Real‐time product weight estimation based on internal pressure monitoring in injection molding

Abstract In this study, we investigate a novel method for determining product weight based on cavity pressure, measured by internal sensors integrated into the mold. The ultimate goal is to find a model that is better than the linear expressions in the literature based on the cavity pressure integral. We conducted experiments using different materials (ABS and PP) to assess the effects of holding pressure and time on product weight. The relationship between product weight, the pressure integral, and holding pressure was modeled with a saturation curve. This way, the maximum product weight achievable with holding pressure can be predicted. This method represents a significant advancement in quality control during injection molding, as product weight can be predicted within the production cycle before product ejection.

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Publication Details

Journal
Polymer Engineering and Science
Published
2025-01-29
DOI
https://doi.org/10.1002/pen.27078
Citations
4
Primary Topic
Injection Molding Process and Properties
Type
article
Field-Weighted Citation Impact
2.85

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article

Real‐time product weight estimation based on internal pressure monitoring in injection molding

József Kovács, Szabolcs Horváth
4 citations
Polymer Engineering and Science
Injection Molding Process and Properties
2.85
article

Real‐time product weight estimation based on internal pressure monitoring in injection molding

József Kovács, Szabolcs Horváth
article en
4 citations

Abstract

Abstract In this study, we investigate a novel method for determining product weight based on cavity pressure, measured by internal sensors integrated into the mold. The ultimate goal is to find a model that is better than the linear expressions in the literature based on the cavity pressure integral. We conducted experiments using different materials (ABS and PP) to assess the effects of holding pressure and time on product weight. The relationship between product weight, the pressure integral, and holding pressure was modeled with a saturation curve. This way, the maximum product weight achievable with holding pressure can be predicted. This method represents a significant advancement in quality control during injection molding, as product weight can be predicted within the production cycle before product ejection.

Polymer Engineering and ScienceVol. 65(4)
Budapest University of Technology and Economics (HU), Montavid Thermodynamic Research Group (HU)
Nemzeti Kutatási Fejlesztési és Innovációs Hivatal
Openalex Percentile: Top 11%
Injection Molding Process and Properties
2.85
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