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5. MKOIEE, Beograd, 12. i 13. oktobar 2017 5th ICREPS, Belgrade, 12th and 13th October 2017
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PRIMENA NAUKE O PODACIMAU RADU SA OBNOVLJIVIM IZVORIMA ENERGIJE
USE OF DATA SCIENCEIN THE RENEWABLE ENERGY RESOURCES
Predrag STOLIĆ, Technical faculty in Bor, University of BelgradeDanijela MILOŠEVIĆ, Faculty of technical sciences Čačak, University of Kragujevac
Zoran STEVIĆ, Technical faculty in Bor, University of Belgrade
Introduction
5. MKOIEE, Beograd, 12. i 13. oktobar 2017 5th ICREPS, Belgrade, 12th and 13th October 2017
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Data driven approach
5. MKOIEE, Beograd, 12. i 13. oktobar 2017 5th ICREPS, Belgrade, 12th and 13th October 2017
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Dealing with unpredictable nature
5. MKOIEE, Beograd, 12. i 13. oktobar 2017 5th ICREPS, Belgrade, 12th and 13th October 2017
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IBM Hybrid Renewable Energy Forecasting (HyRef)
Dealing with unpredictable nature
5. MKOIEE, Beograd, 12. i 13. oktobar 2017 5th ICREPS, Belgrade, 12th and 13th October 2017
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“Standard” approach inforecasting
Dealing with unpredictable nature
5. MKOIEE, Beograd, 12. i 13. oktobar 2017 5th ICREPS, Belgrade, 12th and 13th October 2017
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“Advanced” approach inforecasting
Original image Relevant to user Relevant to us
Data driven engineering
5. MKOIEE, Beograd, 12. i 13. oktobar 2017 5th ICREPS, Belgrade, 12th and 13th October 2017
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Knowledge about past topredict the future
More than 8.000 parts –Complex system
Achieving optimalPerformances
Condition monitoring&
Structured healthmonitoring
Data driven engineering
5. MKOIEE, Beograd, 12. i 13. oktobar 2017 5th ICREPS, Belgrade, 12th and 13th October 2017
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IBM Hybrid Renewable Energy Forecasting (HyRef)
Awareness by data awareness
5. MKOIEE, Beograd, 12. i 13. oktobar 2017 5th ICREPS, Belgrade, 12th and 13th October 2017
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ProductionSystems
RealData
Awareness by data awareness
5. MKOIEE, Beograd, 12. i 13. oktobar 2017 5th ICREPS, Belgrade, 12th and 13th October 2017
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Open or semi-open datasets
Conclusion
5. MKOIEE, Beograd, 12. i 13. oktobar 2017 5th ICREPS, Belgrade, 12th and 13th October 2017
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Transition: Improving transition from traditional to renewable
Implementation: Implementing in various domains
Engineering: Homogeneous/heterogeneous systems
Knowledge: Ability to learn and predict
Economy: Reduce of costs/Shorter ROI (Return Of Investment)
Other ………
5. MKOIEE, Beograd, 12. i 13. oktobar 2017 5th ICREPS, Belgrade, 12th and 13th October 2017
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USE OF DATA SCIENCEIN THE RENEWABLE ENERGY RESOURCES
THANK YOU FOR YOUR ATTENTION
Corresponding author:Predrag STOLIĆ, Technical faculty in Bor, University of Belgrade
