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Article

Semi-Theoretical Modeling and Experimental Validation of the Extrusion Swell Ratio of Highly Concentrated Silver Paste in Micro-Extrusion

1
School of Mechanical Engineering, Guangxi University, Nanning 530004, China
2
School of Chemistry and Chemical Engineering, Shanghai Jiao Tong University, Shanghai 200240, China
3
School of Computer and Electronic Information Engineering, Guangxi University, Nanning 530004, China
4
Key Laboratory of Future Intelligent Manufacturing Technologies for High-end Equipment, Ministry of Education, Fuyao University of Science and Technology, Fuzhou 350109, China
*
Authors to whom correspondence should be addressed.
Micromachines 2026, 17(7), 855; https://doi.org/10.3390/mi17070855
Submission received: 29 June 2026 / Revised: 14 July 2026 / Accepted: 16 July 2026 / Published: 17 July 2026

Abstract

In micro-extrusion and direct ink writing, the nozzle outlet diameter is often used to estimate the deposited line width or free-filament diameter. However, highly loaded conductive silver pastes may exhibit pronounced extrusion swell after leaving the nozzle, resulting in a filament diameter larger than the nozzle inner diameter. To quantify this deviation, this study proposes a single-parameter semi-theoretical correction model based on radial force balance at the nozzle exit, integrating Herschel–Bulkley yield stress–shear-thinning rheology with a finite-deformation description. The exit radial stress is derived from pressure-driven circular tube flow, while the post-exit radial expansion is balanced against atmospheric constraint. A comprehensive correction force constant, C, is introduced to account for wall-induced energy dissipation, particle-structure rearrangement, residual elastic recovery, and model simplifications. After calibration using a transition-swelling nozzle, C was determined as 1.03 × 10−2 N. The model was applied to six nozzle diameters and four nozzle length–pressure conditions. For Nozzles 1–4 with significant swelling, the mean absolute percentage error was 5.31%, while the overall error for all six nozzles was 11.84%, mainly due to overestimation for the nearly non-swelling Nozzle 6. For varying nozzle lengths, the error was 5.20%, and both experimental and predicted swell ratios decreased with increasing effective nozzle length. The model provides a semi-theoretical tool for estimating free-filament dimensions and analyzing nozzle-length effects, primarily under pronounced-swell conditions. Its predictive capability becomes limited as the swell ratio approaches unity, where additional corrections for wall slip, relaxation, and the zero-swell boundary are required.
Keywords: conductive silver paste; micro-extrusion printing; direct ink writing; extrusion swell; Herschel–Bulkley model; nozzle length; free-filament size estimation conductive silver paste; micro-extrusion printing; direct ink writing; extrusion swell; Herschel–Bulkley model; nozzle length; free-filament size estimation

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MDPI and ACS Style

Huang, Z.; Wu, S.; Yuan, Z.; Wang, Z.; Sun, C.; You, H. Semi-Theoretical Modeling and Experimental Validation of the Extrusion Swell Ratio of Highly Concentrated Silver Paste in Micro-Extrusion. Micromachines 2026, 17, 855. https://doi.org/10.3390/mi17070855

AMA Style

Huang Z, Wu S, Yuan Z, Wang Z, Sun C, You H. Semi-Theoretical Modeling and Experimental Validation of the Extrusion Swell Ratio of Highly Concentrated Silver Paste in Micro-Extrusion. Micromachines. 2026; 17(7):855. https://doi.org/10.3390/mi17070855

Chicago/Turabian Style

Huang, Zhijie, Shixiong Wu, Zhichao Yuan, Zeyu Wang, Cuimin Sun, and Hui You. 2026. "Semi-Theoretical Modeling and Experimental Validation of the Extrusion Swell Ratio of Highly Concentrated Silver Paste in Micro-Extrusion" Micromachines 17, no. 7: 855. https://doi.org/10.3390/mi17070855

APA Style

Huang, Z., Wu, S., Yuan, Z., Wang, Z., Sun, C., & You, H. (2026). Semi-Theoretical Modeling and Experimental Validation of the Extrusion Swell Ratio of Highly Concentrated Silver Paste in Micro-Extrusion. Micromachines, 17(7), 855. https://doi.org/10.3390/mi17070855

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