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Research on improving the basis weight measurement accuracy of tissue paper based on PSO-BP neural network, TAPPI Journal October 2022
ABSTRACT: The near-infrared (NIR) sensor can be used for measuring the basis weight and moisture of tissue paper, but the measurement accuracy is not ideal for this paper grade. The weight range of the tissue is 10~30 g/m2, indicating that it is a low gram weight paper. The temperature and humidity of the production environment significantly impact an NIR sensor. This paper focuses on improving the measurement accuracy of tissue paper basis weight. In order to reduce the influences of temperature and humidity, a mathematical model based on a particle swarm optimization back propagation (PSO-BP) neural network is proposed. In comparison with multiple linear regression measurement models, the basis weight measurement error with the PSO-BP model is within ± 0.5 g/m2. This model can effectively improve the measurement accuracy and has a good effect on overcoming the basis weight nonlinear effect caused by the changes in ambient temperature and humidity.
Journal articles
Tissue and towel leads industry in value per ton and raw speed, TAPPI JOURNAL, July 1996, Vol. 79(7)
Tissue and towel leads industry in value per ton and raw speed, TAPPI JOURNAL, July 1996, Vol. 79(7)
Journal articles
Magazine articles
Visual discrimination of hygiene tissue softness in the abse
Visual discrimination of hygiene tissue softness in the absence of haptic feedback, TAPPI JOURNAL August 2017
Journal articles
A reciprocal matrix approach to the analysis of hand-felt softness of facial tissues, TAPPI JOURNAL March 2011
A reciprocal matrix approach to the analysis of hand-felt softness of facial tissues, TAPPI JOURNAL March 2011
Journal articles
A new perspective on tissue wet strength decay: the real values, TAPPI JOURNAL January 2013
A new perspective on tissue wet strength decay: the real values, TAPPI JOURNAL January 2013
Journal articles
Tissue roll handling with an agvs, TAPPI JOURNAL, February 2000, Vol. 83(2)
Tissue roll handling with an agvs, TAPPI JOURNAL, February 2000, Vol. 83(2)
Journal articles
Effects of creping conditions on surface softness of tissue paper - application of sled method, TAPPI JOURNAL, December 2000, Vol. 83(12)
Effects of creping conditions on surface softness of tissue paper - application of sled method, TAPPI JOURNAL, December 2000, Vol. 83(12)
Journal articles
Magazine articles
Measurement of the dynamics of fluid sorption for tissue papers, TAPPI Journal July 2019
ABSTRACT: Liquid absorption ability belongs to the most important features of tissue papers. Due to non-homo-geneous internal and superficial structures, precise and fast evaluation of this property is challenging. The main aim of the presented research was to design an experimental device dedicated to the measurement of the kinetics of wetting phenomenon for tissue papers. The second aim was to evaluate whether it was possible to use image analysis for more precise characterization of liquid absorption properties of tissue paper. The obtained results showed that the method used, based on image analysis supported by gravimetric methods, proved to efficiently and quantitatively characterize the dynamics of liquid absorption for tissue papers. Supplementary parameters such as absorption anisotropy and in-plane velocity were obtained. Different experi-mental results were obtained for various tissue paper grades. Furthermore, water absorption capacity calculated from image analysis data correlated with results obtained according to the standard method EN ISO 12625-8:2010 “Tissue paper and tissue products—Part 8: Water-absorption time and water-absorption capacity, basket-immersion test method.” Hence, the presented device quantitatively characterizes and discriminates water absorption phenom-enon for tissue papers.
Journal articles
Characterization of facial tissue softness, Solutions! & TAPPI JOURNAL, April 2004, Vol. 3(4) (185KB)
Characterization of facial tissue softness, Solutions! & TAPPI JOURNAL, April 2004, Vol. 3(4) (185KB)
Journal articles
Combined effect of fiber fines and dissolved organics on tissue properties, TAPPI JOURNAL April 1988 88APR141
Combined effect of fiber fines and dissolved organics on tissue properties, TAPPI JOURNAL April 1988