Back to Search Start Over

Data Mining System for Air Quality Monitoring Networks.

Authors :
Czechowski, Piotr
Badyda, Artur
Majewski, Grzegorz
Source :
Archives of Environmental Protection; Dec2013, Vol. 39 Issue 4, p123-147, 25p
Publication Year :
2013

Abstract

The use of quantitative methods, including stochastic and exploratory techniques in environmental studies does not seem to be sufficient in practical aspects. There is no comprehensive analytical system dedicated to this issue, as well as research regarding this subject. The aim of this study is to present the Eco Data Miner system, its idea, construction and implementation possibility to the existing environmental information systems. The methodological emphasis was placed on the one-dimensional data quality assessment issue in terms of using the proposed QAAH1 method - using harmonic model and robust estimators beside the classical tests of outlier values with their iterative expansions. The results received demonstrate both the complementarity of proposed classical methods solution as well as the fact that they allow for extending the range of applications significantly. The practical usefulness is also highly significant due to the high effectiveness and numerical efficiency as well as simplicity of using this new tool. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
20834772
Volume :
39
Issue :
4
Database :
Complementary Index
Journal :
Archives of Environmental Protection
Publication Type :
Academic Journal
Accession number :
94628319
Full Text :
https://doi.org/10.2478/aep-2013-0041