48
#PIWorld ©2020 OSIsoft, LLC PI Asset Framework Drives Mill Analytics at WestRock Presented by: Andre Perez 1

PI Asset Framework Drives Mill Analytics at WestRock...Sheet Break Status Motor Load Level 10 Data Archive Asset Framework 10 Mill Analytics: Vision & Overview Foundation Visualize

  • Upload
    others

  • View
    6

  • Download
    0

Embed Size (px)

Citation preview

Page 1: PI Asset Framework Drives Mill Analytics at WestRock...Sheet Break Status Motor Load Level 10 Data Archive Asset Framework 10 Mill Analytics: Vision & Overview Foundation Visualize

#PIWorld ©2020 OSIsoft, LLC

PI Asset Framework Drives Mill Analytics at WestRock

Presented by: Andre Perez

1

Page 2: PI Asset Framework Drives Mill Analytics at WestRock...Sheet Break Status Motor Load Level 10 Data Archive Asset Framework 10 Mill Analytics: Vision & Overview Foundation Visualize

Agenda

WestRock’s Mill Analytics Project• Vision and Overview

WestRock’s Progress• Foundation• Visualizations• Analytics

Summary and Path Forward• Project Goals• Training and Support

Page 3: PI Asset Framework Drives Mill Analytics at WestRock...Sheet Break Status Motor Load Level 10 Data Archive Asset Framework 10 Mill Analytics: Vision & Overview Foundation Visualize

WestRock’s Mill Analytics Project

Page 4: PI Asset Framework Drives Mill Analytics at WestRock...Sheet Break Status Motor Load Level 10 Data Archive Asset Framework 10 Mill Analytics: Vision & Overview Foundation Visualize

4

In once sentence: Accelerating the time to actionable insights

Mill Analytics: Vision & Overview

• Improving operational agility towards:• Variability reduction• Energy consumption• Margin expansion

• Improving knowledge capture with a standard platform• Increasing access to disparate data systems• Automating repetitive analyses and reporting• Housing advanced analytics in one location

Page 5: PI Asset Framework Drives Mill Analytics at WestRock...Sheet Break Status Motor Load Level 10 Data Archive Asset Framework 10 Mill Analytics: Vision & Overview Foundation Visualize

5

Mill Analytics: Vision & Overview

Foundation Visualize Analyze

Visualize

Foundation

Analyze

Data is foundational

Page 6: PI Asset Framework Drives Mill Analytics at WestRock...Sheet Break Status Motor Load Level 10 Data Archive Asset Framework 10 Mill Analytics: Vision & Overview Foundation Visualize

6

Mill Analytics: Vision & Overview

Foundation Visualize Analyze

Our work is foundation focused

Page 7: PI Asset Framework Drives Mill Analytics at WestRock...Sheet Break Status Motor Load Level 10 Data Archive Asset Framework 10 Mill Analytics: Vision & Overview Foundation Visualize

7

Mill Analytics: Vision & Overview

Foundation Visualize Analyze

Top layer focus

Page 8: PI Asset Framework Drives Mill Analytics at WestRock...Sheet Break Status Motor Load Level 10 Data Archive Asset Framework 10 Mill Analytics: Vision & Overview Foundation Visualize

8

Mill Analytics: Vision & Overview

Foundation Visualize Analyze

Page 9: PI Asset Framework Drives Mill Analytics at WestRock...Sheet Break Status Motor Load Level 10 Data Archive Asset Framework 10 Mill Analytics: Vision & Overview Foundation Visualize

9

Data Archive

9

Mill Analytics: Vision & Overview

Foundation Visualize Analyze

Raw time-series data is stored in the Data Archive

Sheet Break Status

Motor Load

Level

Page 10: PI Asset Framework Drives Mill Analytics at WestRock...Sheet Break Status Motor Load Level 10 Data Archive Asset Framework 10 Mill Analytics: Vision & Overview Foundation Visualize

10

Data Archive

AssetFramework

10

Mill Analytics: Vision & Overview

Foundation Visualize Analyze

Meta-data stored in the Asset Framework

SAP Number

Upper & Lower Limits/Targets

Raw time-series data is stored in the Data Archive

Location

Sheet Break Status

Motor Load

Level

Page 11: PI Asset Framework Drives Mill Analytics at WestRock...Sheet Break Status Motor Load Level 10 Data Archive Asset Framework 10 Mill Analytics: Vision & Overview Foundation Visualize

11 11

Mill Analytics: Vision & Overview

Foundation Visualize Analyze

Data Archive

AssetFramework

Covington

Chemical RecoveryEvaporatorsRecausticizing

Bleach Plant

BLS Burned MTDWL Gain/Loss

SAP Number

Recovery Boilers

Build relationships between assets

Build templates for similar equipment

Build analysis for more information

Page 12: PI Asset Framework Drives Mill Analytics at WestRock...Sheet Break Status Motor Load Level 10 Data Archive Asset Framework 10 Mill Analytics: Vision & Overview Foundation Visualize

12

Mill Analytics: Vision & Overview

Foundation Visualize Analyze

Asset Analytics

Data Archive

AssetFramework

Power Boiler 6Build real-time analytics on templates…

Hourly Energy Production

Efficiency

Power Boilers

Total Energy Production

Average Efficiency

… and roll itup to the site

Page 13: PI Asset Framework Drives Mill Analytics at WestRock...Sheet Break Status Motor Load Level 10 Data Archive Asset Framework 10 Mill Analytics: Vision & Overview Foundation Visualize

13PI Server

Data Archive

AssetFramework

Asset Analytics

Event Frames

Mill Analytics: Vision & Overview

Foundation Visualize Analyze

Batch Digesters

Downtime

User defined

External Systems

Triggers:

Page 14: PI Asset Framework Drives Mill Analytics at WestRock...Sheet Break Status Motor Load Level 10 Data Archive Asset Framework 10 Mill Analytics: Vision & Overview Foundation Visualize

14

Data Archive

AssetFramework

Asset Analytics

Notifications

Event Frames

14

Mill Analytics: Vision & Overview

Foundation Visualize Analyze

Sheet Break

Notification

Page 15: PI Asset Framework Drives Mill Analytics at WestRock...Sheet Break Status Motor Load Level 10 Data Archive Asset Framework 10 Mill Analytics: Vision & Overview Foundation Visualize

15

Mill Analytics: Vision & Overview

Foundation Visualize Analyze

PI ProcessBook PI Vision

Page 16: PI Asset Framework Drives Mill Analytics at WestRock...Sheet Break Status Motor Load Level 10 Data Archive Asset Framework 10 Mill Analytics: Vision & Overview Foundation Visualize

16

Mill Analytics: Vision & Overview

Foundation Visualize Analyze

MicrosoftExcel

Minitab

Sight Machine

Page 17: PI Asset Framework Drives Mill Analytics at WestRock...Sheet Break Status Motor Load Level 10 Data Archive Asset Framework 10 Mill Analytics: Vision & Overview Foundation Visualize

17

PI AF

Mill Analytics: Vision & Overview

Foundation Visualize Analyze

PI Vision Sight Machine

Page 18: PI Asset Framework Drives Mill Analytics at WestRock...Sheet Break Status Motor Load Level 10 Data Archive Asset Framework 10 Mill Analytics: Vision & Overview Foundation Visualize

Foundational progress at WestRock

Page 19: PI Asset Framework Drives Mill Analytics at WestRock...Sheet Break Status Motor Load Level 10 Data Archive Asset Framework 10 Mill Analytics: Vision & Overview Foundation Visualize

19

Foundational progress at WestRock

Foundation Visualize Analyze

2014 2015 2019 Q1

PI AF installed across companyEnterprise-wide PI AF development started

2016 2017 2018

Page 20: PI Asset Framework Drives Mill Analytics at WestRock...Sheet Break Status Motor Load Level 10 Data Archive Asset Framework 10 Mill Analytics: Vision & Overview Foundation Visualize

20

Foundational progress at WestRock

Foundation Visualize Analyze

Enterprise-wide effort

• More than 250 manufacturing facilities, design centers, research labs and sales offices

• Located in 30 countries• 39,000 employees around the

world

Page 21: PI Asset Framework Drives Mill Analytics at WestRock...Sheet Break Status Motor Load Level 10 Data Archive Asset Framework 10 Mill Analytics: Vision & Overview Foundation Visualize

21

Foundational progress at WestRock

Foundation Visualize Analyze

Enterprise-wide effort: starting at our production facilities

• 30 paper mills • Located across North & South

America

= large undertaking

Page 22: PI Asset Framework Drives Mill Analytics at WestRock...Sheet Break Status Motor Load Level 10 Data Archive Asset Framework 10 Mill Analytics: Vision & Overview Foundation Visualize

22

Foundational progress at WestRock

Foundation Visualize Analyze

Enterprise-wide effort: starting at our production facilities = large undertaking

Solo remote effort Facilitated onsite teamwork

Page 23: PI Asset Framework Drives Mill Analytics at WestRock...Sheet Break Status Motor Load Level 10 Data Archive Asset Framework 10 Mill Analytics: Vision & Overview Foundation Visualize

23

Foundational progress at WestRock

Foundation Visualize Analyze

Reduce and distribute workload Automate tasks

Page 24: PI Asset Framework Drives Mill Analytics at WestRock...Sheet Break Status Motor Load Level 10 Data Archive Asset Framework 10 Mill Analytics: Vision & Overview Foundation Visualize

24

Foundational progress at WestRock

Foundation Visualize Analyze

2014 2015 2019 Q1

2019 Q2

2019 Q3

2019 Q4

PI AF installed across company

AF databases created

PI Vision dashboards

Sight Machine analytics

2016 2017 2018

Enterprise-wide PI AF development started

Page 25: PI Asset Framework Drives Mill Analytics at WestRock...Sheet Break Status Motor Load Level 10 Data Archive Asset Framework 10 Mill Analytics: Vision & Overview Foundation Visualize

25

Foundational progress at WestRock

Foundation Visualize Analyze

Page 26: PI Asset Framework Drives Mill Analytics at WestRock...Sheet Break Status Motor Load Level 10 Data Archive Asset Framework 10 Mill Analytics: Vision & Overview Foundation Visualize

Visualization progress at WestRock

Page 27: PI Asset Framework Drives Mill Analytics at WestRock...Sheet Break Status Motor Load Level 10 Data Archive Asset Framework 10 Mill Analytics: Vision & Overview Foundation Visualize

27

Visualization progress at WestRock

Foundation Visualize AnalyzeIncreased visibility of pertinent data for the demineralizer plant

Page 28: PI Asset Framework Drives Mill Analytics at WestRock...Sheet Break Status Motor Load Level 10 Data Archive Asset Framework 10 Mill Analytics: Vision & Overview Foundation Visualize

28

Visualization progress at WestRock

Foundation Visualize Analyze

Created new brown stock washer KPI’s and dashboard

Page 29: PI Asset Framework Drives Mill Analytics at WestRock...Sheet Break Status Motor Load Level 10 Data Archive Asset Framework 10 Mill Analytics: Vision & Overview Foundation Visualize

29

Visualization progress at WestRock

Foundation Visualize Analyze

Quickly determine outliers in the batch digesters thanks to PI AF event frames

Page 30: PI Asset Framework Drives Mill Analytics at WestRock...Sheet Break Status Motor Load Level 10 Data Archive Asset Framework 10 Mill Analytics: Vision & Overview Foundation Visualize

30

Visualization progress at WestRock

Foundation Visualize AnalyzeLogic to determine reason for blade changes, count and calculate life cycles

Page 31: PI Asset Framework Drives Mill Analytics at WestRock...Sheet Break Status Motor Load Level 10 Data Archive Asset Framework 10 Mill Analytics: Vision & Overview Foundation Visualize

31

Visualization progress at WestRock

Foundation Visualize AnalyzeSoda balance calculations to indicate total inventory, digester potential, and chemical usages live

Page 32: PI Asset Framework Drives Mill Analytics at WestRock...Sheet Break Status Motor Load Level 10 Data Archive Asset Framework 10 Mill Analytics: Vision & Overview Foundation Visualize

Analytics progress at WestRock

Page 33: PI Asset Framework Drives Mill Analytics at WestRock...Sheet Break Status Motor Load Level 10 Data Archive Asset Framework 10 Mill Analytics: Vision & Overview Foundation Visualize

33

Sight Machine Communication Structure

Analytics progress at WestRock

PI AF PI BI AWS SM

Page 34: PI Asset Framework Drives Mill Analytics at WestRock...Sheet Break Status Motor Load Level 10 Data Archive Asset Framework 10 Mill Analytics: Vision & Overview Foundation Visualize

34

Sight Machine Communication Structure

Analytics progress at WestRock

Page 35: PI Asset Framework Drives Mill Analytics at WestRock...Sheet Break Status Motor Load Level 10 Data Archive Asset Framework 10 Mill Analytics: Vision & Overview Foundation Visualize

35

Sight Machine Out of the Box Tools

Analytics progress at WestRock

Page 36: PI Asset Framework Drives Mill Analytics at WestRock...Sheet Break Status Motor Load Level 10 Data Archive Asset Framework 10 Mill Analytics: Vision & Overview Foundation Visualize

36

Analytics progress at WestRock

Foundation Visualize Analyze

Curve-fit diagram analyzing 4 months of flow vs. controller output, indicates failing pump

Page 37: PI Asset Framework Drives Mill Analytics at WestRock...Sheet Break Status Motor Load Level 10 Data Archive Asset Framework 10 Mill Analytics: Vision & Overview Foundation Visualize

37

Analytics progress at WestRock

Foundation Visualize AnalyzeVariance analysis on paper machine highlights worst performing control loops

Page 38: PI Asset Framework Drives Mill Analytics at WestRock...Sheet Break Status Motor Load Level 10 Data Archive Asset Framework 10 Mill Analytics: Vision & Overview Foundation Visualize

38

Analytics progress at WestRock

Foundation Visualize AnalyzeSheet Break tool performs variance analysis on 10-minute interval just before a recorded sheet break, surfacing possible cause of break

Page 39: PI Asset Framework Drives Mill Analytics at WestRock...Sheet Break Status Motor Load Level 10 Data Archive Asset Framework 10 Mill Analytics: Vision & Overview Foundation Visualize

39

Analytics progress at WestRock

Foundation Visualize AnalyzeTime-series correlation can identify unknown relationships and root causes

Page 40: PI Asset Framework Drives Mill Analytics at WestRock...Sheet Break Status Motor Load Level 10 Data Archive Asset Framework 10 Mill Analytics: Vision & Overview Foundation Visualize

Summary and Path Forward

Page 41: PI Asset Framework Drives Mill Analytics at WestRock...Sheet Break Status Motor Load Level 10 Data Archive Asset Framework 10 Mill Analytics: Vision & Overview Foundation Visualize

41

Summary and Path Forward

Foundation Visualize Analyze

38%100%

42%45%

100%37%41%43%100%

92%49%

Mill 11Mill 10Mill 9Mill 8Mill 7Mill 6Mill 5Mill 4Mill 3Mill 2Mill 1

PI Tags Sorted or in AF

Estimated Total PI TagsWanted

Ongoing progress developing AF across enterprise

Page 42: PI Asset Framework Drives Mill Analytics at WestRock...Sheet Break Status Motor Load Level 10 Data Archive Asset Framework 10 Mill Analytics: Vision & Overview Foundation Visualize

42

Summary and Path Forward

Foundation Visualize Analyze

Page 43: PI Asset Framework Drives Mill Analytics at WestRock...Sheet Break Status Motor Load Level 10 Data Archive Asset Framework 10 Mill Analytics: Vision & Overview Foundation Visualize

43

Summary and Path Forward

Foundation Visualize AnalyzeContinue to standardize visualizations

Page 44: PI Asset Framework Drives Mill Analytics at WestRock...Sheet Break Status Motor Load Level 10 Data Archive Asset Framework 10 Mill Analytics: Vision & Overview Foundation Visualize

44

Summary and Path Forward

Foundation Visualize Analyze

Continue to develop new analytics and custom tools

Page 45: PI Asset Framework Drives Mill Analytics at WestRock...Sheet Break Status Motor Load Level 10 Data Archive Asset Framework 10 Mill Analytics: Vision & Overview Foundation Visualize

45

CHALLENGES SOLUTION BENEFITS

Mill Analytics

Too much time spent analyzing data

Disparate data systems

Pertinent decision-making data not easily available

Using PI AF and Sight Machine, we have mapped over 200k PI tags across the enterprise and streamed it to a single analytical platform

Slow and repetitive Excel analyses streamlined in PI AF

Actionable insights provided through standardized dashboards

500+ manhours/month saved per facility

45

Our focus was to standardize our data across multiple core mill systems to create a common set of tools that we could scale across our enterprise mill network to drive immediate visibility to actionable data, rapid root cause problem analysis and predictive insights that were not previously available.

- Mark Miller, VP IT Transformation & Mills, WestRock

Page 46: PI Asset Framework Drives Mill Analytics at WestRock...Sheet Break Status Motor Load Level 10 Data Archive Asset Framework 10 Mill Analytics: Vision & Overview Foundation Visualize

#PIWorld ©2020 OSIsoft, LLC

Speaker Information

46

Andre PerezIT Product [email protected]

Page 47: PI Asset Framework Drives Mill Analytics at WestRock...Sheet Break Status Motor Load Level 10 Data Archive Asset Framework 10 Mill Analytics: Vision & Overview Foundation Visualize

#PIWorld ©2020 OSIsoft, LLC 47

Questions?

Please wait for the microphone

State your name & company

Save the Date...

DOWNLOAD THE MOBILE APP

Page 48: PI Asset Framework Drives Mill Analytics at WestRock...Sheet Break Status Motor Load Level 10 Data Archive Asset Framework 10 Mill Analytics: Vision & Overview Foundation Visualize

#PIWorld ©2020 OSIsoft, LLC 10