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Next: 4 The Temporal Causal Up: 3 Bond Graphs for Previous: 3.3 Causality

3.4 Diagnosis of Abrupt Failures

The dynamic aspects of bond graph models establish temporal relations between deviant observations and hypothesized abrupt parameter changes, or faults.

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Faults affect certain parts of the system instantaneously, whereas their effect requires time to propagate to other parts. So, relations can be instantaneous or delayed. Delays can be further classified by the order of the effect, e.g., a first order or a second order delay.

Determining the new state vector after an abrupt fault is key to analyzing parameter deviation effects for the fault isolation task. Abrupt changes in the parameter values of energy storage elements may require an abrupt change of the state vector based on the principle of conservation of state [10, 16]. To illustrate, assume that at time tex2html_wrap_inline1036 , a rock falls into an open tank with capacity C, which has an outflow resistance R for a connected outlet pipe (Fig. 6). The capacity of the tank decreases abruptly to C', and, therefore, the pressure, p, at the bottom changes instantaneously to tex2html_wrap_inline1046 , because tex2html_wrap_inline1048 and the amount of liquid in the tank, q, is conserved.

The possible effects of changes in the tank capacity, C, and outflow resistance, R, on the state variables p and q with their behavior equations are shown in Fig. 6. In faulty situations one has to take into account the time-varying effect of the component parameters in the system. In this situation, for capacity C the constituent equation becomes tex2html_wrap_inline1062 . Therefore, tex2html_wrap_inline1064 . An abrupt change in C results in an instantaneous jump in tex2html_wrap_inline1068 , implying an immediate abrupt change in p. Thus the discontinuous change in the system state as a result of an abrupt parameter change is made explicit. In the integral form of constituent equations, tex2html_wrap_inline1072 , used in bond graphs, this effect is automatically incorporated, since tex2html_wrap_inline1074 .

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Figure 6: Transfer of the state vector and its field across discontinuous change.

To extend bond graph modeling to component oriented diagnosis requires establishing correspondence between individual components and bond graph elements. In the bond graph framework, primitive elements, such as resistors and capacitors represent mechanisms which may not always be in one-to-one correspondences with individual system components [3]. An individual component may have multiple aspects represented in the bond graph. For example, a component such as a pipe may be represented in the bond graph by its build-up of flow momentum (I) and resistance to flow (R). Biswas and Yu [3] describe a compositional methodology for deriving bond graph models for diagnosis from a physical system description so that the bond graph elements directly correspond to system components and mechanisms under diagnostic scrutiny. The modeling methodology has been further instantiated by Mosterman and Biswas [12, 13, 16].


next up previous
Next: 4 The Temporal Causal Up: 3 Bond Graphs for Previous: 3.3 Causality

Pieter J. Mosterman
Tue Jul 15 11:26:35 CDT 1997