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