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Aqueous Glue Setting in Double-Coated Paperboard Systems: The Impact of Application System and Individual Coating Layer Thickness on Glue Bond Formation, 2011 PaperCon Conference

Aqueous Glue Setting in Double-Coated Paperboard Systems: The Impact of Application System and Individual Coating Layer Thickness on Glue Bond Formation, 2011 PaperCon Conference

QUANTIFICATION OF THE PENETRATION OF COATING PIGMENTS INTO THE BASE PAPER DETERMINED BY AUTOMATED SERIAL SECTIONING, 2011 PaperCon Conference

QUANTIFICATION OF THE PENETRATION OF COATING PIGMENTS INTO THE BASE PAPER DETERMINED BY AUTOMATED SERIAL SECTIONING, 2011 PaperCon Conference

Coating & print performance of biobased latex in European graphic papers, 2011 PaperCon Conference

Coating & print performance of biobased latex in European graphic papers, 2011 PaperCon Conference

A comparative study of different fillers on uncoated eucalyptus digital printing paper properties - A pilot scale approach, 2011 PaperCon Conference

A comparative study of different fillers on uncoated eucalyptus digital printing paper properties - A pilot scale approach, 2011 PaperCon Conference

Aqueous polyolefin dispersion for packaging boards and papers, 2011 PaperCon Conference

Aqueous polyolefin dispersion for packaging boards and papers, 2011 PaperCon Conference

Continuous Coloration of Coatings for Coated Paper & Board, 2011 PaperCon Conference

Continuous Coloration of Coatings for Coated Paper & Board, 2011 PaperCon Conference

Two-Layer Coated Papers Using Precipitated Calcium Carbonate, 2011 PaperCon Conference

Two-Layer Coated Papers Using Precipitated Calcium Carbonate, 2011 PaperCon Conference

Ashlandâ??s and Michelmanâ??s New Water Based Barrier Systems Technology for Packaging, 2011 PaperCon Conference

Ashland’s and Michelman’s New Water Based Barrier Systems Technology for Packaging, 2011 PaperCon Conference

The Evolution of Tinting Dyes and Optical Brighteners in White Papers, 2011 PaperCon Conference

The Evolution of Tinting Dyes and Optical Brighteners in White Papers, 2011 PaperCon Conference

Magazine articles
Open Access
Leveraging mill-wide big data sets for process and quality i

Authors: Jianzhong Fu and Peter W. Hart | ABSTRACT: The MWV mill in Covington, VA, USA, experienced a long term trend of increasing episodes of paper indents that resulted in significant quantities of internal rejects and production downtime. When traditional troubleshooting techniques failed to resolve the problem, big data analysis techniques were employed to help deter-mine root causes of this negative and increasingly frequent situation. Nearly 6000 operating variables were selected for a deep dive, multi-year analysis after reviewing mill-wide process logs and 60000+ PI tags (data points) collected from one of the major data historian systems at the MWV Covington mill. Nine billion data points were collected from November 2011 to August 2014. Strategies and methods were developed to format, clean, classify, and sort the various data sets to compensate for process lag time and to align timestamps, as well as to rank potential causes or indicators. GE Intelligent Platforms software was employed to develop decision trees for root cause analysis. Insights and possible correlations that were previously invisible or ignored were obtained across the mill, from pulp-ing, bleaching, and chemical recovery to the papermaking process. Several findings led the mill to revise selected process targets and to reconsider a step change in the drying process. These changes have exhibited significant impacts on the mill’s product quality, cost, and market performance. Mill-wide communications of the identified results helped transform the findings into executable actions. Several projects were initiated.