It’s All About Actionable Intelligence
Energy Data Analytics
Generating Value out of Energy Data
January 2016
Presentor: Marc De Mey
You Know Watt – Selected Facts & Figures
20170120 UWA - Possibilities Energy Data Analytics
Highly specialised Team
worldwide and exclusive
license on intellectual property for non-intrusive load monitoring (NILM)
6 staff located @ Brussels Technology & Innovation Incubator ICAB
Backed by professional investors, management and employees
Brussels’ university spin-off,
800 kEUR spent in R&D prior to launch;
1,500 kEUR invested by current shareholders
Commercialisation stage.
2
Partner
Data Analytics Across Utilities Value Chain - Generic
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Data Analytics Across Utilities Value Chain – You Know Watt
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N I L M
Load Recognition
F L E X
Load Shifting & Demand Response
A U D I T & V E R I F I C A T I O N
Consumption Monitoring & Automated Recommendations
A S S E T T R A C K I N G & C O N T R O L
Performance Monitoring & Intelligence
Different Perspectives, Same Questions
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What did I learn, what’s best?
What’s happening?
Why did it happen?
What could happen?
What action should I take?
Energy Supplier
Household-oriented
Energy Services Company
Distribution Network
Operator (DSO)
Private Energy Supplier
Business-oriented
Energy Services Company
Households
(end-consumer)
Companies
(end-consumer)
Answers given by Energy Data Management & Analytics
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user
interfaces
notifications
/ alarmsautomation
comfort
energy
efficiency
/ cost
savings
centralized
data
management
cloud
analytics
Risk
management
& safety
You Know Watt’s Data Analytics Approach
UWA - Possibilities Energy Data Analytics
WebWeb
Metering Analysis Service and visualisation
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You Know Watt’s Data Analytics Approach
UWA - Possibilities Energy Data Analytics
Metering
Multiple Options:
Proprietary local energy
meters, smart thermostats,
IoT devices
You Know Watt enabled
meters / energy loggers
DSO (smart) meters
and/or and/or
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You Know Watt’s Data Analytics Approach
UWA - Possibilities Energy Data Analytics
Analysis
Multiple Options:
Data Enrichment:
Location, weather,
family composition,
in-house user information…
Signal analysis for
non-intrusive appliance
identification, appliance usage
monitoring,
consumption calculation
Data Management,
Data Mining,
Data Analytics,
Data Science,
Machine Learning
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You Know Watt’s Data Analytics Approach
UWA - Possibilities Energy Data Analytics
Service and visualisation
Multiple Options:
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i 3
Paper-based documents:
informative invoices,
customised info, …
Messages:
automated actions
and/or notifications
by
email or mobile apps
Info-graphics:
attractive reports for computer
screens and mobile devices using
interactive widgets to catch users’
attention.
and/or and/or
Energy Data Analytics Case – Residential
UWA - Possibilities Energy Data Analytics
WebWeb
Metering Analysis Service and visualisation
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YKW-enabled
Energy logger
Signal analysis:
event detection,
event characterisation,
identification appliance components,
identification appliances,
calculation consumption
benchmarking
condition monitoring
Energy Data Analytics Case – Residential
UWA - Possibilities Energy Data Analytics
Metering Analysis Service and visualisation
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Data Enrichment:
+ location
+ outside temperature
Data science:
data cleansing
+ correlation analysis
+ algorithm developmentSmart thermostat sold
by energy retailer
Batch process for:
Clustering smart thermostat
users according to
housing insulation quality
& CV boiler efficiency
Energy Data Analytics Case – Residential
UWA - Possibilities Energy Data Analytics
Metering Analysis Service and visualisation
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Web
Central ventilation
system
+ sensors
Data Enrichment:
+ location
+ outside temperature
+ presence
+ user settings
+ user expectations
Data science:
data cleansing
+ correlation analysis
+ predictive analysis
+ signal analysis
+ algorithm development
Improved end-user comfort:
adaptive & interactive
ventilation system
Installer support:
anomalies notifications,
preventive maintenance
Web
Energy Data Analytics Case – Residential & Tertiary
UWA - Possibilities Energy Data Analytics
Metering Analysis Service and visualisation
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Web Web
Smart meter and/or
retrofit readers for
energy meters
Data Enrichment:
+ location
+ outside temperature
+ user input
Data science:
data cleansing
+ correlation analysis
+ benchmarking
+ algorithm development
Energy tips:mobile and web application + gamification
(increase use of locally generated
power,
showing changes in energy
consumption, potential origins,
proposed actions)
Energy Data Analytics Case – Commercial / Tertiary
UWA - Possibilities Energy Data Analytics
WebWeb
Metering Analysis Service and visualisation
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Data Enrichment:
+ presence employees
+ outside temperature
Data science:
data cleansing
+ correlation analysis
+ predictive analysis
+ algorithm development
Local meters for energy,
temperature & CO2
+ Energy Monitoring System
Building Monitoring System
…….
Brain picking:
analysis EMS reports
+ interviews energy auditors
Automated energy audit:
notifications by email,
supported by web application
(changes in energy
consumption, origins, proposed
actions)
preventive maintenance
To Assist You in Creating Value out of Energy Data
You Know Watt NV/SA
ICAB – Business & Technology Incubator
Witte Patersstraat 4 Rue des Pères Blancs
1040 Brussels (Etterbeek)
Belgium
+32 2 318 14 81
www.youknowwatt.eu
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