GUARANTEEING REAL-TIME RESPONSE WITH LIMITED RESOURCES

被引:13
作者
ASH, D [1 ]
GOLD, G [1 ]
SEIVER, A [1 ]
HAYESROTH, B [1 ]
机构
[1] STANFORD UNIV,KNOWLEDGE SYST LAB,PALO ALTO,CA 94304
关键词
ICU MONITORING; REAL TIME; RESOURCE LIMITATIONS; ANYTIME ALGORITHMS; DIAGNOSIS; DECISION THEORY;
D O I
10.1016/0933-3657(93)90005-N
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
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).
引用
收藏
页码:49 / 66
页数:18
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