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Expected Utility Theory For Monitoring-Based Decision Support System

机译:基于监控的决策支持系统的期望效用理论

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In theory, we all recognize that Structural Health Monitoring (SHM) should help infrastructure owners to make decisions on the management of their assets. In practice, we often observe owners who are very sceptical of the benefit of SHM and act based on their experience, disregarding the actions suggested by SHM. In this contribution, we wish to fill this gap by outlining a formal approach to rational decisions based on monitoring information. SHM and decision are two separate processes, occurring one downstream of the other: whereas SHM allows assessing the state of a structure based on monitoring data, decision provides the optimal action, based on the structural state assessed and the possible consequences of any individual choice. The first process is rationally tackled by using Bayesian inference, the second by using the axioms of expected utility theory (EUT). We illustrate this approach on a real-life case study, the Colle Isarco viaduct, among the longest spans in the European Alpine region The decision support system (DSS) developed interprets the data coming from a robotized topographic monitoring system, infers information on the state of the structure, and suggests the optimal management policy after a possible damaging event
机译:从理论上讲,我们都承认结构健康监控(SHM)应该帮助基础架构所有者做出资产管理决策。在实践中,我们经常观察到所有者非常怀疑SHM的利益,并根据他们的经验采取行动,而无视SHM建议的行动。在此贡献中,我们希望通过概述基于监视信息的理性决策的正式方法来填补这一空白。 SHM和决策是两个独立的过程,一个发生在另一个过程的下游:SHM允许根据监视数据评估结构的状态,而决策则根据所评估的结构状态和任何个人选择的可能后果提供最佳措施。第一个过程是使用贝叶斯推理合理解决的,第二个过程是使用期望效用理论(EUT)的公理。我们在实际案例研究中(欧洲高山地区最长的跨度中的Colle Isarco高架桥)说明了这种方法。开发的决策支持系统(DSS)解释了来自自动化地形监测系统的数据,从而推断出该州的信息。的结构,并在可能发生的破坏事件后提出最佳管理策略

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