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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
Tissue Industry News, Tissue360º Fall/Winter 2015
Tissue Industry News, Tissue360º Fall/Winter 2015
Journal articles
Magazine articles
TAPPI Journal Summaries, Paper360º November/December 2019
TAPPI Journal Summaries, Paper360º November/December 2019
Journal articles
Magazine articles
SetPoint: New Look at an Old Recycling Technology, Tissue360
SetPoint: New Look at an Old Recycling Technology, Tissue360º Spring/Summer 2016
Journal articles
Magazine articles
Tissue Industry News, Tissue360º Spring/Summer 2016
Tissue Industry News, Tissue360º Spring/Summer 2016
Journal articles
Magazine articles
Focus on Global Tissue Key Move for Buckman, Tissue360º Spr
Focus on Global Tissue Key Move for Buckman, Tissue360º Spring/Summer 2016
Journal articles
Magazine articles
Bamboo Tissue Mill Nears Startup in China, Tissue360º Sprin
Bamboo Tissue Mill Nears Startup in China, Tissue360º Spring/Summer 2016
Journal articles
Magazine articles
2016 Edition of TAPPI Tissue360o Forum Best Yet, Tissue360º
2016 Edition of TAPPI Tissue360o Forum Best Yet, Tissue360º Spring/Summer 2016
Journal articles
Magazine articles
The New Cascades, Paper360º November/December 2017
The New Cascades, Paper360º November/December 2017
Journal articles
Magazine articles
TAPPI JOURNAL Summaries, Paper360º November/December 2017
TAPPI JOURNAL Summaries, Paper360º November/December 2017