LMIs in Control/pages/LMI for System H2 Norm

-norm of System

The -norm is conceptually identical to the Frobenius (aka Euclidean) norm on a matrix. It can be used to determine whether the system representation can be reduced to its simplest form, thereby allowing its use in performing effective block-diagram algebra.


The SystemEdit

Suppose we define the state-space system  if:

 

where  ,  ,  , and   for any  . Then the  -norm of the system can be determined as described below.

The DataEdit

In order to determine the  -norm of the system, we need the matrices  ,  , and  .

The Optimization ProblemEdit

Suppose we wanted to to infer properties of the system behaviour (which is represented in the form (A,B,C,D)). Then it becomes necessary to ensure that the overall system forms an algebra, as the standard use of block-diagram algebra would otherwise be invalid. The only way this is possible is by calculating   and/or  -norms - both of which are signal norms that (in a certain sense) measure the size of the transfer function.

The LMI: The NormEdit

Assuming that  , this means that the following are equivalent:

 
 

Conclusion:Edit

The LMI can be used to minimize the  -norm of the system. It is worth noting that a finite  -norm does not guarantee finite  -norm, and that in order for the block diagram algebra to be valid,  -norm must be finite.

ImplementationEdit

  • Example Code - A GitHub link that contains code (titled "H2Norm.m") that demonstrates how this LMI can be implemented using MATLAB-YALMIP.

Related LMIsEdit

External LinksEdit

A list of references documenting and validating the LMI.


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