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Published byAlexina Chrystal Willis Modified over 9 years ago
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I.4 - System Properties Stability, Passivity
Introduction to Model Order Reduction I.4 - System Properties Stability, Passivity Luca Daniel Thanks to Joel Phillips, Jacob White
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Outline Review of Laplace Domain Transfer Function
Stability of State-Space Models Passivity of State-Space Models Positive-Realness Bounded-Realness
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An Aside on Transfer Functions – Laplace Transform
Rewrite the ODE in transformed variables Transfer Function
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An Aside on Transfer Functions – Meaning of H(s)
For Stable Systems, H(jw) is the frequency response Sinusoid Sinusoid with shifted phase and amplitude
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An Aside on Transfer Functions – EigenAnalysis
Apply Eigendecomposition
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Outline Review of Laplace Domain Transfer Function
Stability of State-Space Models Passivity of State-Space Models Positive-Realness Bounded-Realness
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Stability of State-Space Models
Consider a state-space model in isolation (it is not part of a larger system) Model Input Output For well-behaved (e.g., bounded) inputs, when will the outputs be well-behaved (e.g. bounded) as well?
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Stability of State-Space Models
From systems theory, the model will be bounded-input/bounded-output (BIBO) stable if the transfer function has no poles in the open left half-plane. Recall The poles of occur where is singular Equivalently, for non-singular , has a partial-fraction expansion where the (poles) are the eigenvalues of For stability, these eigenvalues must not have positive real part; otherwise the impulse response will contain a growing exponential
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Descriptor Systems What about ?
For , the poles come from the eigenvalue problem For non-singular E, we can transform to this form. For singular E, the poles occur when is singular. The poles are determined by the generalized eigenvalue problem
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Outline Review of Laplace Domain Transfer Function
Stability of State-Space Models Passivity of State-Space Models Positive-Realness Bounded-Realness
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Passivity Passive systems do not generate energy. We cannot extract out more energy than is stored. A passive system does not provide energy that is not in its storage elements.
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Need to preserve passivity of passive interconnect
Analog or digital IP blocks PCB, package, IC interconnects - + - + D Q Z(f) C Picture by J. Phillips Picture by M. Chou Note: passive! Hence, need to guarantee passivity of the model otherwise can generate energy and the simulation will explode!! Would like to capture the results of the accurate interconnect field solver analysis into a small model for the impedance at some ports.
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Interconnected Systems
In reality, reduced models are only useful when connected together with models of other components in a composite simulation Consider a state-space model connected to external circuitry (possibly with feedback!) ROM Can we assure that the simulation of the composite system will be well-behaved? At least preclude non-physical behavior of the reduced model?
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Interconnecting Passive Systems
The interconnection of stable models is not necessarily stable. BUT the interconnection of passive models is a passive model (and hence also stable). Q D C - + Q D C - + Q D C - + Q D C - +
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Outline Review of Laplace Domain Transfer Function
Stability of State-Space Models Passivity of State-Space Models Positive-Realness Bounded-Realness
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Positive Realness & Passivity
For systems with immittance (impedance or admittance) matrix representation, positive-realness of the transfer function is equivalent to passivity ROM + + - -
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Passivity condition on transfer function
For systems with immittance matrix representation, passivity is equivalent to positive-realness of the transfer function (no unstable poles) (impulse response is real) (no negative resistors)
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Passivity condition on transfer function
For systems with immittance matrix representation, passivity is equivalent to positive-realness of the transfer function (no unstable poles) (impulse response is real) (no negative resistors) It means its real part is a positive for any frequency. Note: it is a global property!!!! FOR ANY FREQUENCY
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Positive real transfer function in the complex plane for different frequencies
Active region Passive region
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Sufficient conditions for passivity
i.e. E is negative semidefinite Note that these are NOT necessary conditions
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Sufficient conditions for passivity
i.e. A is negative semidefinite Note that these are NOT necessary conditions
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Example Finite Difference System from on Poisson Equation (heat problem)
Heat In We already know the Finite Difference matrices is positive semidefinite. Hence A or E=A-1 are negative semidefinite.
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Sufficient conditions for passivity
i.e. E is positive semidefinite i.e. A is negative semidefinite Note that these are NOT necessary conditions (common misconception)
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Example. hState-Space Model from MNA of R, L, C circuits
When using MNA For immittance systems in MNA form A is Negative Semidefinite E is Positive Semidefinite + + - -
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Necessary and Sufficient Condition for Passivity The Positive Real (KYP) Lemma
A stable system (A,B,C,D) is positive real if and only if there exists X=XH0 such that the linear matrix inequality is satisfied If D=0 the system is positive real if
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Positive-Real Lemma (other form)
Lur’e equations : The system is positive-real if and only if is positive semidefinite A dual set of equations can be written for a with A similar set of equations exists for bounded-real models
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Outline Review of Laplace Domain Transfer Function
Stability of State-Space Models Passivity of State-Space Models Positive-Realness Bounded-Realness
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Bounded Realness & Passivity
For systems with scattering matrix representation, bounded-realness of the transfer function is equivalent to passivity ROM
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Passivity condition on transfer function
For systems with scattering matrix representation, passivity is equivalent to bounded-realness of the transfer function (no unstable poles) (impulse response is real) (no negative resistors)
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Passivity condition on transfer function
For systems with scattering matrix representation, passivity is equivalent to bounded-realness of the transfer function (no unstable poles) (impulse response is real) (no negative resistors) It means ||H(s)||2 < 1 is bounded for any frequency. Note: it is a global property!!!! FOR ANY FREQUENCY
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Bounded real transfer function in the complex plane for different frequencies
+j Transfer Function 1 -1 Passive region -j Active region
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Summary. System Properties
Review of Laplace Domain Transfer Function Stability of State-Space Models Passivity of State-Space Models Positive-Realness Bounded-Realness
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