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© 2018 AVEVA Solutions Limited and its subsidiaries. All rights reserved.
Predictive Analytics / Artificial Intelligence
Jim ChappellVice President – Information Solutions
© 2018 AVEVA Solutions Limited and its subsidiaries. All rights reserved.
Asset Performance Management
Real-time data
Reports/ Queries
Object Models
Business Intelligence
Condition-based
Predictive
Prescriptive/Prognostics
Historical data
Calculations
Advanced Analytics
Information Access
Maintenance data
Asset data
Asset Digital Lifecycle
Simulation
Design
Construct
Requirements
Commission
Preventive, Condition & Predictive Maintenance
Control of Work
Overall Asset Health & Risk
Operational Records & Shift Handover
Digital Maintenance Plan (Costs, History…)
A trusted digital asset in contextFor every physical asset
Common Asset Repository
Common Asset View
© 2018 AVEVA Solutions Limited and its subsidiaries. All rights reserved.© 2018 AVEVA Solutions Limited and its subsidiaries. All rights reserved.
Advanced Analytics / Artificial Intelligence
What’s Happening
Real-Time
• Processing of real-time operational data
• Rule based inference for causal analysis
Real-Time Domain
What Happened
Historical
• Assessment and exploration of historical operational data
• Trends, KPIs, Dashboards to present abstracted views
Historical Domain
What If
Predictive
• Comprehensive model based assessment of operational data ranges to determine potential outcomes.
• Deterministic or non-deterministic models
• Open-loop simulations
Data Science DomainWhat to do
Prescriptive
• Systems that synthesize, predict and provide scenario-based guidance
• Fault diagnostics and knowledge capture
• Sensor contribution & root-cause analysis
Maintenance Action Domain
How bad will it get
Prognostics
• Forecast future state of assets and sensor values
• Determine if you can make it to the next planned maintenance outage
• Provide key input for risk assessment
Artificial Intelligence Domain
© 2018 AVEVA Solutions Limited and its subsidiaries. All rights reserved.
© 2018 AVEVA Solutions Limited and its subsidiaries. All rights reserved.
Predictive: Based on Machine Learning, this is a type of pattern recognition and anomaly detection leveraging Industrial Big Data to create digital signatures of assets and processes and then detect both deviations and matching patterns that indicate early warning of pending problems and inefficiencies, as well as errors in the design process.
Performance: Based on first principle analytics & machine learning, this is a type of anomaly detection leveraging industry and asset specific algorithms and modeling techniques (often thermodynamic-based) to provide early warning of pending problems and inefficiencies. It is a combination of both online and simulation software.
Prescriptive: Based on the issues detected in Predictive and Performance analytics, this provides root cause analysis, planning & decision-support, and probabilistic courses of action to best remedy & optimize a given situation.
Prognostic: Leveraging neural net and deep-learning technologies, this provides a forecast of future events. It can be used in monitoring/control and scheduling optimization as well as determining how long an asset or process can continue to operate (after an anomaly has been detected) before failure or significant loss of functionality occurs. It can also provide risk-based insight into decisions such as whether or not an operation should attempt to run to the next planned maintenance outage.
Key Areas of AVEVA Industrial AI
© 2018 AVEVA Solutions Limited and its subsidiaries. All rights reserved.
AVEVA AI Innovation - Today
• Increasing Investment in AI reusable components• Expanding AI and Advanced Analytics Across the Businesses
with a Focus on the Cloud
Predictive Performance Prescriptive Prognostic
Provide early warning of issues and inefficiencies
First principals analysis and machine learning work together to optimize processes
Root cause analysis and decision support
Forecast to predict future events. Identify and address risks
© 2018 AVEVA Solutions Limited and its subsidiaries. All rights reserved.
AVEVA AI Innovation - Today
Predictive Performance Prescriptive Prognostic
Provide early warning of issues and inefficiencies
First principals analysis and machine learning work together to optimize processes
Root cause analysis and decision support
Forecast to predict future events. Identify and address risks
• Unsupervised Machine Learning• Supervised Machine Learning• Recurrent Neural Network• Reinforcement Learning• Deep Learning
© 2018 AVEVA Solutions Limited and its subsidiaries. All rights reserved.
AVEVA AI Innovation - Roadmap
Digital Twin Automation Operations Optimization Maintenance Enhancement
• Engineering• Operations / Performance• Predictive Maintenance
• Automated issue detection and risk based resolution
• Performance optimization
• Integrated risk based schedule optimization
• AI driven root cause analysis
• Unsupervised Machine Learning• Supervised Machine Learning• Recurrent Neural Network• Reinforcement Learning• Deep Learning
Questions?
