LMIs in Control/pages/Discrete-Time H2 Norm
Discrete-Time H2 Norm
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' H2 norm can be found by solving a LMI.
The System
editDiscrete-Time LTI System with state space realization
The Data
editThe matrices: System .
The Optimization Problem
editThe following feasibility problem should be optimized:
is minimized while obeying the LMI constraints.
The LMI:
editDiscrete-Time Bounded Real Lemma
The LMI formulation
H2 norm <
Conclusion:
editThe H2 norm is the minimum value of that satisfies the LMI condition.
Implementation
editA link to CodeOcean or other online implementation of the LMI
MATLAB Code
Related LMIs
edit[1] - Continuous time H2 norm.
External Links
editA list of references documenting and validating the LMI.
- LMI Methods in Optimal and Robust Control - A course on LMIs in Control by Matthew Peet.
- LMI Properties and Applications in Systems, Stability, and Control Theory - A List of LMIs by Ryan Caverly and James Forbes.
- LMIs in Systems and Control Theory - A downloadable book on LMIs by Stephen Boyd.
- [2] - MATLAB function for the H2 norm.