Multi-objective parameters optimization for stencil printing considering fluctuations in input factors

This research aims to establish a volume transfer efficiency (VTE) model of solder paste during stencil printing and achieve optimization of printing parameters to reduce manufacturing costs, scrap rate of printed circuit boards (PCBs), and environmental impact. Optimization models between VTE and printing parameters considering fluctuations in input factors have rarely been studied in solder paste stencil printing (SPSP). In this study, first, the optimization interval is proposed to be narrowed by fluctuation tolerance to improve the robustness of the optimization results. Then the response surface method (RSM) is used to find the nonlinear relationships between the VTE and the parameters of printing pressure, printing speed, separation speed, and separation distance. Next, the third-generation non-dominated sorting genetic algorithm (NSGA-III) is proposed to optimize the response model and obtain the best parameter combination. The optimal parameter combination obtained were 10.0 kg printing pressure, 10 mm/s printing speed, 1 mm/s separation speed, and 1.5 mm separation distance. Finally, to verify the validity of the model, mass production was performed with the optimal printing parameters, the process capability index C pm improved from 0.97 to 6.40, and the scrap rate of VTE decreased by 74%.

Authors

Institutions

Publication Details

Journal
Proceedings of the Institution of Mechanical Engineers Part B Journal of Engineering Manufacture
Published
2026-09-18
DOI
https://doi.org/10.1177/09544054261488258
Primary Topic
Nanomaterials and Printing Technologies
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
article

Multi-objective parameters optimization for stencil printing considering fluctuations in input factors

Yaning Tao, Jian Xie, Yu Guo
Proceedings of the Institution of Mechanical Engineers Part B Journal of Engineering Manufacture
Nanomaterials and Printing Technologies
article

Multi-objective parameters optimization for stencil printing considering fluctuations in input factors

Yaning Tao, Jian Xie, Yu Guo
article en

Abstract

This research aims to establish a volume transfer efficiency (VTE) model of solder paste during stencil printing and achieve optimization of printing parameters to reduce manufacturing costs, scrap rate of printed circuit boards (PCBs), and environmental impact. Optimization models between VTE and printing parameters considering fluctuations in input factors have rarely been studied in solder paste stencil printing (SPSP). In this study, first, the optimization interval is proposed to be narrowed by fluctuation tolerance to improve the robustness of the optimization results. Then the response surface method (RSM) is used to find the nonlinear relationships between the VTE and the parameters of printing pressure, printing speed, separation speed, and separation distance. Next, the third-generation non-dominated sorting genetic algorithm (NSGA-III) is proposed to optimize the response model and obtain the best parameter combination. The optimal parameter combination obtained were 10.0 kg printing pressure, 10 mm/s printing speed, 1 mm/s separation speed, and 1.5 mm separation distance. Finally, to verify the validity of the model, mass production was performed with the optimal printing parameters, the process capability index C pm improved from 0.97 to 6.40, and the scrap rate of VTE decreased by 74%.

Proceedings of the Institution of Mechanical Engineers Part B Journal of Engineering Manufacture
Nanjing University of Aeronautics and Astronautics (CN)
Openalex Percentile: Top 20%
Nanomaterials and Printing Technologies
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Multi-objective parameters optimization for stencil printing considering fluctuations in input factors — Yaning Tao, Jian Xie, et al. · Proceedings of the Institution of Mechanical Engineers Part B Journal of Engineering Manufacture (2026) | TGRS Research Map | TGRS