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Radiation dose rate map interpolation in nuclear plants using neural networks and virtual reality techniques

机译:使用神经网络和虚拟现实技术的核电厂辐射剂量率图插值

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摘要

This paper reports the most recent development results of a simulation tool for assessment of radiation dose exposition by nuclear plant's personnel, using artificial intelligence and virtual reality technologies. The main purpose of this tool is to support training of nuclear plants' personnel, to optimize working tasks for minimisation of received dose. A finer grid of measurement points was considered within the nuclear plant's room, for different power operating conditions. Further, an intelligent system was developed, based on neural networks, to interpolate dose rate values among measured points. The intelligent dose prediction system is thus able to improve the simulation of dose received by personnel. This work describes the improvements implemented in this simulation tool.
机译:本文报告了使用人工智能和虚拟现实技术评估核工厂人员辐射剂量暴露的模拟工具的最新成果。该工具的主要目的是支持对核电厂人员的培训,以优化工作任务以最小化接收剂量。对于不同的电力运行条件,考虑在核电站的房间内使用更细的测量点网格。此外,开发了基于神经网络的智能系统,以在测量点之间内插剂量率值。因此,智能剂量预测系统能够改善人员接收的剂量模拟。这项工作描述了在此仿真工具中实现的改进。

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  • 来源
    《Annals of nuclear energy》 |2011年第3期|p.705-712|共8页
  • 作者单位

    Comissao National de Energia Nuclear, Instituto de Engenharia Nuclear Rua Helio de Almeida, 75, Una do Fundao, P.O. Box 68550. 21941-906 Rio de Janeiro, RJ, Brazil,Institute National de Ciencia e Tecnologia de Reatores Nucleares Inovadores/CNPq, Brazil;

    Comissao National de Energia Nuclear, Instituto de Engenharia Nuclear Rua Helio de Almeida, 75, Una do Fundao, P.O. Box 68550. 21941-906 Rio de Janeiro, RJ, Brazil,Institute National de Ciencia e Tecnologia de Reatores Nucleares Inovadores/CNPq, Brazil;

    Universidade Federal do Rio de Janeiro, Programa de Engenharia Nuclear, Rio de Janeiro, RJ, Brazil;

    Comissao National de Energia Nuclear, Instituto de Engenharia Nuclear Rua Helio de Almeida, 75, Una do Fundao, P.O. Box 68550. 21941-906 Rio de Janeiro, RJ, Brazil;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    neural networks; virtual reality; radiation dose assessment; online monitoring; sensor network; training;

    机译:神经网络;虚拟现实;辐射剂量评估;在线监控;传感器网络训练;

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