Top Banner
18

Linked Sensor Data Harshal Patni, Cory Henson, Amit P. Sheth Ohio Center of Excellence in Knowledge enabled Computing (Kno.e.sis) Wright State University,

Dec 19, 2015

Download

Documents

Welcome message from author
This document is posted to help you gain knowledge. Please leave a comment to let me know what you think about it! Share it to your friends and learn new things together.
Transcript
Page 1: Linked Sensor Data Harshal Patni, Cory Henson, Amit P. Sheth Ohio Center of Excellence in Knowledge enabled Computing (Kno.e.sis) Wright State University,
Page 2: Linked Sensor Data Harshal Patni, Cory Henson, Amit P. Sheth Ohio Center of Excellence in Knowledge enabled Computing (Kno.e.sis) Wright State University,

Linked Sensor Data

Harshal Patni, Cory Henson, Amit P. ShethOhio Center of Excellence in Knowledge enabled Computing (Kno.e.sis)

Wright State University, Dayton, OH

48th ACM Southeast Conference. ACMSE 2010. Oxford, Mississippi. April 15-17, 2010.

Page 3: Linked Sensor Data Harshal Patni, Cory Henson, Amit P. Sheth Ohio Center of Excellence in Knowledge enabled Computing (Kno.e.sis) Wright State University,

OUTLINE

Application on Linked Sensor Data What is Linked Sensor Data Sensor Datasets Generated Data Generation Workflow Future Work Conclusion

3

Page 4: Linked Sensor Data Harshal Patni, Cory Henson, Amit P. Sheth Ohio Center of Excellence in Knowledge enabled Computing (Kno.e.sis) Wright State University,

Sensor Discovery Application

4

Weather Station ID

Weather Station Coordinates

Weather Station Phenomena

Current Observations from MesoWest

MesoWest – Project under Department of Meteorology, University of UTAH

GeoNames – Geographic dataset

Page 5: Linked Sensor Data Harshal Patni, Cory Henson, Amit P. Sheth Ohio Center of Excellence in Knowledge enabled Computing (Kno.e.sis) Wright State University,

What is Linked Sensor Data

5

Weather Sensors

Camera SensorsSatellite Sensors

GPS SensorsSensor Dataset

Page 6: Linked Sensor Data Harshal Patni, Cory Henson, Amit P. Sheth Ohio Center of Excellence in Knowledge enabled Computing (Kno.e.sis) Wright State University,

What is Linked Sensor Data

6

Sensor Dataset

Publicly Accessible

Recommended best practice for exposing, sharing, and connecting pieces of data, information, and knowledge on the Web using URIs and RDF

RDF – language for representing data on the Web

loca

tedNea

r

GeoNames Dataset

Page 7: Linked Sensor Data Harshal Patni, Cory Henson, Amit P. Sheth Ohio Center of Excellence in Knowledge enabled Computing (Kno.e.sis) Wright State University,

znSensor Datasets

7

LinkedSensorDataset

• RDF Descriptions of ~20,000 weather stations in US• Average 5 sensors/weather station• Spatial attributes of the weather station• Links to locations in Geonames

LinkedObservationDataset

• RDF descriptions of Hurricanes and Blizzard observations in US

• Observations generated by sensors described in LinkedSensorDataset

Page 8: Linked Sensor Data Harshal Patni, Cory Henson, Amit P. Sheth Ohio Center of Excellence in Knowledge enabled Computing (Kno.e.sis) Wright State University,

MesoWest Service Data

OGC Observation and Measurement

(O&M)RDF Instance Virtuoso RDF store

Data Generation Workflow

8

O&M2RDFCONVERTER

Page 9: Linked Sensor Data Harshal Patni, Cory Henson, Amit P. Sheth Ohio Center of Excellence in Knowledge enabled Computing (Kno.e.sis) Wright State University,

Workflow – Phase 1

9

MesoWest Service Data

OGC Observation

and Measurement

(O&M)

RDF Instance Virtuoso RDF store

Page 10: Linked Sensor Data Harshal Patni, Cory Henson, Amit P. Sheth Ohio Center of Excellence in Knowledge enabled Computing (Kno.e.sis) Wright State University,

Workflow – Phase 2

10

MesoWest Service Data

OGC Observation

and Measurement

(O&M)

RDF Instance Sesame RDF store

Page 11: Linked Sensor Data Harshal Patni, Cory Henson, Amit P. Sheth Ohio Center of Excellence in Knowledge enabled Computing (Kno.e.sis) Wright State University,

Workflow – Phase 3

MesoWest Service Data

OGC Observation

and Measurement

(O&M)

RDF Instance Virtuoso RDF store

Sensor Ontology

Ontology – formal representation of knowledge by a set of concepts and relationship between those concepts

Page 12: Linked Sensor Data Harshal Patni, Cory Henson, Amit P. Sheth Ohio Center of Excellence in Knowledge enabled Computing (Kno.e.sis) Wright State University,

Figure 1: System Components and Architecture

Workflow – Phase 3

MesoWest Service Data

OGC Observation

and Measurement

(O&M)

RDF Instance Virtuoso RDF store

Page 13: Linked Sensor Data Harshal Patni, Cory Henson, Amit P. Sheth Ohio Center of Excellence in Knowledge enabled Computing (Kno.e.sis) Wright State University,

Workflow – Phase 4

MesoWest Service Data

OGC Observation

and Measurement

(O&M)

RDF Instance Virtuoso RDF store

Open Source RDF store by OpenLink Software for storing RDF data

Page 14: Linked Sensor Data Harshal Patni, Cory Henson, Amit P. Sheth Ohio Center of Excellence in Knowledge enabled Computing (Kno.e.sis) Wright State University,

Future Work

14

Linked Observation DatasetTemporal

Linking the LinkedObservationDataset to DBpedia (RDF extraction of Wikipedia)

Linked Sensor DatasetSpatial

Page 15: Linked Sensor Data Harshal Patni, Cory Henson, Amit P. Sheth Ohio Center of Excellence in Knowledge enabled Computing (Kno.e.sis) Wright State University,

x

• Publicly accessible Rich Weather Sensor datasets• Datasets are easy to query• Able to query Sensors based on location names• Built O&M2RDFConverter to generate more publicly

accessible sensor datasets

CONCLUSION

15

Page 16: Linked Sensor Data Harshal Patni, Cory Henson, Amit P. Sheth Ohio Center of Excellence in Knowledge enabled Computing (Kno.e.sis) Wright State University,

ACKNOWLEDGEMENTS

People Joshua Pschorr

Air Force Research Lab Wright-Patterson Air Force Base

16

Page 17: Linked Sensor Data Harshal Patni, Cory Henson, Amit P. Sheth Ohio Center of Excellence in Knowledge enabled Computing (Kno.e.sis) Wright State University,

QUESTIONS

17

Page 18: Linked Sensor Data Harshal Patni, Cory Henson, Amit P. Sheth Ohio Center of Excellence in Knowledge enabled Computing (Kno.e.sis) Wright State University,

• Semantic Web – is an extension of the current web in which data is expressed in a common vocabulary making such that the data becomes machine processable.

• Ontology – is a specification of concepts and relationships between them.

• Triple - a ternary relation containing an entity pair and a relationship that expresses the link between them i.e. subject-predicate-object

• Entity/Concept – an instance of a thing

• URI – a unique identifier for any resource/entity/thing on the web

• LOD - a semantic web initiative to provide a repository of semantically connected datasets

TERMINOLOGY

18