Ice	  detecon	  using	    image	  analysis	  
Ulize	  latest	  research	  in	  image	  analysis	  Image	  analysis	  used	  together	  with:	  •  meteorological	  data	...
Ulize	  latest	  research	  in	  image	  analysis	  State	  of	  the	  art	  embedded	  computer	  system	  ODIN	  has	  t...
Ice	  detecon	  on	  rotor	  blades	  necessary	  •  Op7mize	  produc7on	  •  Ac7vate	  de-­‐icing	  system	  •  Warning	 ...
Technical	  soluon	  •  Images	  of	  rotor	  blades	  	  •  Meterological	  data	  	  	  Mulitvariate	  data	  analysis	 ...
Technical	  soluon	                                                                                    10                 ...
Advantages	  of	  image	  analysis	  •  Detec7on	  of	  very	  small	  amounts	  of	  ice	  •  Possibility	  to	  detect	 ...
Advantages	  of	  image	  analysis	  •  Measuring	  directly	  on	  the	  rotor	     blade	  •  In	  opera7on	  even	  whe...
Cooperate	  with	  Combitech	  •  Long	  7me	  experience:	      §  measurement	  systems	  	      §  harsh	  climate	  ...
Installed	  measurement	  systems	  in	  icing	  condions	   INSTALLATIONS	               Customer	                 Instal...
Feel	  free	  to	  contact	  us	  for	  further	  informaon	  Jenny	  Ericson	  business	  coordinator	  jenny.ericson@com...
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Image analysis of icing on wind turbine blades Jenny Ericson, Patrik Jonsson, Mikael Töyrä, Combitech

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Image analysis of icing on wind turbine blades Jenny Ericson, Patrik Jonsson, Mikael Töyrä, Combitech

  1. 1. Ice  detecon  using   image  analysis  
  2. 2. Ulize  latest  research  in  image  analysis  Image  analysis  used  together  with:  •  meteorological  data    •  Mul7Variate  Data  Analysis    •  Neural  Networks  or  Support   Vector  Machines       2
  3. 3. Ulize  latest  research  in  image  analysis  State  of  the  art  embedded  computer  system  ODIN  has  the  capability   to  perform  real  7me  image  analysis  in  the  field      3
  4. 4. Ice  detecon  on  rotor  blades  necessary  •  Op7mize  produc7on  •  Ac7vate  de-­‐icing  system  •  Warning  system  for  service  personnel        4
  5. 5. Technical  soluon  •  Images  of  rotor  blades    •  Meterological  data      Mulitvariate  data  analysis  model      Classifica7on  of  icing  condi7on   5
  6. 6. Technical  soluon   10 Dry•  Based  on  Combitech  research  on  icing   Ice 8 Snow condi7on  at  roads   Track 6 Wet•  A  licen7ate  thesis  is  presented  of  this   4 work1   Component 2 2 0 -2 -4 -6 -7 -6 -5 -4 -3 -2 -1 0 1 2 3 4 5 6 7 Component 1 [1] P. Jonsson, “Intelligent Networked Sensors for Increased Traffic Safety,” Licentiate Thesis, Department of Information Technology and Media, Mid Sweden University, Östersund, 2011. 6
  7. 7. Advantages  of  image  analysis  •  Detec7on  of  very  small  amounts  of  ice  •  Possibility  to  detect  ice  on  non-­‐rota7ng  wind  turbines              7
  8. 8. Advantages  of  image  analysis  •  Measuring  directly  on  the  rotor   blade  •  In  opera7on  even  when  the  wind   turbine  isn´t  opera7ng  •  Useful  for  general  surveillance  of   the  site     Cameras and IR search light8
  9. 9. Cooperate  with  Combitech  •  Long  7me  experience:   §  measurement  systems     §  harsh  climate   §  camera  systems  (color  and  NIR  with  search  lights)   §  advanced  image  analysis  using  Neural  Networks  started  2002   §  Analyzing  methods  have  been  further  exploited:     §  Neural  Networks  (NN)   §  Support  Vector  Machines  (SVM)   §  Mul7Variate  Data  Analysis  (MVDA)  9
  10. 10. Installed  measurement  systems  in  icing  condions   INSTALLATIONS   Customer   Installaon  site   Date   5  pcs  complete   Wind  turbine   Sweden   Autumn   systems  *   supplier   2010     8  pcs  complete     O2   Na7onwide  Sweden   2009-­‐2010   systems  *   Vindkompaniet   (Bliekevare,  Sveg,     Glötesvålen,  Tåsjö)   1  pcs  complete   O2   Aapua,  Sweden   2008   system     Vindkompaniet   4  pcs  complete   Elforsk   Sveg,  Sweden   2008   systems   6  pcs  IceMonitor   Cost727  project   Germany,  Finland,   2007   Sweden,  Switzerland,   Poland  and  Japan   14  pcs  IceMonitor   Varying  customers   2006-­‐2010   *These systems are installed on top of wind turbines and tall masts. These systems collects data from integrated meteorological sensors (wind speed/direction, humidity, air temp/pressure, ice load, ice detection, visibility, cloud height). They are also equipped web cameras with motion detection for taking pictures of the blades. 10
  11. 11. Feel  free  to  contact  us  for  further  informaon  Jenny  Ericson  business  coordinator  jenny.ericson@combitech.se  +46  703  717  003    Mikael  Töyrä  Technical  details  measurement  systems  mikael.toyra@combitech.se  +46  734  460  353    Patrik  Jonsson  tekn  lic  Technical  details  image  analysis  patrik.jonsson@combitech.se  +46  734  460  318  11

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