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The	
  Poten)al	
  of	
  Surrogate	
  
Monitoring:	
  	
  
Turbidity	
  
Fiona	
  Regan	
  
Marine	
  and	
  Environmental	
  Sensing	
  Technology	
  Hub	
  (MESTECH)	
  	
  
December	
  9th	
  	
  
Outline	
  
Decision	
  support	
  using	
  turbidity	
  data	
  
Deployments	
  
MulB-­‐modal	
  PlaEorm	
  
Water	
  Quality	
  Monitoring	
  
Monitoring	
  Site	
  
Poolbeg	
  
Marina	
  
 
Data	
  AnalyBcs	
  
•  Machine	
  learning	
  objecBves:	
  automated	
  detecBon	
  and	
  trajectory	
  of	
  
vessels	
  
•  Automated	
  Turbidity	
  event	
  detecBon	
  –	
  pixel-­‐based	
  adapBve	
  segmenter	
  
method	
  
•  Salinity	
  predicBon	
  using	
  mulBple	
  data	
  sources	
  (Bde,	
  flow,	
  weather	
  data)	
  
using	
  regression	
  tree	
  approach	
  
•  Shipping	
  acBvity	
  +	
  turbidity:	
  predicBon	
  of	
  sampling	
  Bmes	
  and	
  microbial	
  
contaminaBon	
  –	
  separaBng	
  natural	
  events	
  from	
  anthropogenic	
  events	
  
•  Water	
  level	
  predicBon	
  
•  Security	
  Threats:	
  Unauthorized	
  shipping	
  
Poolbeg	
  –	
  Surrogate	
  measurements	
  
for	
  water	
  quality	
  
Water	
  Management	
  
• Surrogate	
  measurements	
  
using	
  low-­‐cost	
  sensors	
  	
  
• Informed	
  sampling	
  
• Early	
  warning	
  of	
  events	
  
Decision	
  support	
  
Occurrence	
  of	
  e-­‐coli	
  
Acknowledgments
Tim Sullivan, James Chapman, Ciprian Briciu, Brendan Heery, Dian Zhang
Prof. Noel O’Connor
Poolbeg Marina, Malahide Marina
Brendan O’Flynn, Tyndall, John Wallace IDS Ltd., Cork Co.Co.
SmartBay Ireland, Marine Institute, Guy Westbrook
Funding: Marine Institute Beaufort Marine Research Awards, 2007, QUESTOR, IRCSE
EPS (ISGEI)

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Swig water sensors sept 26th 2013 fiona regan

  • 1. The  Poten)al  of  Surrogate   Monitoring:     Turbidity   Fiona  Regan   Marine  and  Environmental  Sensing  Technology  Hub  (MESTECH)     December  9th    
  • 2. Outline   Decision  support  using  turbidity  data   Deployments   MulB-­‐modal  PlaEorm   Water  Quality  Monitoring  
  • 4.
  • 5.   Data  AnalyBcs   •  Machine  learning  objecBves:  automated  detecBon  and  trajectory  of   vessels   •  Automated  Turbidity  event  detecBon  –  pixel-­‐based  adapBve  segmenter   method   •  Salinity  predicBon  using  mulBple  data  sources  (Bde,  flow,  weather  data)   using  regression  tree  approach   •  Shipping  acBvity  +  turbidity:  predicBon  of  sampling  Bmes  and  microbial   contaminaBon  –  separaBng  natural  events  from  anthropogenic  events   •  Water  level  predicBon   •  Security  Threats:  Unauthorized  shipping  
  • 6. Poolbeg  –  Surrogate  measurements   for  water  quality  
  • 7.
  • 8.
  • 9.
  • 10.
  • 11.
  • 12.
  • 13.
  • 14.
  • 15.
  • 16.
  • 17.
  • 18. Water  Management   • Surrogate  measurements   using  low-­‐cost  sensors     • Informed  sampling   • Early  warning  of  events   Decision  support  
  • 20.
  • 21. Acknowledgments Tim Sullivan, James Chapman, Ciprian Briciu, Brendan Heery, Dian Zhang Prof. Noel O’Connor Poolbeg Marina, Malahide Marina Brendan O’Flynn, Tyndall, John Wallace IDS Ltd., Cork Co.Co. SmartBay Ireland, Marine Institute, Guy Westbrook Funding: Marine Institute Beaufort Marine Research Awards, 2007, QUESTOR, IRCSE EPS (ISGEI)