Qualitative simulation using time-scale abstraction

نویسنده

  • Benjamin Kuipers
چکیده

Qualitative simulation faces an intrinsic problem of scale: the number of limit hypotheses grows exponentially with the number of parameters approaching limits. We present a method called TimeScale Abstraction for structuring a complex system as a hierarchy of smaller, interacting equilibrium mechanisms. Within this hierarchy, a given mechanism views a slower one as being constant, and a faster one as being instantaneous. A perturbation to a fast mechanism may be seen by a slower mechanism as a displacement of a monotonic function constraint. We demonstrate the timescale abstraction hierarchy using the interaction between the water and sodium balance mechanisms in medical physiology, an example drawn from a larger, fully implemented, program. Where the structure of a large system permits decomposition by timescale , this abstraction method permits qualitative simulation of otherwise intractibly complex systems.

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عنوان ژورنال:
  • AI in Engineering

دوره 3  شماره 

صفحات  -

تاریخ انتشار 1988