TAG: a Tiny AGgregation service for ad-hoc sensor networks
ACM SIGOPS Operating Systems Review - OSDI '02: Proceedings of the 5th symposium on Operating systems design and implementation
A multigranular spatiotemporal data model
GIS '03 Proceedings of the 11th ACM international symposium on Advances in geographic information systems
A Generic Algorithmic Framework for Aggregation of Spatio-Temporal Data
SSDBM '04 Proceedings of the 16th International Conference on Scientific and Statistical Database Management
Spatiotemporal Aggregate Computation: A Survey
IEEE Transactions on Knowledge and Data Engineering
Analysis of Caching and Replication Strategies for Web Applications
IEEE Internet Computing
Geo-processing workflow driven wildfire hot pixel detection under sensor web environment
Computers & Geosciences
INTAMAP: The design and implementation of an interoperable automated interpolation web service
Computers & Geosciences
Proceedings of First International Workshop on Sensing and Big Data Mining
Meaningful spatial prediction and aggregation
Environmental Modelling & Software
Future Generation Computer Systems
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An increasing amount of observations from different applications such as long-term environmental monitoring or disaster management is published in the Web using Sensor Web technologies. The standardization of these technologies eases the integration of heterogeneous observations into several applications. However, as observations differ in spatio-temporal coverage and resolution, aggregation of observations in space and time is needed. We present an approach for spatio-temporal aggregation in the Sensor Web using the Geoprocessing Web. In particular, we define a tailored observation model for different aggregation levels, a process model for aggregation processes and a Spatio-Temporal Aggregation Service. The presented approach is demonstrated by a case study of delivering aggregated air quality observations on-demand in the Sensor Web.