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AI-Driven Machine Health and Performance Brian Charles, Enterprise Account Executive

AI-Driven Machine Health and Performance · 2019. 10. 9. · Augury program deployed December 2018 Initial results revealed about 30% of critical equipment in an unacceptable condition

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  • AI-Driven Machine Health and Performance

    Brian Charles, Enterprise Account Executive

  • Machine health is a

    $1.4 trillion* blind spot.

    Source: American Manufacturing Association 2016

  • Source: Robert Half Survey – 2,100 U.S. CFO’s. Responses do not total 100% due to rounding.

  • Baby Boomers make up 22% - 27% of the

    manufacturing workforce & retiring…taking

    knowledge with them.

    Source: Solo Point Solutions.

  • The Journey to Digital Machine Health & Performance

    ReactiveMaintenance

    Some scheduled & mostly reactive

    fix what’s broken

    PreventiveMaintenance

    reduce breakdowns

    Time based asset care & reporting

    Predictive Maintenance

    reduce surprises

    Periodic data & sensor analysis

    Digital Machine Performance

    optimize production outcomes & flexibility

    Integrated asset diagnostics & performance

    analysis

    Digital Machine Health

    Fully automated continuous asset

    monitoring& diagnostics

    avoid cost of failure & optimize asset care

    Solving Maintenance & Reliability Challenges

    Solving Business, Operations &

    Reliability Challenges

    AI-Driven Machine Health & Performance

  • Machine Health is Digital TransformationWhat is the impact of Machine Health on your total digital opportunity?

    Source: McKinsey Global Institute 2015Machine Health Impact: Medium LowHigh

    Costs for qualityreduced by 10-20%

    Forecasting accuracyincreased to 85+%

    20-50% reductionin time to market

    10-40% reduction ofmaintenance costs

    Productivity increaseby 3-5%

    30-50% reductionof total machine

    downtime

    45-55% increase ofproductivity in technical

    professions via automationof knowledge work

    Costs for inventory holdingdecreased by 20-50%

    Process Productivity

    Quality

    Time to Market

    Supply/Demand Match

    Maintenance& Service

    Inventories

    Labor

    Asset Utilization

  • How a AI-Based Solution Works

    Algorithms DiagnoseDiagnoses of malfunctions and provide alerts and recommendations

    VisualizeYou get full visibility of machine health across your facility

    Connect

    Smart sensors monitor your machines 24/7

  • Algorithm in Action

  • Sensor dataOperational data Signal processing

    Analyst review

    Anomaly Detection Anomaly models

    Adapt

    Anomaly Found?

    Fault Detection Fault models

    Confidence in Anomaly and Fault is High?

    Yes

    No

    Yes

    SITE TEAM

    Feature extraction

    No

    Diagnostics Flow

  • HEALTH METRICS

    PERFORMANCE METRICS

    BUSINESS METRICS

    -OEE, TEEP

    -Production KPIs, Savings, Growth and Optimization

    -Health Trend & Status

    The Power of AI at Scale

  • Increase Portfolio Visibility Across Your Organization

    The Standard Manufacturing Company

  • AI Driven Machine Machine Health in Action

    Global Manufacturer of Lumber Products

    ● Previously relied on an outside contractor to perform vibration/data collection on a monthly basis

    ● Augury program deployed December 2018

    ● Initial results revealed about 30% of critical equipment in an unacceptable condition

    ● Corporate deemed the Augury program a must haveand is being standardized to additional plants

    $470KCost

    Avoidance

    Quick Time-to-Value

  • AI Driven Machine Health is not a black box.

    AI Driven Machine Health is a means to an end.

    [email protected]

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