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Carpathian Journal of Earth and Environmental Sciences

An International Peer-Reviewed Open Access Journal

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ARTICLE IN » Volume 10, 2015 - Number 1

MULTIVARIATE PREDICTION MODEL FOR BLOCK STREAMS OCCURENCE IN RETEZAT MOUNTAINS (SOUTHERN CARPATHIANS)



Raul David ȘERBAN, Alexandru ONACA, Petru URDEA & Mihaela POPESCU
West University of Timișoara, Department of Geography, Blvd. V. Pârvan, no. 4, Timișoara, 300223, Romania, Email: raul.serban88@e-uvt.ro

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Abstract

Many predictive models are used to map the spatial distribution of surface processes and landforms, especially in rough terrain or limited accessibility areas. In the present study a statistical approach was used to identify the areas with highest probability for the occurrence of block streams in alpine area of Retezat Mountains. The aim of this approach is to improve the semi-automated digital mapping and to reduce the field work related with the quantification of these landforms. A multiple linear regression analysis and GIS-based technology was used to identify the areas with possible block streams occurrence. In the study area, 82 block streams were mapped in the field using a differential GPS. The sampling strategy was focused on uniform coverage of the alpine area. Using block streams contours the explanatory variables were determined on fieldwork, or extracted from a digital elevation model. Statistical analysis emphasized the most useful variables for the multiple linear regression equation. The accuracy of the models was statistically and spatially calculated using a validation dataset. Validation dataset was randomly selected from the mapped field samples. The resulted models achieved an accuracy ranged from 65 % to 80 % and the predicted area for block streams occurrence ranged from 26.3% to 39%.
Keywords:
  • periglacial
  • landforms
  • block
  • streams
  • statistical
  • analysis
  • multivariate
  • prediction
  • model
  • Retezat
  • Mountains.

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© 2015 by the author(s). Licensee CJEES, Carpathian Association of Environment and Earth Sciences. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).

How to cite

Raul David ȘERBAN, Alexandru ONACA, Petru URDEA & Mihaela POPESCU (2015). MULTIVARIATE PREDICTION MODEL FOR BLOCK STREAMS OCCURENCE IN RETEZAT MOUNTAINS (SOUTHERN CARPATHIANS)

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