Title :
An Augmented Petri Net Model for Health-Care Protocols
Author :
Whittaker, Sarah-Jane ; Rudie, Karen ; McLellan, James
Author_Institution :
GoSaBe Dev. & Design, Kingston, ON, Canada
Abstract :
An augmented form of Petri net, referred to as a choice-point net, that can capture timing and probability constraints is introduced. Choice-point nets were developed to model health-care protocols, in which the events or actions taken by health-care professionals, institutions and patients occur either at prespecified times or after a prespecified lapse of time. Furthermore, actions that occur and decisions that are made in health-care protocols occur with some probability and not with certainty and so choice-point nets also possess a mechanism for modeling probabilistic choice. In this data structure, timing is associated with event-based transitions that may fire multiple times to simulate the same event occurring several times in parallel. Events may result in several possible outcomes, or choices, each of which has a probability of occurrence. A choice-point net may be scaled without requiring structural changes to the model and may be analyzed by unravelling it into a finite-state automaton representing (perhaps portions of) the behavior of the system. Questions related to health-care protocols can be translated into the mathematical language of the net. Recursive algorithms have been developed to determine answers to such questions.
Keywords :
Petri nets; discrete event simulation; finite automata; health care; probability; reachability analysis; augmented Petri net model; choice-point net; event simulation; event-based transitions; finite-state automaton; health-care protocols; mathematical language; occurrence probability; probabilistic choice modeling; probability constraint; recursive algorithms; timing constraint; Analytical models; Clocks; Mathematical model; Petri nets; Protocols; Semantics; Timing; Discrete event systems (DESs); Petri nets (PNs);
Journal_Title :
Automatic Control, IEEE Transactions on
DOI :
10.1109/TAC.2015.2409932