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DIMENSIONS: Why do we need a new Data Handling architecture for Sensor Networks? (2002)

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by Deepak Ganesan , Deborah Estrin
Citations:114 - 13 self
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BibTeX

@MISC{Ganesan02dimensions:why,
    author = {Deepak Ganesan and Deborah Estrin},
    title = {DIMENSIONS: Why do we need a new Data Handling architecture for Sensor Networks?},
    year = {2002}
}

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Abstract

An important class of networked systems is emerging that involve very large numbers of small, low-power, wireless devices. These systems offer the ability to sense the environment densely, offering unprecedented opportunities for many scientific disciplines to obtain detailed datasets for analysis. In this paper, we argue that a data handling architecture for these devices should incorporate their extreme resource constraints - energy, storage and processing - and spatiotemporal interpretation of the physical world in the design, cost model, and metrics of evaluation. We describe DIMENSIONS, a system that provides a unified view of data handling in sensor networks, incorporating long-term storage, multiresolution data access and spatio-temporal pattern mining.

Citations

1469 Directed diffusion: a scalable and robust communication paradigm for sensor networks - Intanagonwiwat, Govindan, et al. - 2000
1248 GPSR: greedy perimeter stateless routing for wireless networks - Karp, Kung - 2000
1234 System architecture directions for networked sensors - Hill, Szewczyk, et al. - 2000
847 Oceanstore: An architecture for global-scale persistent storage - Kubiatowicz, Bindel, et al. - 2000
582 Wireless integrated network sensors - Pottie, Kaiser
436 A hierarchical Internet object cache - Chankhunthod, Danszig, et al. - 1996
398 Wavelets and subband coding - Vetterli - 1995
359 Efcient similarity search in sequence databases - Agrawal, Faloutsos, et al. - 1993
281 Grid services for distributed system integration - Foster, Kesselman, et al.
269 Habitat monitoring: application driver for wireless communications technology - Cerpa, Elson, et al.
209 Complex Behavior at Scale: An Experimental Study of LowPower Wireless Sensor Neteworks - Ganesan, Krishnamachari, et al. - 2002
158 Approximate query processing using wavelets - CHAKRABARTI, GAROFALAKIS, et al. - 2000
86 Data cube approximation and histograms via wavelets - Vitter, Wang, et al. - 1998
68 Scalable Fault-Tolerant Aggregation in Large Process Groups - Gupta, Renesse, et al. - 2001
48 Wavelet Transforms: Introduction to Theory and Applications - Bopardikar
44 Data-centric storage in sensornets - Estrin - 2002
19 50 km resolution daily precipitation for the pacific northwest. http://www.jisao.washington.edu/data sets/widmann - Widmann, Bretherton - 1999
18 Distributed Compression in a Dense Sensor Network - Pradhan, Kusuma, et al. - 2002
6 Algorithmic Foundations of Geographic Information Systems - Krevald, Nievergelt, et al. - 1997
3 Storage management and caching in past, a large-scale, persistent peer-to-peer storage utility - Rowston, Druschel - 2001
1 UCLA factor building - Kohler
The National Science Foundation
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