Robots are ideally suited to performing simple tasks in dangerous environments. In this letter, we address the use of robots for inspection of nuclear reactors which may be contaminated by radiation. The geometry of a reactor vessel is three-dimensional with significant clutter. Accordingly, we propose the use of small-scale, flying robots that are able to localize themselves and autonomously navigate around obstacles. Because of the constraints on size, we rely on cameras which are the best low power and lightweight sensors. However, cameras perform poorly in the presence of radioactivity and the impact of radiation on robotics systems is not well understood. In this letter, we (a) analyze the effects of radioactive sources on camera sensors, affecting localization and mapping algorithms, (b) quantify these effects from a statistical viewpoint according to different source intensities; and (c) compare different solutions to mitigate these effects. Our analysis is supported and validated by experimental data collected on a Commercial-Off-The-Shelf (COTS) camera sensor exposed to radioactive sources in a hot cell.
Experimental evaluation and characterization of radioactive source effects on robot visual localization and mapping / Lee, E. S.; Loianno, G.; Thakur, D.; Kumar, V.. - In: IEEE ROBOTICS AND AUTOMATION LETTERS. - ISSN 2377-3766. - 5:2(2020), pp. 3259-3266. [10.1109/LRA.2020.2975723]
Experimental evaluation and characterization of radioactive source effects on robot visual localization and mapping
Loianno G.;
2020
Abstract
Robots are ideally suited to performing simple tasks in dangerous environments. In this letter, we address the use of robots for inspection of nuclear reactors which may be contaminated by radiation. The geometry of a reactor vessel is three-dimensional with significant clutter. Accordingly, we propose the use of small-scale, flying robots that are able to localize themselves and autonomously navigate around obstacles. Because of the constraints on size, we rely on cameras which are the best low power and lightweight sensors. However, cameras perform poorly in the presence of radioactivity and the impact of radiation on robotics systems is not well understood. In this letter, we (a) analyze the effects of radioactive sources on camera sensors, affecting localization and mapping algorithms, (b) quantify these effects from a statistical viewpoint according to different source intensities; and (c) compare different solutions to mitigate these effects. Our analysis is supported and validated by experimental data collected on a Commercial-Off-The-Shelf (COTS) camera sensor exposed to radioactive sources in a hot cell.I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.
