Literature DB >> 32575436

Autonomous Search of Radioactive Sources through Mobile Robots.

Jianwen Huo1,2, Manlu Liu1, Konstantin A Neusypin2, Haojie Liu1, Mingming Guo1, Yufeng Xiao1.   

Abstract

The research of robotic autonomous radioactivity detection or radioactive source search plays an important role in the monitoring and disposal of nuclear safety and biological safety. In this paper, a method for autonomously searching for radioactive sources through mobile robots was proposed. In the method, by using a partially observable Markov decision process (POMDP), the search of autonomous unknown radioactive sources was realized according to a series of radiation information measured by mobile robot. First, the factors affecting the accuracy of radiation measurement during the robot's movement were analyzed. Based on these factors, the behavior set of POMDP was designed. Secondly, the parameters of the radioactive source were estimated in the Bayesian framework. In addition, through the reward strategy, autonomous navigation of the robot to the position of the radiation source was achieved. The search algorithm was simulated and tested, and the TurtleBot robot platform was used to conduct a real search experiment on the radio source Cs-137 with an activity of 37 MBq indoors. The experimental results showed the effectiveness of the method. Additionally, from the experiments, it could been seen that the robot was affected by the linear velocity, angular velocity, positioning accuracy and the number of measurements in the process of autonomous search for the radioactive source. The proposed mobile robot autonomous search method can be applied to the search for lost radioactive sources, as well as for the leakage of substances (nuclear or chemical) in nuclear power plants and chemical plants.

Entities:  

Keywords:  POMDP; autonomous search; measurement error model; mobile robot; radioactive sources

Year:  2020        PMID: 32575436     DOI: 10.3390/s20123461

Source DB:  PubMed          Journal:  Sensors (Basel)        ISSN: 1424-8220            Impact factor:   3.576


  3 in total

Review 1.  State-of-the-Art Mobile Radiation Detection Systems for Different Scenarios.

Authors:  Luís Marques; Alberto Vale; Pedro Vaz
Journal:  Sensors (Basel)       Date:  2021-02-04       Impact factor: 3.576

2.  Handheld Magnetic-Compliant Gamma-Ray Spectrometer for Environmental Monitoring and Scrap Metal Screening.

Authors:  Marco Carminati; Davide Di Vita; Giuseppe Morandi; Ilenia D'Adda; Carlo Fiorini
Journal:  Sensors (Basel)       Date:  2022-02-12       Impact factor: 3.576

3.  Path-Planning System for Radioisotope Identification Devices Using 4π Gamma Imaging Based on Random Forest Analysis.

Authors:  Hideki Tomita; Shintaro Hara; Atsushi Mukai; Keita Yamagishi; Hidetake Ebi; Kenji Shimazoe; Yusuke Tamura; Hanwool Woo; Hiroyuki Takahashi; Hajime Asama; Fumihiko Ishida; Eiji Takada; Jun Kawarabayashi; Kosuke Tanabe; Kei Kamada
Journal:  Sensors (Basel)       Date:  2022-06-07       Impact factor: 3.847

  3 in total

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