Modeling the correlation between ink transfer amount, optical density, and color difference in multicolor offset printing

Abstract In this study, the correlation between optical density (D) and color difference (Δ E ab ) was investigated through the variation of ink transfer (Δ G ) efficiency among the CMYK process inks and RGB overprints (R = Y/M, G = Y/C, and B = M/C). The mathematical regression model D = D max (1− e − k .Δ G ) and D = D max (1−e −k.t ) were used to describe the relationship between optical density (D) and ink transfer amount, and ink film thickness (t) and for cyan, magenta, yellow, and black inks, respectively. Statistical analysis (ANOVA, p < 0.001) confirmed the strong correlation between ink transfer and ink film thickness with optical density ( R 2 > 0.90). Correlation between optical density and color difference Δ E ab is the second-order polynomial (y = y 0 + b 1 x + b 2 x 2 ) regression model. The findings emphasize the importance of density control in offset printing to maintain consistent color appearance and minimize Δ E ab across production runs. The mathematical regression models of ink trapping (IT) as a function of the secondary ink volume (IT = IT max (1− e − k .Vink )). The results demonstrate that optical density and color difference are closely governed by ink transfer behavior, and the new trapping model provides a reliable tool for predicting color deviation in multicolor offset printing.

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Publication Details

Journal
Nordic Pulp & Paper Research Journal
Published
2026-05-30
DOI
https://doi.org/10.1515/npprj-2026-0013
Primary Topic
Color Science and Applications
Type
article
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article

Modeling the correlation between ink transfer amount, optical density, and color difference in multicolor offset printing

Che Quoc Long, Nguyen Thanh Phuong, Truong The Trung, Nguyen Long Giang et al.
Nordic Pulp & Paper Research Journal
Color Science and Applications
article

Modeling the correlation between ink transfer amount, optical density, and color difference in multicolor offset printing

Che Quoc Long, Nguyen Thanh Phuong, Truong The Trung, Nguyen Long Giang, Le Cong Danh
article en

Abstract

Abstract In this study, the correlation between optical density (D) and color difference (Δ E ab ) was investigated through the variation of ink transfer (Δ G ) efficiency among the CMYK process inks and RGB overprints (R = Y/M, G = Y/C, and B = M/C). The mathematical regression model D = D max (1− e − k .Δ G ) and D = D max (1−e −k.t ) were used to describe the relationship between optical density (D) and ink transfer amount, and ink film thickness (t) and for cyan, magenta, yellow, and black inks, respectively. Statistical analysis (ANOVA, p < 0.001) confirmed the strong correlation between ink transfer and ink film thickness with optical density ( R 2 > 0.90). Correlation between optical density and color difference Δ E ab is the second-order polynomial (y = y 0 + b 1 x + b 2 x 2 ) regression model. The findings emphasize the importance of density control in offset printing to maintain consistent color appearance and minimize Δ E ab across production runs. The mathematical regression models of ink trapping (IT) as a function of the secondary ink volume (IT = IT max (1− e − k .Vink )). The results demonstrate that optical density and color difference are closely governed by ink transfer behavior, and the new trapping model provides a reliable tool for predicting color deviation in multicolor offset printing.

Nordic Pulp & Paper Research Journal
Ho Chi Minh City University of Technology (VN)
Openalex Percentile: Top 5%
Color Science and Applications
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Modeling the correlation between ink transfer amount, optical density, and color difference in multicolor offset printing — Che Quoc Long, Nguyen Thanh Phuong, et al. · Nordic Pulp & Paper Research Journal (2026) | TGRS Research Map | TGRS