National Instruments NI MATRIXx Xmath User Manual

Page 32

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Chapter 2

Additive Error Reduction

© National Instruments Corporation

2-9

Xmath Model Reduction Module

of the balanced system occurs, (assuming

nsr

is less than the number of

states). Thus, if the state-space representation of the balanced system is

with A

11

possessing dimension

nsr

×

nsr

, B

1

possessing

nsr

rows and C

1

possessing

nsr

columns, the reduced order system

SysR

is:

The following error formula is relevant:

It is this error bound which is the basis of the determination of the order
of the reduced system when the keyword

bound

is specified. If the error

bound sought is smaller than

, then no reduction is possible which is

consistent with the error bound. If it is larger than

, then the constant

transfer function matrix D achieves the bound.

For continuous systems, the actual approximation error depends on
frequency, but is always zero at

ω = ∞. In practice it is often greatest at

ω = 0; if the reduction of state dimension is 1, the error bound is exact, with
the maximum error occurring at DC. The bound also is exact in the special
case of a single-input, single-output transfer function which has poles and
zero alternating along the negative real axis. It is far from exact when the
poles and zeros approximately alternate along the imaginary axis (with the
poles stable).

A

A

11

A

12

A

21

A

22

=

B

B

1

B

2

=

C

C

1

C

2

=

x·

1

A

11

x

1

B

1

u

+

=

y

C

1

x Du

+

=

(continuous)

(discrete)

x

1

k 1

+

(

)

A

11

x

1

k

( ) B

1

u k

( )

+

=

y k

( )

C

1

x

1

k

( ) Du k

( )

+

=

C j

ωI A

(

)

1

[

]

C

1

j

ωI A

1

(

)

1

B

1

D

+

(

)

[

]

2

σ

nsr 1

+

σ

nsr 2

+

...

σ

ns

+

+

+

[

]

(continuous)

C e

j

ω

I A

(

)

1

B D

+

[

]

C

1

e

j

ω

I A

1

(

)

1

B

1

D

+

[

]

2

σ

nsr 1

+

σ

nsr 2

+

...

σ

ns

+

+

+

[

]

(discrete)

2

σ

ns

2tr

Σ

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