24. 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
27. Azure SQL
Data Warehouse
INGESTPREPAREDATA SOURCES
On Premise
Machine Learning
Power BI
ANALYZE PUBLISH CONSUME
Cortana
Web/LOB Dashboards
Azure SQL
Data Warehouse
PI System
On Cloud
Azure Data Factory (Orchestration)
CLEANSE
AUGMENT SHAPE
TRANSMIT
PULL
PUSH
data
quality
normalization
model
data
compatibility
data
aggregation
Predictions as Future Data (to PI 2015)
37. Filling Fermentation Free Rise
Up to 72h lost!!!
Diacetyl Rest
Operating Constraints
• Dependency on manual
measurements
• Only one measurement can
be taken in a shift
Challenge
• Transition happens
between measurements
Time in Phase
ApparentDegreeofFermentation
Too Soon
Transition!!!
Can this be predicted?
Too late!!!
Time wasted
38. Proposal
Hypothesis
Transition Time influenced by
• Brand of Beer
• Fermentation dynamics
(Temperatures, pressures,..)
• Vessel’s dimensions & volume
Early Density Readings Known Transition Time
ADF
Time in Phase
39. Benchmark: Create standard
to measure against based on
historical data
Predict: use 2 early
densities to estimate
transition time
Refine: base the model on
brand to generate a more
accurate prediction
ADF
ADF
Time in Phase Time in Phase
ADF
Time in Phase