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7/28/2019 08 Reduced Order Observer
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Reduced Order Observer
Automatic Control & System Theory 1G. Palli (DEI)
AUTOMATIC CONTROL AND SYSTEM THEORYAUTOMATIC CONTROL AND SYSTEM THEORY
REDUCED ORDER OBSERVERREDUCED ORDER OBSERVER
Gianluca Palli
Dipartimento di Ingegneria dell’Energia Elettrica e dell’Informazione (DEI)
Università di Bologna
Email: [email protected]
7/28/2019 08 Reduced Order Observer
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Reduced Order Observer
G. Palli (DEI) Automatic Control & System Theory 2
Problem statement:
with q outputs, full rank C matrix ( rank(C)=q ) and ( A,C ) fullyobservable, provide an estimation of the system state by mean of adynamic system of order (n-q ).
Given an n -order continuous-time [discrete-time] linear system
Solution:
The output information about the q components of the state are directlyexploited and only the (n-q ) missing components are estimated.
By means of a state space transformation T=[T1 T2] where T1=C + (rightpseudoinverse of C ) and ima(T2)=ker(C) , an equivalent system ( A’,B’,C’,D’ )is obtained such that C’=[I q 0 (n-q) ] .
Reduced Order ObserverReduced Order Observer
7/28/2019 08 Reduced Order Observer
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Reduced Order Observer
G. Palli (DEI) Automatic Control & System Theory 3
Equivalent system
By means of the change of variable y 0 = y – D u = z 1 we obtain:
Defining as z the state of the equivalent system it follows:
where L is the (n-q) xq matrix of the reduced-order observer gains.
=0
Reduced Order ObserverReduced Order Observer
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Reduced Order Observer
G. Palli (DEI) Automatic Control & System Theory 4
Reduced-order observer designBy assuming w=z 2 + L y 0 we obtain:
This can be rewritten in more compact form as [dicrete-time case]:
where:
The n-q reduced-order observer eigenvalues can be arbitrarily assigned bymeans of a suitable choice of the matrix L if the couple ( A’
22 , A’
12 ) is fully
observable, this condition is always verified if ( A,C ) is fully observable andC has rank q .
Reduced Order ObserverReduced Order Observer
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Reduced Order Observer
G. Palli (DEI) Automatic Control & System Theory 5
Reduced-order observer structure
The reduced-order observer isa (n-q )-order system that
estimates the components of the state that cannot bedirectly reconstructed fromthe output.In this way it is possible tofully exploit the system outputand to estimate only the
“missing” information aboutthe state.
Separation property
The 2n-q eigenvalues of the system composed by the static state feedback K
and by the reduced-order observer are the union (with repetition) of the n eigenvalues of A + B K and of the n-q eigenvalues of A’ 22 + L A’ 12 .
Integrator
State-SpaceInput Output
Stateestimation
Reduced Order ObserverReduced Order Observer
R d d O d Ob
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Reduced Order Observer
G. Palli (DEI) Automatic Control & System Theory 6
Separation property for the reduced-orderobserver (continuous-time case)
The obtained dynamic system with state feedback can be then written as:
By means of the feedback and by assuming the error function :
By posing we obtain:
With the given assumption, the following properties hold:
Reduced Order ObserverReduced Order Observer