Uncertainty propagation in the model web: a case study with e-Habitat

J. Skøien*, P. Truong, G. Dubois, D. Cornford, G.B.M. Heuvelink, G. Geller

*Corresponding author for this work

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

eHabitat is a Web Processing Service (WPS) designed to compute the likelihood of finding ecosystems with equal properties. Inputs to the WPS, typically thematic geospatial "layers", can be discovered using standardised catalogues, and the outputs tailored to specific end user needs. Because these layers can range from geophysical data captured through remote sensing to socio-economical indicators, eHabitat is exposed to a broad range of different types and levels of uncertainties. Potentially chained to other services to perform ecological forecasting, for example, eHabitat would be an additional component further propagating uncertainties from a potentially long chain of model services. This integration of complex resources increases the challenges in dealing with uncertainty. For such a system, as envisaged by initiatives such as the "Model Web" from the Group on Earth Observations, to be used for policy or decision making, users must be provided with information on the quality of the outputs since all system components will be subject to uncertainty. UncertWeb will create the Uncertainty-Enabled Model Web by promoting interoperability between data and models with quantified uncertainty, building on existing open, international standards. It is the objective of this paper to illustrate a few key ideas behind UncertWeb using eHabitat to discuss the main types of uncertainties the WPS has to deal with and to present the benefits of the use of the UncertWeb framework.

Original languageEnglish
Title of host publication34th International Symposium on Remote Sensing of Environment - The GEOSS Era: Towards Operational Environmental Monitoring
PublisherICRSE
Publication statusPublished - 1 Dec 2011
Event34th International Symposium on Remote Sensing of Environment - Sydney, NSW, Australia
Duration: 10 Apr 201115 Apr 2011

Symposium

Symposium34th International Symposium on Remote Sensing of Environment
CountryAustralia
CitySydney, NSW
Period10/04/1115/04/11
OtherThe GEOSS Era: Towards Operational Environmental Monitoring

Fingerprint

Processing
Uncertainty
Interoperability
Ecosystems
Remote sensing
Decision making
Earth (planet)

Keywords

  • ecological forecasting
  • model web
  • SOA
  • uncertainties
  • web processing services

Cite this

Skøien, J., Truong, P., Dubois, G., Cornford, D., Heuvelink, G. B. M., & Geller, G. (2011). Uncertainty propagation in the model web: a case study with e-Habitat. In 34th International Symposium on Remote Sensing of Environment - The GEOSS Era: Towards Operational Environmental Monitoring ICRSE.
Skøien, J. ; Truong, P. ; Dubois, G. ; Cornford, D. ; Heuvelink, G.B.M. ; Geller, G. / Uncertainty propagation in the model web : a case study with e-Habitat. 34th International Symposium on Remote Sensing of Environment - The GEOSS Era: Towards Operational Environmental Monitoring. ICRSE, 2011.
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Skøien, J, Truong, P, Dubois, G, Cornford, D, Heuvelink, GBM & Geller, G 2011, Uncertainty propagation in the model web: a case study with e-Habitat. in 34th International Symposium on Remote Sensing of Environment - The GEOSS Era: Towards Operational Environmental Monitoring. ICRSE, 34th International Symposium on Remote Sensing of Environment , Sydney, NSW, Australia, 10/04/11.

Uncertainty propagation in the model web : a case study with e-Habitat. / Skøien, J.; Truong, P.; Dubois, G.; Cornford, D.; Heuvelink, G.B.M.; Geller, G.

34th International Symposium on Remote Sensing of Environment - The GEOSS Era: Towards Operational Environmental Monitoring. ICRSE, 2011.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

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PB - ICRSE

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Skøien J, Truong P, Dubois G, Cornford D, Heuvelink GBM, Geller G. Uncertainty propagation in the model web: a case study with e-Habitat. In 34th International Symposium on Remote Sensing of Environment - The GEOSS Era: Towards Operational Environmental Monitoring. ICRSE. 2011