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