The challenge of real-time automatic mapping for environmental monitoring network management

Edzer J. Pebesma; Gregoire Dubois; Dan Cornford

doi:10.1007/978-1-4020-6448-7_38

The challenge of real-time automatic mapping for environmental monitoring network management

Edzer J. Pebesma, Gregoire Dubois, Dan Cornford

Computer Science Research Group

Research output: Chapter in Book/Published conference output › Chapter

Abstract

The automatic interpolation of environmental monitoring network data such as air quality or radiation levels in real-time setting poses a number of practical and theoretical questions. Among the problems found are (i) dealing and communicating uncertainty of predictions, (ii) automatic (hyper)parameter estimation, (iii) monitoring network heterogeneity, (iv) dealing with outlying extremes, and (v) quality control. In this paper we discuss these issues, in light of the spatial interpolation comparison exercise held in 2004.

Original language	English
Title of host publication	geoENV VI – Geostatistics for Environmental Applications Proceedings of the Sixth European Conference on Geostatistics for Environmental Applications
Publisher	Springer
Pages	467-475
Number of pages	9
Volume	15
ISBN (Print)	9781402064470
DOIs	https://doi.org/10.1007/978-1-4020-6448-7_38
Publication status	Published - 11 Mar 2008

Bibliographical note

GeoENV 2006 – 6th European Conference on Geostatistics for Environmental Applications, 25-27 October 2006, Rhodes (GR) The original publication is available at www.springerlink.com

Keywords

automatic interpolation
environmental monitoring network data
air quality
radiation levels
real-time setting
uncertainty of predictions
(hyper)parameter estimation
network heterogeneity
outlying extremes
quality control
spatial interpolation comparison exercise
2004

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Pebesma2006GE.pdf
GeoENV 2006 – 6th European Conference on Geostatistics for Environmental Applications, 25-27 October 2006, Rhodes (GR) The original publication is available at www.springerlink.com

http://www.springerlink.com/content/h36286mrp517t851/

Cite this

Pebesma, E. J., Dubois, G., & Cornford, D. (2008). The challenge of real-time automatic mapping for environmental monitoring network management. In geoENV VI – Geostatistics for Environmental Applications Proceedings of the Sixth European Conference on Geostatistics for Environmental Applications (Vol. 15, pp. 467-475). Springer. https://doi.org/10.1007/978-1-4020-6448-7_38

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abstract = "The automatic interpolation of environmental monitoring network data such as air quality or radiation levels in real-time setting poses a number of practical and theoretical questions. Among the problems found are (i) dealing and communicating uncertainty of predictions, (ii) automatic (hyper)parameter estimation, (iii) monitoring network heterogeneity, (iv) dealing with outlying extremes, and (v) quality control. In this paper we discuss these issues, in light of the spatial interpolation comparison exercise held in 2004.",

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author = "Pebesma, {Edzer J.} and Gregoire Dubois and Dan Cornford",

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doi = "10.1007/978-1-4020-6448-7_38",

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The challenge of real-time automatic mapping for environmental monitoring network management. / Pebesma, Edzer J.; Dubois, Gregoire; Cornford, Dan.
geoENV VI – Geostatistics for Environmental Applications Proceedings of the Sixth European Conference on Geostatistics for Environmental Applications. Vol. 15 Springer, 2008. p. 467-475.

Research output: Chapter in Book/Published conference output › Chapter

TY - CHAP

T1 - The challenge of real-time automatic mapping for environmental monitoring network management

AU - Pebesma, Edzer J.

AU - Dubois, Gregoire

AU - Cornford, Dan

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KW - automatic interpolation

KW - environmental monitoring network data

KW - air quality

KW - radiation levels

KW - real-time setting

KW - uncertainty of predictions

KW - (hyper)parameter estimation

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KW - quality control

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The challenge of real-time automatic mapping for environmental monitoring network management

Abstract

Bibliographical note

Keywords

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