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Bayesian network applications to geology and geophysics

机译:贝叶斯网络在地质和地球物理学中的应用

摘要

A method and apparatus are disclosed for modeling a system to estimate values and associated uncertainties for a first set of variables describing the system. A second set of system variables is selected, where the second set is directly or indirectly causally related to the first set of variables. Data is obtained or estimated for each variable in the second set and the quality of selected data is appraised. A network is formed with nodes including both sets of variables and the quality appraisals, having directional links connecting interdependent nodes, the directional links honoring known causality relationships. A Bayesian Network algorithm is used with the data and quality information to solve the network for the first set of variables and their associated uncertainties.
机译:公开了一种用于对系统建模以估计描述该系统的第一组变量的值和相关的不确定性的方法和装置。选择第二组系统变量,其中第二组系统变量与第一组变量直接或间接因果相关。为第二组中的每个变量获取或估计数据,并对所选数据的质量进行评估。网络由节点组成,该节点包括变量集和质量评估,节点具有连接相互依赖的节点的方向链接,这些方向链接遵循已知的因果关系。贝叶斯网络算法与数据和质量信息一起用于求解网络中的第一组变量及其相关不确定性。

著录项

  • 公开/公告号AU2005330698B2

    专利类型

  • 公开/公告日2010-01-07

    原文格式PDF

  • 申请/专利权人 EXXONMOBIL UPSTREAM RESEARCH COMPANY;

    申请/专利号AU20050330698

  • 发明设计人 ALEX WORONOW;KAREN M. LOVE;

    申请日2005-05-31

  • 分类号G06F17;G06N5/02;

  • 国家 AU

  • 入库时间 2022-08-21 18:41:49

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