Predictive Maintenance on Engine Failures... · Azure Cortana Intelligence Suite Action People...
Transcript of Predictive Maintenance on Engine Failures... · Azure Cortana Intelligence Suite Action People...
PI Integrator and Cortana Intelligence for Facilities
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OperationalizeModelPrepare
Predictions as Future Data (to PI 2015)
Azure SQL Data Warehouse
INGESTPREPAREDATA SOURCES
On Premise
Energy Forecast for Production Facilities and Smart Buildings
Machine Learning
Power BI
ANALYZE PUBLISH CONSUME
Cortana
Web/LOB Dashboards
Azure SQL Data Warehouse
Data Scientist
Interact directly with data
Built-in to SQL Server
Data Developer/DBAManage data and
analytics together
Relational Data
Analytic Library
T-SQL Interface
Extensibility
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R Integration
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Microsoft Azure
Machine Learning Marketplace
New R scripts
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Intelligent analytics across realmsEmbed R, Python or Azure ML on-premises or cloud
Advanced Analytics & Power BI with PI System data | events and context
Architecture Notes
Scenario The OSIsoft office building in San
Leandro has hundreds of sensors
monitoring energy consumption. Our
goal is to find patterns of energy
usage and determine areas for
optimization.
Azure Cortana Intelligence Suite
Action
People
Automated Systems
Apps
Web
Mobile
Bots
Intelligence
Dashboards &
Visualizations
Cortana
Bot
Framework
Cognitive
Services
Power BI
Information
Management
Event Hubs
Data Catalog
Data Factory
Machine Learning
and Analytics
HDInsight
(Hadoop and
Spark)
Stream Analytics
Intelligence
Data Lake
Analytics
Machine
Learning
Big Data Stores
SQL Data
Warehouse
Data Lake Store
Data Sources
Apps
Sensors and devices
Data
Predictions as Future Data (to PI 2015)
Azure SQL Data Warehouse
INGESTPREPAREDATA SOURCES
On Premise
Energy Forecast for Smart Buildings
Machine Learning
Power BI
ANALYZE PUBLISH CONSUME
Cortana
Web/LOB Dashboards
Azure SQL Data Warehouse
Asset Framework (AF) data from PI System
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Engine 1 Engine 100
PI Integrator for Cortana Intelligence
Publish PI AF data to Cortana Intelligence Stores
PI Integrator allows you to push “Analytics Ready” data directly to Cortana Intelligence
Azure Machine Learning Model
Understanding our Data
Weekly Average Energy Consumption shows Anomaly on Saturday. Further investigation reveals one of the HVAC scheduler was not set properly.
Understanding our Data
Weekly Average Energy Consumption shows we have are high use during morning 7 AM
Scoring the Predictive Model
Based on historical data, predictions of future energy use was pretty close to actual usage.