Manufacturing Process Innovation with Data and Modeling

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Transcription:

Manufacturing Process Innovation with Data and Modeling Jim Davis CTO Smart Manufacturing Leadership Coalition Governance Board Clean Energy Smart Manufacturing Innovation Institute Vice Provost and CTO UCLA https://www.cesmii.org

Manufacturing USA Today Advanced Robotics Pittsburgh, PA AIM Photonics Rochester, NY Reducing Embodied Energy and Emissions Rochester, NY Advanced Tissue Biofabrication, Manchester, NH AFFOA - Fibers and Textiles, Cambridge MA Flexible Hybrid Electronics San Jose, CA Modular Chemical Process Intensification New York, NY Smart Manufacturing Los Angeles, CA Biopharmaceutical Manufacturing Newark, DE Digital Mfg & Design Chicago, IL Lightweight Metals Detroit, MI Shaded states have major participants in Manufacturing USA Institutes Additive Manufacturing Youngstown, OH Advanced Fiber-Reinforced Polymer Composites Knoxville, TN Wide Bandgap Semiconductors Raleigh, NC

Use Case Additive + Subtractive Manufacturing Data Play a Key Role

Precision, Performance and Productivity Innovation with Data Configure Machines + Listen Watch Measure Quality Interaction Part with Process Qualify in situ Anomaly Detection Optimize Control Texas A & M CESMII Gulf Coast 4

AI Machine Learning Digital Twin Operational Data 90 85 Learn & Automate 80 75 70 Abnormal Event data (for ROC) Innovate 65 Normal Training Data Doubtful region 60 55 50 45 Normal Testing Data (for ROC) Normal Testing Data (for PFA) 0.2 0.4 0.6 0.8 1 1.2 1.4 1.6 1.8 2 2.2 x 10 4 Predict

Architect for Data / Decision Centricity Reduce complexity with data system patterns Interconnect systems of service systems securely Drive security with business data exchange & trust

Architect for Data Infrastructure Productivity

Smart Manufacturing Data Innovation Infrastructure Infrastructure OT/IT Assets, Integration Orchestration Workflow, Composability Deployment Marketplace, Tools + Compact DAQ OSIsoft PI System Kepler Workflow OSIsoft PI Cloud Connect OSIsoft PI Connector OSIsoft PI System 8

Conservative Economic Potential Reinvestment 15% reduction in total energy consumption $175 billion 1 million jobs 5,000 jobs in tech industry

Engage Manufacturing Where It IS Metrics CESMII national network of capability networks Leverage NIST MEP program Los Angeles, CA Build industry led domain expertise Take the Institute to Manufacturers

Merci Thank You Grazie

Enhancing the Value Chain with the PI System Terri Lewis Digital & Technology Director Ankit Dhorajiya Digital Analytics Specialist 12

Conference Theme & Keywords

About Caterpillar Inc. Founded in 1925 (California) Present in almost every country in globe Dealer $45.5B Revenue 2017 98,400 Employees 175+ Dealers Globally 6 Million Machines Working Hard Globally

Caterpillar s Digital Beginnings (circa 1995) https://www.youtube.com/watch?v=dmgg2oms8bg&feature=youtu.be #OSIsoftUC #PIWorld 1 2018 OSIsoft, LLC 5

CAT CONNECT STRATEGIC INTENT

Cat Connect is about turning Data into ACTIONABLE Insight Too Much Data Right Data Right Data = Information that provides value to the User 1 7

Please Join us on 25 th Apr, 2018 (Wed) @ Continental Ballroom 6 for System Integration from Connectivity to Operational Insight: Leveraging PI system Terri Lewis LEWIS_TERRI_L@cat.com Digital & Technology Director Caterpillar Inc Ankit Dhorajiya Dhorajiya_Ankit@cat.com Digital Analytics Specialist Caterpillar Inc

Questions Please wait for the microphone before asking your questions Please remember to Complete the Online Survey for this session State your name & company

Merci Thank You Grazie