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LMIs in Control/pages/Discrete-Time Detectability

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Discrete-Time Detectability

A discrete time system operates on a discrete time signal input and produces a discrete time signal output. They are used in digital signal processing, such as digital filters for images or sound. The class of discrete time systems that are both linear and time invariant, known as discrete time LTI systems.

Discrete-Time LTI systems can be made detectable using observer gain L, which can be found using LMI optimization, such that the close loop system is detectable.

The System

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Discrete-Time LTI System with state space realization

The Data

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The matrices: System .

The Optimization Problem

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The following feasibility problem should be optimized:

Maximize P while obeying the LMI constraints.
Then L is found.

The LMI:

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Discrete-Time Detectability

The LMI formulation

Conclusion:

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The system is detectabe iff there exits a , such that . The matrix is Schur with

Implementation

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A link to CodeOcean or other online implementation of the LMI
MATLAB Code

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[1] - Continuous time Detectability

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A list of references documenting and validating the LMI.

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