{"title":"A fast image recognition method of mobile point radioactive source based on sequential bayesian analysis","authors":"Meng Huang, Jianyu Zhu","doi":"10.1016/j.radphyschem.2025.113060","DOIUrl":null,"url":null,"abstract":"<div><div>In the fields of astronomical observation, homeland security, medical diagnosis and arms control verification, the monitoring and imaging of mobile point radioactive sources is common. In many cases, the number of its rays entering the detector is small and may be even smaller than that of the background signals. Traditional radiation image recognition requires accumulating a certain number of detection events before recognition, which is not suitable to the fast recognition of the above mobile point radioactive sources. In this paper, a fast image recognition method of the mobile point radioactive source based on the sequential Bayesian analysis is proposed. The method can analyze the positions of the ray particles in the radiation image one by one according to the time sequence, and fast determine the existence of the mobile point radioactive source. First, the theoretical framework of the method is built. Second, the feasibility of the method is analyzed by means of numerical simulation. The simulation results show that, the method is suitable to the image recognition of the mobile point radioactive sources with different motion states. At last, the practical application scenarios of the method are analyzed. The calculation results show that, the method is suitable to the image recognition of the mobile point radioactive sources under the conditions of extremely low signal-to-noise ratios and waiting for the ray signals of the radioactive sources for a long time.</div></div>","PeriodicalId":20861,"journal":{"name":"Radiation Physics and Chemistry","volume":"237 ","pages":"Article 113060"},"PeriodicalIF":2.8000,"publicationDate":"2025-06-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Radiation Physics and Chemistry","FirstCategoryId":"92","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0969806X25005523","RegionNum":3,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"CHEMISTRY, PHYSICAL","Score":null,"Total":0}
引用次数: 0
Abstract
In the fields of astronomical observation, homeland security, medical diagnosis and arms control verification, the monitoring and imaging of mobile point radioactive sources is common. In many cases, the number of its rays entering the detector is small and may be even smaller than that of the background signals. Traditional radiation image recognition requires accumulating a certain number of detection events before recognition, which is not suitable to the fast recognition of the above mobile point radioactive sources. In this paper, a fast image recognition method of the mobile point radioactive source based on the sequential Bayesian analysis is proposed. The method can analyze the positions of the ray particles in the radiation image one by one according to the time sequence, and fast determine the existence of the mobile point radioactive source. First, the theoretical framework of the method is built. Second, the feasibility of the method is analyzed by means of numerical simulation. The simulation results show that, the method is suitable to the image recognition of the mobile point radioactive sources with different motion states. At last, the practical application scenarios of the method are analyzed. The calculation results show that, the method is suitable to the image recognition of the mobile point radioactive sources under the conditions of extremely low signal-to-noise ratios and waiting for the ray signals of the radioactive sources for a long time.
期刊介绍:
Radiation Physics and Chemistry is a multidisciplinary journal that provides a medium for publication of substantial and original papers, reviews, and short communications which focus on research and developments involving ionizing radiation in radiation physics, radiation chemistry and radiation processing.
The journal aims to publish papers with significance to an international audience, containing substantial novelty and scientific impact. The Editors reserve the rights to reject, with or without external review, papers that do not meet these criteria. This could include papers that are very similar to previous publications, only with changed target substrates, employed materials, analyzed sites and experimental methods, report results without presenting new insights and/or hypothesis testing, or do not focus on the radiation effects.