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On the modeling of tensile index from larger data sets

Karlström, Anders, 1958 (author)
Chalmers University of Technology, Sweden,Chalmers tekniska högskola
Johansson, Lars (author)
RISE,PFI,Papir- og fiberinstituttet AS
Hill, Jan (author)
QualTech, Sweden
 (creator_code:org_t)
2019-06-29
2019
English.
In: Nordic Pulp & Paper Research Journal. - : De Gruyter Open Ltd. - 0283-2631 .- 2000-0669. ; 34:3, s. 289-303
  • Journal article (peer-reviewed)
Abstract Subject headings
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  • The objective of this study is to analyze and foresee potential outliers in pulp and handsheet properties for larger data sets. The method is divided into two parts comprising a generalized Extreme Studentized Deviate (ESD) procedure for laboratory data followed by an analysis of the findings using a multivariable model based on internal variables (i. e. process variables like consistency and fiber residence time inside the refiner) as predictors. The process data used in this has been obtained from CD-82 refiners and from a laboratory test program perspective, the test series were extensive. In the procedure more than 290 samples were analyzed to get a stable outlier detection. Note, this set was obtained from pulp at one specific operating condition. When comparing such "secured data sets" with process data it is shown that an extended procedure must be performed to get data sets which cover different operating points. Here 100 pulp samples at different process conditions were analyzed. It is shown that only about 60 percent of all tensile index measurements were accepted in the procedure which indicates the need to oversample when performing extensive trials to get reliable pulp and handsheet properties in TMP and CTMP processes.

Subject headings

TEKNIK OCH TEKNOLOGIER  -- Materialteknik -- Pappers-, massa- och fiberteknik (hsv//swe)
ENGINEERING AND TECHNOLOGY  -- Materials Engineering -- Paper, Pulp and Fiber Technology (hsv//eng)
TEKNIK OCH TEKNOLOGIER  -- Kemiteknik -- Annan kemiteknik (hsv//swe)
ENGINEERING AND TECHNOLOGY  -- Chemical Engineering -- Other Chemical Engineering (hsv//eng)
NATURVETENSKAP  -- Matematik -- Sannolikhetsteori och statistik (hsv//swe)
NATURAL SCIENCES  -- Mathematics -- Probability Theory and Statistics (hsv//eng)

Keyword

CTMP
energy efficiency
fiber residence time
modeling
pulp and handsheet properties
pulp consistency
temperature profile
tensile index
TMP
Models
Pulp refining
Software testing
Statistics
Handsheet properties
Residence time
Temperature profiles
Thermomechanical pulping process

Publication and Content Type

ref (subject category)
art (subject category)

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Karlström, Ander ...
Johansson, Lars
Hill, Jan
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ENGINEERING AND TECHNOLOGY
ENGINEERING AND ...
and Materials Engine ...
and Paper Pulp and F ...
ENGINEERING AND TECHNOLOGY
ENGINEERING AND ...
and Chemical Enginee ...
and Other Chemical E ...
NATURAL SCIENCES
NATURAL SCIENCES
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Nordic Pulp & Pa ...
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RISE
Chalmers University of Technology

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