基于多元回归的烟用包装纸黏接性能预测及关键影响因素分析

董存军, 曾强, 颜莉, 肖超, 孙鹏, 姚俊杰, 蔡雯, 叶武佳, 朱彦青, 鲁建峰

包装工程(技术栏目) ›› 2026, Vol. 47 ›› Issue (5) : 210-219.

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包装工程(技术栏目) ›› 2026, Vol. 47 ›› Issue (5) : 210-219. DOI: 10.19554/j.cnki.1001-3563.2026.05.023
自动化与智能化技术

基于多元回归的烟用包装纸黏接性能预测及关键影响因素分析

  • 董存军1, 曾强1, 颜莉1, 肖超1, 孙鹏1, 姚俊杰1, 蔡雯1, 叶武佳1, 朱彦青2,*, 鲁建峰2,*
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Multiple Linear Regression-based Prediction of Adhesion Strength of Cigarette Packaging Paper and Analysis of Influencing Factors

  • DONG Cunjun1, ZENG Qiang1, YAN Li1, XIAO Chao1, SUN Peng1, YAO Junjie1, CAI Wen1, YE Wujia1, ZHU Yanqing2,*, LU Jianfeng2,*
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文章历史 +

摘要

目的 针对卷烟包装纸在卷包过程中黏接力不够,导致开胶的问题,旨在构建黏接强度经验预测模型,为面向工程应用的包装纸选型和卷包工艺优化提供依据。方法 以180°剥离黏接力为因变量,选取表面能、表面粗糙度等表面性质为自变量,在SPSS中构建多元线性回归模型。结果 回归模型决定系数R2为0.692。在胶黏剂和黏接工艺一定时,该模型可实现对不同包装纸黏接强度的预测。此外,研究发现,提高包装纸印刷面表面Ca含量和表面能色散分量,有利于提高黏接力。结论 开发了一种包装纸筛选的预测工具,有助于实现对卷烟包装质量的前馈控制,为卷烟包装工艺的工程应用提供理论支撑和技术参考。

Abstract

To address frequent bond failures such as debonding during the wrapping process of cigarette packaging paper, the work aims to develop a prediction model for bonding strength to provide a basis for the selection of packaging paper and optimization of wrapping processes in engineering applications. The 180° peel adhesion strength of cigarette packaging paper was used as the dependent variable, while surface properties including surface free energy, surface roughness were selected as independent variables and a multiple linear regression model was subsequently established in SPSS. The optimized model yielded a coefficient of determination R2 of 0.692 and provided predictive estimates of bonding levels for different paper formulations under relatively stable adhesive formulation and process conditions. The results indicated that the dispersive component of surface free energy and Ca content exerted the most pronounced positive effects on bonding strength. A rapid tool for evaluating bonding performance and screening cigarette packaging paper is developed, enabling feedforward quality control under existing equipment and adhesive systems and offering guidance for material optimization and process design in cigarette packaging applications.

关键词

烟用包装纸 / 黏接强度 / 表面性质 / 多元回归 / 质量控制

Key words

cigarette packaging paper / bonding strength / surface property / multiple linear regression (MLR) / quality control (QC)

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董存军, 曾强, 颜莉, 肖超, 孙鹏, 姚俊杰, 蔡雯, 叶武佳, 朱彦青, 鲁建峰. 基于多元回归的烟用包装纸黏接性能预测及关键影响因素分析[J]. 包装工程. 2026, 47(5): 210-219 https://doi.org/10.19554/j.cnki.1001-3563.2026.05.023
DONG Cunjun, ZENG Qiang, YAN Li, XIAO Chao, SUN Peng, YAO Junjie, CAI Wen, YE Wujia, ZHU Yanqing, LU Jianfeng. Multiple Linear Regression-based Prediction of Adhesion Strength of Cigarette Packaging Paper and Analysis of Influencing Factors[J]. Packaging Engineering. 2026, 47(5): 210-219 https://doi.org/10.19554/j.cnki.1001-3563.2026.05.023
中图分类号: TB484.1   

参考文献

[1] 解润. 智能包装印刷技术的发展与应用[J]. 中国包装, 2025, 45(3): 15-19.
XIE R.Development and Application of Intelligent Packaging and Printing Technology[J]. China Packaging, 2025, 45(3): 15-19.
[2] 刘映平, 王利婕, 童贞. 《包装印刷材料分类》和《包装印刷产品分类》2项国家标准的制定及其影响分析[J]. 包装学报, 2018, 10(2): 87-90.
LIU Y P, WANG L J, TONG Z.The Formulation and Influence of Two National Standards for the Classification of Package Printing Materials and the Classification of Package Printing Products[J]. Packaging Journal, 2018, 10(2): 87-90.
[3] 印文. 环境部编制包装印刷行业新标准[J]. 印刷杂志, 2018(7): 60.
YIN W.Ministry of Environment Formulates New Standards for Packaging and Printing Industry[J]. Printing Field, 2018(7): 60.
[4] 曾强, 朱红艳, 吴胜军, 等. 烟包用转移纸粘合性能的研究[J]. 轻工科技, 2020, 36(2): 28-30.
ZENG Q, ZHU H Y, WU S J, et al.Study on Adhesive Properties of Transfer Paper for Cigarette Packs[J]. Light Industry Science and Technology, 2020, 36(2): 28-30.
[5] 吕萱, 李自娟, 李洁, 等. 烟用商标纸与胶黏剂的相互作用及其对粘合强度影响[J]. 中国造纸, 2024, 43(2): 72-81.
LYU X, LI Z J, LI J, et al.Interaction between Printed Cigarette Packet Packaging Paper and Adhesive and Its Influence on Adhesion Strength[J]. China Pulp & Paper, 2024, 43(2): 72-81.
[6] 刘鹏程, 刘亮. 高档烟包软包粘胶成型问题解决方案[J]. 印刷技术, 2023(5): 28-29.
LIU P C, LIU L.Solution to the Problem of High-Grade Cigarette Soft Package Viscose Molding[J]. Printing Technology, 2023(5): 28-29.
[7] LI W, HUANG X, LU Z, et al.Online Detection System for Adhesive Quality of Cigarettes Carton Based on Improved GhostNet-YOLOv4[C]// 7th International Conference on Vision, Image and Signal Processing (ICVISP 2023). Dali, China. London: IET, 2024: 1-4.
[8] 吕萱, 李自娟, 苏巧, 等. 卷烟接装胶的吸收性及对粘合性能的影响[J]. 中国造纸, 2023, 42(11): 96-102.
LYU X, LI Z J, SU Q, et al.Effect of the Absorbency of Cigarette Tip Adhesive on Adhesion Properties[J]. China Pulp & Paper, 2023, 42(11): 96-102.
[9] 熊安言, 纪晓楠, 鲁平, 等. 接嘴胶施胶量对卷烟卷接质量的影响[J]. 中国胶粘剂, 2020, 29(6): 41-44.
XIONG A Y, JI X N, LU P, et al.Effect of Sizing Amount of Cigarette Tipping Adhesive on Cigarette
[10] 蔡兴明, 黄沫, 夏平宇. 硬盒烟包被粘性的改善研究[J]. 印刷技术, 2021(6): 26-29.
CAI X M, HUANG M, XIA P Y.Study on Improving the Viscosity of Hard Box Cigarette Quilt[J]. Printing Technology, 2021(6): 26-29.
[11] 彭莉, 苏雷, 刘鹏程, 等. 卷烟机烟包粘胶不牢解决方案探讨[J]. 印刷技术, 2022(1): 31-32.
PENG L, SU L, LIU P C, et al.Discussion on the Solution of Unstable Viscose in Cigarette Packs of Cigarette Makers[J]. Printing Technology, 2022(1): 31-32.
[12] MADEIRA D M F, VIEIRA O, PINHEIRO L A, et al. Correlation between Surface Energy and Adhesion Force of Polyethylene/Paperboard: A Predictive Tool for Quality Control in Laminated Packaging[J]. International Journal of Chemical Engineering, 2018, 2018: 2709037.
[13] MANSO M, CARVALHO M L, QUERALT I, et al.Investigation of the Composition of Historical and Modern Italian Papers by Energy Dispersive X-Ray Fluorescence (EDXRF), X-Ray Diffraction (XRD), and Scanning Electron Microscopy Energy Dispersive Spectrometry (SEM-EDS)[J]. Applied Spectroscopy, 2011, 65(1): 52-59.
[14] GUO B, HOU Q Y.RETRACTED: Research on Obstacles of Socialization of Old Residential District Management under the Theory of Community Conflict—Regression Analysis Based on SPSS Software[J]. International Journal of Electrical Engineering & Education, 2023, 60(suppl.1): 201-220.
[15] YU C, TANG Y.Exploration of Design Driven Innovative Education Model Based on SPSS Analysis: Taking Industrial Design as an Example[Z]. Proceedings of the 2025 2nd International Conference on Informatics Education and Computer Technology Applications. Association for Computing Machinery, 2025: 279.
[16] ZHAO B X, ANDERSON L, BANKS A, et al.Paper Properties Affecting Pressure-Sensitive Tape Adhesion[J]. Journal of Adhesion Science and Technology, 2004, 18(14): 1625-1641.
[17] BUDHE S, GHUMATKAR A, BIRAJDAR N, et al.Effect of Surface Roughness Using Different Adherend Materials on the Adhesive Bond Strength[J]. Applied Adhesion Science, 2015, 3(1): 20.
[18] GERVASON G, DUCOM J, CHERADAME H.Relationship between Surface Energy and Adhesion Strength in Polyethylene—Paper Composites[J]. British Polymer Journal, 1989, 21(1): 53-59.
[19] 罗凤明, 邱劲飚, 李明华, 等. 如何使用统计软件SPSS进行回归分析[J]. 电脑知识与技术, 2008, 1(2): 293-294.
LUO F M, QIU J B, LI M H, et al.How to Do Regression Analysis by Statistical Software SPSS[J]. Computer Knowledge and Technology, 2008, 1(2): 293-294.
[20] 张彦粉, 邹洋, 王旭红, 等. 基于回归分析的水性凹印油墨附着力的研究[J]. 包装工程, 2017, 38(1): 200-203.
ZHANG Y F, ZOU Y, WANG X H, et al.Study of the Adhering Quality of Water-Based Gravure Ink Based on Regression Analysis[J]. Packaging Engineering, 2017, 38(1): 200-203.
[21] 潘花, 仇海全, 车金星. 基于多元线性回归的数学建模成绩预测研究[J]. 南昌工程学院学报, 2024, 43(4): 94-100.
PAN H, QIU H Q, CHE J X.Research on Mathematical Modeling Achievements Prediction Based on Multiple Linear Regression[J]. Journal of Nanchang Institute of Technology, 2024, 43(4): 94-100.
[22] CHEN L S, YU Z H, ZHANG B, et al.Prediction Method of Cigarette Draw Resistance Based on Correlation Analysis[J]. Computers and Electronics in Agriculture, 2023, 208: 107808.
[23] 国家质量监督检验检疫总局, 中国国家标准化管理委员会. 胶粘剂拉伸剪切强度的测定(刚性材料对刚性材料): GB/T 7124—2008[S]. 北京: 中国标准出版社, 2008: 8.
General Administration of Quality Supervision, Inspection and Quarantine of the People’s Republic of China, Standardization Administration of the People’s Republic of China. Adhesives-Determination of Tensile Lap-Shear Strength of Rigid-to-Rigid Bonded Assemblies: GB/T 7124-2008[S]. Beijing: Standards Press of China, 2008: 8.

基金

山西省重点研发计划(202202060301003)

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