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Where Big Data meets Linked Data:
Applying standarddata models to
environmental data streams
Adam Leadbetter, Damian Smyth...
http://whatis.techtarget.com/definition/3Vs
HTTP://XKCD.COM/927/
https://s-media-cache-ak0.pinimg.com/564x/e7/c2/6b/e7c26b7963b2628d10fe649008b02d23.jpg
https://upload.wikimedia.org/wikipedia/commons/thumb/9/9d/Sir_Tim_Berners-Lee.jpg/640px-Sir_Tim_Berners-Lee.jpg/
@prefix mi-feature: < http://linked.marine.ie/feature/>.
@prefix mi-gbco: <http://spiddal.marine.ie/2016-08-18-11-42-59-78...
@prefix mi-feature: < http://linked.marine.ie/feature/>.
@prefix mi-gbco: <http://spiddal.marine.ie/2016-08-18-11-42-59-78...
@prefix mi-feature: < http://linked.marine.ie/feature/>.
@prefix mi-gbco: <http://spiddal.marine.ie/2016-08-18-11-42-59-78...
@prefix mi-feature: < http://linked.marine.ie/feature/>.
@prefix mi-gbco: <http://spiddal.marine.ie/2016-08-18-11-42-59-78...
http://iode.org/index.php?option=com_oe&task=viewDocumentRecord&docID=875
http://smartbay.marine.ie
http://github.com/IrishMarineInstitute/uwobs
2016-10-03T00:10:04.863Z|I-OCEAN7-304-XXXX| 24.51 14.837 37.002 29.784 1500.4781 00:15:13.86M
2016-10-03T00:10:04.863Z|I-OCEAN7-304-XXXX| 24.51 14.837 37.002 29.784 1500.4781 00:15:13.86M
%{NUMBER:pressure:float}
%{S...
2016-10-03T00:10:04.863Z|I-OCEAN7-304-XXXX| 24.51 14.837 37.002 29.784 1500.4781 00:15:13.86M
%{NUMBER:pressure:float}
%{S...
An observation is an action whose result is an estimate of
the value of some property of the feature-of-interest,
obtained...
An observation is an action whose result is an estimate of
the value of some property of the feature-of-interest,
obtained...
An observation is an action whose result is an estimate of
the value of some property of the feature-of-interest,
obtained...
An observation is an action whose result is an estimate of
the value of some property of the feature-of-interest,
obtained...
An observation is an action whose result is an estimate of
the value of some property of the feature-of-interest,
obtained...
An observation is an action whose result is an estimate of
the value of some property of the feature-of-interest,
obtained...
{
"id":"foo",
"phenomenonTime": {"instant":"2016-08-18T11:42:59.782Z"},
"featureOfInterest":{"href":"http://linked.marine....
{
"@context": "http://example.org/om-context",
"id":"foo",
"phenomenonTime": {"instant":"2016-08-18T11:42:59.782Z"},
"feat...
@prefix mi-feature: < http://linked.marine.ie/feature/>.
@prefix mi-gbco: <http://spiddal.marine.ie/2016-08-18-11-42-59-78...
“There are emergent technologies throughout the
fields around oceanography which we will
incorporate into oceanography, an...
Adam Leadbetter
adam.leadbetter@marine.ie
@AdamLeadbetter
Where Linked Data meets Big Data: Applying standard data models to environmental data streams
Where Linked Data meets Big Data: Applying standard data models to environmental data streams
Where Linked Data meets Big Data: Applying standard data models to environmental data streams
Where Linked Data meets Big Data: Applying standard data models to environmental data streams
Where Linked Data meets Big Data: Applying standard data models to environmental data streams
Where Linked Data meets Big Data: Applying standard data models to environmental data streams
Where Linked Data meets Big Data: Applying standard data models to environmental data streams
Where Linked Data meets Big Data: Applying standard data models to environmental data streams
Where Linked Data meets Big Data: Applying standard data models to environmental data streams
Where Linked Data meets Big Data: Applying standard data models to environmental data streams
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Where Linked Data meets Big Data: Applying standard data models to environmental data streams

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Conference paper presentation to the IEEE Big Data Conference, Washington DC, December 2016

Published in: Data & Analytics
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Where Linked Data meets Big Data: Applying standard data models to environmental data streams

  1. 1. Where Big Data meets Linked Data: Applying standarddata models to environmental data streams Adam Leadbetter, Damian Smyth, Robert Fuller, Eoin O’Grady Marine Institute, Ireland Adam Shepherd Woods Hole Oceanographic Institution, US adam.leadbetter@marine.ie
  2. 2. http://whatis.techtarget.com/definition/3Vs
  3. 3. HTTP://XKCD.COM/927/
  4. 4. https://s-media-cache-ak0.pinimg.com/564x/e7/c2/6b/e7c26b7963b2628d10fe649008b02d23.jpg
  5. 5. https://upload.wikimedia.org/wikipedia/commons/thumb/9/9d/Sir_Tim_Berners-Lee.jpg/640px-Sir_Tim_Berners-Lee.jpg/
  6. 6. @prefix mi-feature: < http://linked.marine.ie/feature/>. @prefix mi-gbco: <http://spiddal.marine.ie/2016-08-18-11-42-59-782#>. @prefix nvs-l22: <http://vocab.nerc.ac.uk/collection/L22/current/>. @prefix nvs-p01: <http://vocab.nerc.ac.uk/collection/P01/current/>. @prefix om: <http://def.seegrid.csiro.au/isotc211/iso19156/2011/observation#>. mi-gbco:temperature om:process nvs-l22:TOOL0861; om:observedProperty nvs-p01:TEMPPR01; om:result <_:result>. om:resultTime "2016-08-18T11:42:59.782Z" . <http://spiddal.marine.ie/2016-08-18-11-42-59-782> om:featureOfInterest mi-feature:GalwayBayCableObservatoryLocation; om:phenomenonTime "2016-08-18T11:42:59.782Z" . om:relatedObservation mi-gbco:temperature.
  7. 7. @prefix mi-feature: < http://linked.marine.ie/feature/>. @prefix mi-gbco: <http://spiddal.marine.ie/2016-08-18-11-42-59-782#>. @prefix nvs-l22: <http://vocab.nerc.ac.uk/collection/L22/current/>. @prefix nvs-p01: <http://vocab.nerc.ac.uk/collection/P01/current/>. @prefix om: <http://def.seegrid.csiro.au/isotc211/iso19156/2011/observation#>. mi-gbco:temperature om:process nvs-l22:TOOL0861; om:observedProperty nvs-p01:TEMPPR01; om:result <_:result>. om:resultTime "2016-08-18T11:42:59.782Z" . <http://spiddal.marine.ie/2016-08-18-11-42-59-782> om:featureOfInterest mi-feature:GalwayBayCableObservatoryLocation; om:phenomenonTime "2016-08-18T11:42:59.782Z" . om:relatedObservation mi-gbco:temperature.
  8. 8. @prefix mi-feature: < http://linked.marine.ie/feature/>. @prefix mi-gbco: <http://spiddal.marine.ie/2016-08-18-11-42-59-782#>. @prefix nvs-l22: <http://vocab.nerc.ac.uk/collection/L22/current/>. @prefix nvs-p01: <http://vocab.nerc.ac.uk/collection/P01/current/>. @prefix om: <http://def.seegrid.csiro.au/isotc211/iso19156/2011/observation#>. mi-gbco:temperature om:process nvs-l22:TOOL0861; om:observedProperty nvs-p01:TEMPPR01; om:result <_:result>. om:resultTime "2016-08-18T11:42:59.782Z" . <http://spiddal.marine.ie/2016-08-18-11-42-59-782> om:featureOfInterest mi-feature:GalwayBayCableObservatoryLocation; om:phenomenonTime "2016-08-18T11:42:59.782Z" . om:relatedObservation mi-gbco:temperature.
  9. 9. @prefix mi-feature: < http://linked.marine.ie/feature/>. @prefix mi-gbco: <http://spiddal.marine.ie/2016-08-18-11-42-59-782#>. @prefix nvs-l22: <http://vocab.nerc.ac.uk/collection/L22/current/>. @prefix nvs-p01: <http://vocab.nerc.ac.uk/collection/P01/current/>. @prefix om: <http://def.seegrid.csiro.au/isotc211/iso19156/2011/observation#>. mi-gbco:temperature om:process nvs-l22:TOOL0861; om:observedProperty nvs-p01:TEMPPR01; om:result <_:result>. om:resultTime "2016-08-18T11:42:59.782Z" . <http://spiddal.marine.ie/2016-08-18-11-42-59-782> om:featureOfInterest mi-feature:GalwayBayCableObservatoryLocation; om:phenomenonTime "2016-08-18T11:42:59.782Z" . om:relatedObservation mi-gbco:temperature.
  10. 10. http://iode.org/index.php?option=com_oe&task=viewDocumentRecord&docID=875
  11. 11. http://smartbay.marine.ie
  12. 12. http://github.com/IrishMarineInstitute/uwobs
  13. 13. 2016-10-03T00:10:04.863Z|I-OCEAN7-304-XXXX| 24.51 14.837 37.002 29.784 1500.4781 00:15:13.86M
  14. 14. 2016-10-03T00:10:04.863Z|I-OCEAN7-304-XXXX| 24.51 14.837 37.002 29.784 1500.4781 00:15:13.86M %{NUMBER:pressure:float} %{SPACE} %{NUMBER:temperature:float} %{SPACE} %{NUMBER:conductivity:float} %{SPACE} %{NUMBER:salinity:float} %{SPACE} %{NUMBER:sound_velocity:float} %{SPACE}%{TIME:raw_time}
  15. 15. 2016-10-03T00:10:04.863Z|I-OCEAN7-304-XXXX| 24.51 14.837 37.002 29.784 1500.4781 00:15:13.86M %{NUMBER:pressure:float} %{SPACE} %{NUMBER:temperature:float} %{SPACE} %{NUMBER:conductivity:float} %{SPACE} %{NUMBER:salinity:float} %{SPACE} %{NUMBER:sound_velocity:float} %{SPACE}%{TIME:raw_time}
  16. 16. An observation is an action whose result is an estimate of the value of some property of the feature-of-interest, obtained using a specified procedure
  17. 17. An observation is an action whose result is an estimate of the value of some property of the feature-of-interest, obtained using a specified procedure Observation
  18. 18. An observation is an action whose result is an estimate of the value of some property of the feature-of-interest, obtained using a specified procedure Observation result
  19. 19. An observation is an action whose result is an estimate of the value of some property of the feature-of-interest, obtained using a specified procedure Observation result property
  20. 20. An observation is an action whose result is an estimate of the value of some property of the feature-of-interest, obtained using a specified procedure Observation result Feature property
  21. 21. An observation is an action whose result is an estimate of the value of some property of the feature-of-interest, obtained using a specified procedure Observation result Feature property procedure
  22. 22. { "id":"foo", "phenomenonTime": {"instant":"2016-08-18T11:42:59.782Z"}, "featureOfInterest":{"href":"http://linked.marine.ie/feature/exampleURI"}, "member":[{ "id":"#temperature", "type":"Measurement", "result": { "value":16.118, "uom":"http://vocab.nerc.ac.uk/collection/P06/current/UPAA/" }, "observedProperty": { "href":"http://vocab.nerc.ac.uk/collection/P01/current/TEMPPR01/" }, "procedure":{ "href":"http://vocab.nerc.ac.uk/collection/L22/current/TOOL0861/" }, "resultTime":"2016-08-18T11:42:59.782Z“ }]}
  23. 23. { "@context": "http://example.org/om-context", "id":"foo", "phenomenonTime": {"instant":"2016-08-18T11:42:59.782Z"}, "featureOfInterest":{"href":"http://linked.marine.ie/feature/exampleURI"}, "member":[{ "id":"#temperature", "type":"Measurement", "result": { "value":16.118, "uom":"http://vocab.nerc.ac.uk/collection/P06/current/UPAA/" }, "observedProperty": { "href":"http://vocab.nerc.ac.uk/collection/P01/current/TEMPPR01/" }, "procedure":{ "href":"http://vocab.nerc.ac.uk/collection/L22/current/TOOL0861/" }, "resultTime":"2016-08-18T11:42:59.782Z“ }]}
  24. 24. @prefix mi-feature: < http://linked.marine.ie/feature/>. @prefix mi-gbco: <http://spiddal.marine.ie/2016-08-18-11-42-59-782#>. @prefix nvs-l22: <http://vocab.nerc.ac.uk/collection/L22/current/>. @prefix nvs-p01: <http://vocab.nerc.ac.uk/collection/P01/current/>. @prefix om: <http://def.seegrid.csiro.au/isotc211/iso19156/2011/observation#>. mi-gbco:temperature om:process nvs-l22:TOOL0861; om:observedProperty nvs-p01:TEMPPR01; om:result <_:result>. om:resultTime "2016-08-18T11:42:59.782Z" . <http://spiddal.marine.ie/2016-08-18-11-42-59-782> om:featureOfInterest mi-feature:GalwayBayCableObservatoryLocation; om:phenomenonTime "2016-08-18T11:42:59.782Z" . om:relatedObservation mi-gbco:temperature.
  25. 25. “There are emergent technologies throughout the fields around oceanography which we will incorporate into oceanography, and through that convergence we will make oceanography into something even more magical” John Delaney
  26. 26. Adam Leadbetter adam.leadbetter@marine.ie @AdamLeadbetter

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