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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
Magazine articles
Celupaper Puts Its Trust in Toscotec, Tissue360º Fall/Winter 2020

Celupaper Puts Its Trust in Toscotec, Tissue360º Fall/Winter 2020

Journal articles
Magazine articles
SetPoint: What is Normal and When Will it Get Here?, Tissue360º Fall/Winter 2020

SetPoint: What is Normal and When Will it Get Here?, Tissue360º Fall/Winter 2020

Journal articles
Magazine articles
From Concept to Startup: The Birth of a Tissue Mill, Tissue360º Fall/Winter 2020

From Concept to Startup: The Birth of a Tissue Mill, Tissue360º Fall/Winter 2020

Journal articles
Magazine articles
Tissue Market Called Dynamic: Fastmarkets RISI NA Conference, Tissue360º Fall/Winter 2020

Tissue Market Called Dynamic: Fastmarkets RISI NA Conference, Tissue360º Fall/Winter 2020

Journal articles
12SPRTI19

The Problem of Yankee Bolt Cracking—Harder is Not the Answer, Tissue360º Spring/Summer 2012

Journal articles
12SPRTI25

Customized Yankee Coating Program Maximizes Flexibility, Tissue360º Spring/Summer 2012

Journal articles
12SPRTI27

Association News, Tissue360º Spring/Summer 2012

Journal articles
Magazine articles
Tissue Market Called Dynamic: Fastmarkets RISI NA Conference, Tissue360º Spring/Summer 2020

Tissue Market Called Dynamic: Fastmarkets RISI NA Conference, Tissue360º Spring/Summer 2020