Machine learning as a tool for analysing the impact of environmental parameters on the radon exhalation rate from soil

被引:12
|
作者
Hosoda, Masahiro [1 ,2 ]
Tokonami, Shinji [2 ]
Suzuki, Takahito [1 ]
Janik, Miroslaw [3 ]
机构
[1] Hirosaki Univ, Grad Sch Hlth Sci, Hirosaki, Aomori, Japan
[2] Hirosaki Univ, Inst Radiat Emergency Med, Hirosaki, Aomori, Japan
[3] Natl Inst Quantum & Radiol Sci & Technol, Chiba, Japan
基金
日本学术振兴会;
关键词
Radon; Machine learning; Radon exhalation rate;
D O I
10.1016/j.radmeas.2020.106402
中图分类号
TL [原子能技术]; O571 [原子核物理学];
学科分类号
0827 ; 082701 ;
摘要
Interest in radon (Rn) is not limited only to its impact on health and its dose to the public, but due to its properties, the techniques to analyse its behavior can be used in many fields such as radiotherapy, atmospheric physics, geophysics, geohazards, mineral exploration, and even planetary science. Nowadays machine learning methods provide extremely important tools for intelligent environmental data analysis, processing and visualization. We describe application of machine learning to environmental sciences with an emphasis on the radon exhalation rate in order to express responses from multivariable time-series data collected at a measuring site near the Sakurajima volcano (Kagoshima, Japan).
引用
收藏
页数:8
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