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Observability Gramian

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The Observability Gramian is a Gramian used in control theory to determine whether or not a linear system is observable.

For a linear time variant system described by

x ˙ ( t ) = A ( t ) x ( t ) + B ( t ) u ( t )

y ( t ) = C ( t ) x ( t ) + D ( t ) u ( t )

the observability Gramian is given by

W o ( t 0 , t 1 ) = t 0 t 1 Φ T ( s , t 0 ) C T ( s ) C ( s ) Φ ( s , t 0 ) d s ,

where Φ is the state transition matrix.

The system is observable on the interval t [ t 0 , t 1 ] if and only if W o ( t 0 , t 1 ) is nonsingular. In the case of a linear time invariant system, this can be simplified to finding the rank of the "observability matrix". If x ( t ) is a n -dimensional real-valued vector, then the system is observable if and only if

rank [ C T , A T C T , . . . , ( A T ) n 1 C T ] = n

References

Observability Gramian Wikipedia