalti, A., Alessandri, G., Papaleo, P., Trisolino, G., et al. (2026). Application-Driven Analysis of MEX Parameters for Deformation Control in Annealed HTPLA Patient-Specific Instruments. ENG, 7(9), 478-478 [10.3390/eng7090478].

Application-Driven Analysis of MEX Parameters for Deformation Control in Annealed HTPLA Patient-Specific Instruments

Frizziero, Leonardo;Menozzi, Grazia Chiara
;
Montalti, Andrea;Alessandri, Giulia;Papaleo, Paola;Trisolino, Giovanni;
2026

Abstract

Computer-Aided Design (CAD) and Additive Manufacturing (AM), particularly Material Extrusion (MEX) with PLA, are increasingly used in medicine for cost-effective production of sterilizable Patient-Specific Instruments (PSIs). However, dimensional stability remains challenging when large geometries undergo post-processing such as annealing prior to sterilization. This study investigates the influence of selected MEX parameters on deformation in a clinically relevant large-scale PSI. A replicated 24 factorial design was used to evaluate the effect of raft thickness, infill orientation, first-layer pattern, and cooling fan speed through overall 3D and cross-sectional deformation. Infill orientation affected all deformation responses, while fan speed mainly influenced overall 3D and longitudinal deformation. Raft thickness affected the cross-section parallel to the build plane. Interactions involving fan speed were also significant for the overall 3D response. A 25% fan speed, 90° infill orientation, and 6-layer raft were associated with the lowest predicted overall deformation. These findings demonstrate that dimensional stability in large MEX-printed High-Temperature Polylactic Acid (HTPLA) PSIs depends on both individual process parameters and their interactions, with local deformation behaviour differing from the overall response. The results provide a basis for controlling deformation in large PSIs and support further investigations incorporating additional process levels, different PSIs geometries, and sterilization effects.
2026
ENG
Frizziero, L., Menozzi, G.C., Montalti, A., Alessandri, G., Papaleo, P., Trisolino, G., et al. (2026). Application-Driven Analysis of MEX Parameters for Deformation Control in Annealed HTPLA Patient-Specific Instruments. ENG, 7(9), 478-478 [10.3390/eng7090478].
Frizziero, Leonardo; Menozzi, Grazia Chiara; Montalti, Andrea; Alessandri, Giulia; Papaleo, Paola; Trisolino, Giovanni; Rocca, Gino
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11585/1085670
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