aiukraine2015: cut on burning your dinosaurs dude i (ivan sobolev)
Post on 19-Feb-2017
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Intro v.0.1.0
Cut on burning your dinosaurs, dude I
About me
● 7+ years in IT● 2 years with Opower● ~1 year with ML● 4 mo UMKA climate
change course● Mosquito assasinator 80lvl
Summer’15 in Kiev● avg. temp +2.9C=21.6C● precipitation -60%
Harkiv
What about Nuclear?
What about Nuclear?
We need 5x more to reduce CO2 emissions 20%
Alternative way: Cut consumption
Do you know your monthly usage?
AMI: Advanced Metering Infra
How all of that data is collected
How all of that data is collected
<25% :(
ML application: Disaggregation
Peak time
Peak time
Night time
Day time
Peak, e.g. hot weather
Capacity is ~const
Nuclear powerplant capacity
Peak time is like 10x expensiveCoal generation
BDR is our product using ML
● We communicate to selected customers
Regulators ask for efficiency
EE is our product using ML
Results
x40 Years
Ivan Sobolev● https://facebook.com/soboleiv● https://swiftbricks.com
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