present and future of fleet performance...present and future of fleet performance carles c.g....

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!”

fleetperformance@vattenfall.com