Guaranteeing real-time response with limited resources
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摘要
Unanticipated problems detected by patient-monitoring systems may sometimes require real-time response in order to provide high-quality care and avoid catastrophic outcomes. In this paper, we present an approach for guaranteeing a response to such events by a monitoring agent even in situations where we have limited problem-solving resources. We show that an action-based hierarchy can accomplish this goal. We also analyze the performance of this hierarchy under varying resource availability and discuss decision-theoretic approaches to enable us to best structure such a hierarchy. We also describe an implementation of these ideas, called ReAct, in the BB1 architecture. All the ideas are illustrated with examples from the surgical intensive care unit (SICU).
论文关键词:ICU monitoring,real time,resource limitations,anytime algorithms,diagnosis,decision theory
论文评审过程:Available online 22 April 2004.
论文官网地址:https://doi.org/10.1016/0933-3657(93)90005-N