학술논문
Path-Planning System for Radioisotope Identification Devices Using 4π Gamma Imaging Based on Random Forest Analysis.
Document Type
Article
Author
Source
Subject
*RANDOM forest algorithms
*SYSTEM identification
*RADIATION sources
*PREDICTION models
*SIMULATION methods & models
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Language
ISSN
1424-8220
Abstract
We developed a path-planning system for radiation source identification devices using 4π gamma imaging. The estimated source location and activity were calculated by an integrated simulation model by using 4π gamma images at multiple measurement positions. Using these calculated values, a prediction model to estimate the probability of identification at the next measurement position was created by via random forest analysis. The path-planning system based on the prediction model was verified by integrated simulation and experiment for a 137Cs point source. The results showed that 137Cs point sources were identified using the few measurement positions suggested by the path-planning system. [ABSTRACT FROM AUTHOR]