quby michiel fokke
TRANSCRIPT
How data analytics makes Quby’s Toon thermostat smarterMichiel [email protected]
OpportunitiesEnergy related Problems in the market worthwhile solving with Toon
Energy efficiency of
homesImprove energy
efficiency in homes
Monitor installations in
homes Check when
maintenance, repair or replacement is
necessary
Demand side management of
homesBalance energy use of homes with production
of energy
Solutions with ToonWhat value Toon can add to solve these Problems?
Provide individual insight & advice,
automate tasks of users
Monitor installations 24/7,
remote diagnostics
Automate tasks of users, participation
of users
Setup R&D Big Data clusterSeparate environment to collect data of Toon Innovators & develop prototype applications
COLLECT
STORE
~2.000 Toon Innovators R&D big data cluster
HOST (NXT PLATFORM R&D)
Data Toon Innovators
Prototype applicationsANALYTICS
Setup Data CollectionStarted data collection & validation of Toon Innovators + expand group with Eneco
Energy meter CH-boiler Thermostat User interactionSolar panels
DATAGas consumption
Electricity consumption
Electricity feed-in…
DATAOperational modeService messages
Water temperature
…
DATARoom
temperatureTemperature
setpointsWeek program
…
DATAElectricity productionElectricity
consumptionElectricity feed-in
…
DATATouch events
User feedbackProduct
configuration…
DATAElectricity appliances
Control appliancesSchedules
…
Smartplugs
Framework Data Analytic Engine
Data QualityStarted data collection, doing: prototype first to learn user need and validate solutions
Variable Property Description SolutionTemperature
Inside temperature
Data missing for 20% of households Tbd
Temperature
Inside temperature
For 5-10% of households, temperature drops after short period of missing data
Tbd
Temperature
Inside temperature
Some outliers Tbd
Temperature
Inside temperature
Some users have weird patterns of missing data Tbd
ABCD
A B C D
Clean data and pre-process data to make it usable Clean data
Powe
r (wa
tt)
Duration (time)
Create metrics of data with algorithms
Metrics
Use metrics of a home to identify typical characteristics of appliance, installation or behavior
Create Signature
Powe
r (wa
tt)
Duration (time)
Compare signature with those of comparable households or with market standards
Benchmark
Duration (time)
Powe
r (wa
tt) Trigger -> Unusual
high electricity
consumption
100
40 min.
Alert user to get attention
Alert
Start dialogue to check alert & get feedback from user
Dialogue
Start dialogue to check alert & get feedback from user
Dialogue
End dialogue with actionable advice
Actionable Advice
