Assessing the inherent uncertainties in satellite data products is a challenging task. Different technical approaches have been developed in the Earth Observation (EO) communities to address the validation problem which results in a large variety of methods as well as terminology. This paper reviews state-of-the-art methods of satellite validation and documents their similarities and differences. First, the overall validation objectives and terminologies are specified, followed by a generic mathematical formulation of the validation problem. Metrics currently used as well as more advanced EO validation approaches are introduced thereafter. An outlook on the applicability and requirements of current EO validation approaches and targets is given.

Validation practices for satellite-based Earth observation data across communities

Brocca Luca;
2017

Abstract

Assessing the inherent uncertainties in satellite data products is a challenging task. Different technical approaches have been developed in the Earth Observation (EO) communities to address the validation problem which results in a large variety of methods as well as terminology. This paper reviews state-of-the-art methods of satellite validation and documents their similarities and differences. First, the overall validation objectives and terminologies are specified, followed by a generic mathematical formulation of the validation problem. Metrics currently used as well as more advanced EO validation approaches are introduced thereafter. An outlook on the applicability and requirements of current EO validation approaches and targets is given.
2017
Istituto di Ricerca per la Protezione Idrogeologica - IRPI
Inglese
55
3
779
817
39
Sì, ma tipo non specificato
remote sensing
validation
16
info:eu-repo/semantics/article
262
Loew, Alexander; Bell, William; Brocca, Luca; Bulgin Claire, E; Burdanowitz, Joerg; Calbet, Xavier; Donner Reik, V; Ghent, Darren; Gruber, Alexander; ...espandi
01 Contributo su Rivista::01.01 Articolo in rivista
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Descrizione: Validation practices for satellite-based Earth observation data across communities
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/20.500.14243/373804
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