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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
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Celupaper Puts Its Trust in Toscotec, Tissue360º Fall/Winter 2020
Celupaper Puts Its Trust in Toscotec, Tissue360º Fall/Winter 2020
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Dust Mitigation Safety Course: Vital for Tissue Makers, Tissue360º Fall/Winter 2024
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Tissue Industry News, Tissue360º Fall/Winter 2016
Tissue Industry News, Tissue360º Fall/Winter 2016
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Meeting the Challenge of e-Commerce, Tissue360º Spring/Summ
Meeting the Challenge of e-Commerce, Tissue360º Spring/Summer 2018
Journal articles
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Streamlining the Parent Roll Supply Chain, Tissue360º Sprin
Streamlining the Parent Roll Supply Chain, Tissue360º Spring/Summer 2018
Journal articles
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IT’s Tissue Features Nine Days of Technology, Art, Music, Cu
IT’s Tissue Features Nine Days of Technology, Art, Music, Culture in Tissue District of Italy, Tissue360º Fall/Winter 2013
Journal articles
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SetPoint: Tangled Acronym Debate, Tissue360º Fall/Winter 2018
SetPoint: Tangled Acronym Debate, Tissue360º Fall/Winter 2018
Journal articles
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Fapajal Tissue: Old, New & Customer-Centric, Paper360º March
Fapajal Tissue: Old, New & Customer-Centric, Paper360º March/April 2018