present and future of fleet performance...present and future of fleet performance carles c.g....
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PRESENT AND FUTURE OF FLEET PERFORMANCE
Carles C.G. – Fleet performance analyst
BA Wind – Process & Support
WindEurope Workshop - Analysis of Operating Wind Farms, Bilbao 2016
WindEurope Workshop, Bilbao
AGENDAVattenfall at a glance
Present – CMS (Vibration)
Present – SCADA
Future?
Q&A
WindEurope Workshop, Bilbao 2016 - Carles C.G.
VATTENFALL“One of Europe’s largest generators of electricity and one of the largest producers of heat. Electricity generation and sales of heat amounted to 172.9 TWh and 24.1 TWh, respectively, in 2014.
Vattenfall AB, is 100%-owned by the Swedish state,
and its headquarters are in Sweden.”
WindEurope Workshop, Bilbao 2016 - Carles C.G.
WIND STRATEGY“Renewables will be Vattenfall's core business.”
“...wind [is] going to be a central part ofVattenfall's business in the future...”
“Our ambition is to invest as much as possible inrenewable energy.”
Magnus Hall
CEO, Vattenfall
WindEurope Workshop, Bilbao 2016 - Carles C.G.
PRESENT
WindEurope Workshop, Bilbao 2016 - Carles C.G.
CMS (VIBRATION)
PRESENT SCADA Define the question Define the ideal data set Determine what data you can access Obtain the data Clean the data Exploratory data analysis Statistical prediction/modeling Interpret results Challenge results Synthesize/write up results Create reproducible code Distribute results to other people
50% ~ 70% of the time on a initiative!
WindEurope Workshop, Bilbao 2016 - Carles C.G.
SCADA
WindEurope Workshop, Bilbao 2016 - Carles C.G.
SCADA
WindEurope Workshop, Bilbao 2016 - Carles C.G.
Avg. Temp [⁰C]
Power bin [Kw]
SCADA
LOOKING AHEAD
ASSET OPTIMIZATION
WindEurope Workshop, Bilbao 2016 - Carles C.G.
MAINTENANCE JUST IN TIME?PREDICTIVE MAINTENANCE
WindEurope Workshop, Bilbao 2016 - Carles C.G.
WindEurope Workshop, Bilbao 2016 - Carles C.G.
FINAL NOTE
WindEurope Workshop, Bilbao 2016 - Carles C.G.
Q&A
Questions, contact or just say “Hi!”