A Preliminary Study of the Characteristics of Radon Data from Indoor Environments and Building Materials in the Campania Region Using PCA and K-Means Statistical Analyses

Abstract

For a healthy indoor environment, it is important to understand which materials and factors favor the generation of high levels of indoor radon. A preliminary multivariate statistical analysis was carried out on two datasets concerning indoor radon and building materials in the Campania Region using Principal Component Analysis (PCA) and the k-means partitional analysis technique. A total of 13 parameters related to building materials were used. The results show the greater contribution of building materials of volcanic origin to the concentration of indoor radon and thoron activity and the different influence of the parameters of the 31 materials analyzed. The same analyses applied to the indoor radon values of 694 rooms in the Campania Region were equally effective in assessing the structural characteristics of indoor environments that most influence indoor radon levels. The study provided an effective assessment of the influence on radon activity of several environmental parameters, which are often not adequately considered.

Assessment of the potential radiation hazards posed by Nubian sandstone, Egypt

“…The principal component analysis (PCA) is also performed to further analyze the relation among the 238 U, 232 Th and 40 K activity concentrations and radiological hazard indicators in the 73 samples of sandstone from Feleita area 50 . Component 1 (PC1) and component 2 (PC2) are obtained and shown in Fig.…”