Bagged neural network model for prediction of the mean indoor radon concentration in the municipalities in Czech Republic.

作者: Jana Timkova , Ivana Fojtikova , Petra Pacherova

DOI: 10.1016/J.JENVRAD.2016.07.008

关键词: Gamma doseRadiation monitoringSoil scienceEnvironmental scienceArtificial neural networkRadonBedrock

摘要: The purpose of the study is to determine radon-prone areas in Czech Republic based on measurements indoor radon concentration and independent predictors (rock type permeability bedrock, gamma dose rate, GPS coordinates average age family houses). relationship between mean observed concentrations monitored (∼22% municipalities) was modelled using a bagged neural network. Levels unmonitored were predicted network model fitted for areas. propensity increased determined by estimated probability exceeding action level 300Bq/m3.

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