Published January 2017 | Version v1
Journal article

Correlation analysis of the natural radionuclides in soil and indoor radon in Vojvodina, Province of Serbia

  • 1. University of Novi Sad, Faculty of Sciences, Department of Physics, Laboratory for Radioactivity and Dose Measurements, 21000 Novi Sad (Serbia)
  • 2. Institute of Physics Belgrade, University of Belgrade, Belgrade (Serbia)
  • 3. Institute of Field and Vegetable Crops, 21000 Novi Sad (Serbia)

Description

The most dominant source of indoor radon is the underlying soil, so the enhanced levels of radon are usually expected in mountain regions and geology units with high radium and uranium content in surface soils. Laboratory for radioactivity and dose measurement, Faculty of Sciences, University of Novi Sad has rich databases of natural radionuclides concentrations in Vojvodina soil and also of indoor radon concentrations for the region of Vojvodina, Northern Province of Serbia. In this paper we present the results of correlative and multivariate analysis of these results and soil characteristics in order to estimate the geogenic radon potential. The correlative and multivariate analysis were done using Toolkit for Multivariate Analysis software package TMVA package, within ROOT analysis framework, which uses several comparable multivariate methods for our analysis. The evaluation ranking results based on the best signal efficiency and purity, show that the Boosted Decision Trees (BDT) and Multi Layer Preceptor (MLP), based on Artificial Neural Network (ANN), are multivariate methods which give the best results in the analysis. The BDTG multivariate method shows that variables with the highest importance are radio-nuclides activity on 30 cm depth. Moreover, the multivariate regression methods give a good approximation of indoor radon activity using full set of input variables. On several locations in the city of Novi Sad the results of indoor radon concentrations, radon emanation from soil, gamma spectrometry measurements of underlying soil and geology characteristics of soil were analyzed in detail in order to verify previously obtained correlations for Vojvodina soil. - Highlights: • Multivariate analysis of indoor radon and soil characteristics were performed. • The multivariate methods identify the most significant variables and radon priority areas. • Radionuclides in deep layers, humus and clay content have the most impact to indoor radon.

Availability note (English)

Available from http://dx.doi.org/10.1016/j.jenvrad.2016.07.026

Additional details

Identifiers

DOI
10.1016/j.jenvrad.2016.07.026;
PII
S0265-931X(16)30256-9;

Publishing Information

Journal Title
Journal of Environmental Radioactivity
Journal Volume
166
Journal Issue
Part 2
Journal Page Range
p. 403-411
ISSN
0265-931X
CODEN
JERAEE

Conference

Title
International workshop of the European Atlas of Natural Radiation
Acronym
IWEANR 2015
Dates
9-13 Nov 2015
Place
Verbania (Italy)

INIS

Country of Publication
United Kingdom
Country of Input or Organization
International Atomic Energy Agency (IAEA)
INIS RN
49056088
Subject category
S54: ENVIRONMENTAL SCIENCES;
Resource subtype / Literary indicator
Conference
Descriptors DEI
COMPARATIVE EVALUATIONS; COMPUTER CODES; CORRELATIONS; EDUCATIONAL FACILITIES; GAMMA SPECTROSCOPY; INDOORS; MULTIVARIATE ANALYSIS; NEURAL NETWORKS; PETROLEUM; RADIOISOTOPES; RADON; SERBIA; SOILS; URBAN AREAS
Descriptors DEC
DEVELOPING COUNTRIES; EASTERN EUROPE; ELEMENTS; ENERGY SOURCES; EUROPE; EVALUATION; FLUIDS; FOSSIL FUELS; FUELS; GASES; ISOTOPES; MATHEMATICS; NONMETALS; RARE GASES; SPECTROSCOPY; STATISTICS

Optional Information

Copyright
Copyright (c) 2016 Elsevier Science B.V., Amsterdam, The Netherlands, All rights reserved.