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A universal tool for solving different control problems Ulle - - PowerPoint PPT Presentation

A universal tool for solving different control problems Ulle Kotta kotta@cc.ioc.ee Institute of Cybernetics at TUT A universal tool for solving different control problems p. 1/28 Contents Three control problems


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SLIDE 1

A universal tool for solving different control problems

¨ Ulle Kotta

kotta@cc.ioc.ee

Institute of Cybernetics at TUT

A universal tool for solving different control problems – p. 1/28

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SLIDE 2

Contents

  • Three control problems
  • Algebraic formalism
  • Solutions and examples

A universal tool for solving different control problems – p. 2/28

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SLIDE 3

Three control problems

  • Analysis

Controllability (Accessibility)

  • Synthesis

Linearization by static state feedback

  • Modelling

Realization in classical state-space form

A universal tool for solving different control problems – p. 3/28

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SLIDE 4

Accessibility

  • System
✂ ✄ ☎ ✆ ✝✟✞ ✠ ✡ ☛ ☞ ✆ ✝ ✞ ✡ ✌ ✍ ✝ ✞ ✡ ✎

is said to be accessible if it does not have any nonzero autonomous element

  • Function

is said to be an autonomous element if there exists an integer

and a nonzero meromorphic function

such that

✑ ✝ ✌ ✒ ✌✓ ✓ ✓ ✒ ✔ ✡ ☛ ✕

A universal tool for solving different control problems – p. 4/28

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SLIDE 5

Linearization

✂ ✄ ✆ ✝ ✞ ✠ ✡ ☛ ☞ ✆ ✝✟✞ ✡ ✌ ✍ ✝ ✞ ✡ ✎ ✍ ✝ ✞ ✡ ☛ ☎ ☞ ✆ ✝✟✞ ✡ ✌ ✆ ✝✟✞ ✡ ✎ ✝ ☛ ✝ ✆ ✡ ✝ ✝ ✞ ✠ ✡ ☛ ✝ ✝ ✞ ✡ ✆ ✝ ✞ ✡

A universal tool for solving different control problems – p. 5/28

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SLIDE 6

State-space realization

  • ✝✟✞
✁ ✡ ☛ ☞
✞ ✡ ✌ ✓ ✓ ✓ ✌
✞ ✁ ✂ ✠ ✡ ✌ ✍ ✝ ✞ ✡ ✌ ✓ ✓ ✓ ✌ ✍ ✝✟✞ ✁ ✂ ✠ ✡ ✎ ✆ ✝ ✞ ✠ ✡ ☛ ☞ ✆ ✝✟✞ ✡ ✌ ✍ ✝ ✞ ✡ ✎
✞ ✡ ☛ ✄ ☞ ✆ ✝ ✞ ✡ ✎

NB!!!

☎ ✆ ✝

A universal tool for solving different control problems – p. 6/28

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SLIDE 7

Extended system

Associate to an extended state-space system

✝ ✞ ✠ ✡ ☛
✝ ✝ ✞ ✡ ✌ ✆ ✝ ✞ ✡ ✡
✂☎✄ ✆ ✝ ✞ ✂☎✄ ✟ ✝ ✆
✂☎✄ ✆ ✝ ✡☞☛ ✂☎✄ ✆ ✌✍ ✍ ✍ ✌ ☛ ✂ ✄ ✟ ✝ ✎ ✏ ✆ ✌ ✞ ✂ ✄ ✆ ✌✍ ✍ ✍ ✌ ✞ ✂☎✄ ✟ ✝ ✎ ✏ ✆✑ ✒
  • ✓✕✔
✂✗✖ ✆ ✝ ✡ ✠✙✘ ✌✍ ✍ ✍ ✌ ✠✛✚ ✌ ✓ ✂ ✠ ✆ ✌ ✠✛✚ ✜ ✘ ✌✍ ✍ ✍ ✌ ✠ ✘ ✚ ✌ ✁ ✑ ✒

A universal tool for solving different control problems – p. 7/28

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SLIDE 8

The forward-shift operator

  • Let

denote the field of meromorphic functions in a finite number of variables

✝ ✕ ✡ ✌ ✍ ✝✟✞ ✡ ✌ ✞ ✕ ✁
  • The forward-shift operator
✒ ☎

is defined by

✒ ✂ ✝ ✆ ✝ ✞ ✡ ✌ ✍ ✝ ✞ ✡ ✡ ☛ ✂ ✝ ✝ ✆ ✝ ✞ ✡ ✌ ✍ ✝ ✞ ✡ ✡ ✌ ✍ ✝ ✞ ✠ ✡ ✡

is one-to-one, if the system is submersive.

A universal tool for solving different control problems – p. 8/28

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SLIDE 9

Submersivity

The system is said to be submersive, if

✂ ✄✆☎ ✝ ✝ ✆ ✌ ✍ ✡ ✝ ✝ ✆ ✌ ✍ ✡ ☛ ✁
✂ ✄ ✒ ✝✟✞ ✡ ✠ ✕ ✡ ☛ ✝ ✞ ✡ ✠ ✕

A universal tool for solving different control problems – p. 9/28

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SLIDE 10

Submersivity - example

☛ ✆✄✂ ✆
☛ ✂ ✆ ✁ ✆
☛ ✆ ✁ ✆ ✂
✂ ✄ ☎ ✝ ✝ ✆ ✡ ✝ ✆ ☛
✂ ✄✆☎ ✆ ✕ ✠ ✕ ✂ ✠ ✕ ✕ ✆✄✂ ✆ ✁ ✕ ✝ ☛ ✞

The system is not submersive

A universal tool for solving different control problems – p. 10/28

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SLIDE 11

Submersivity - example

  • 1. Consider the following function
✁✄✂ ✟ ✁✄☎ ✁ ✘ ✆
✝ ✞✠✟

2.

✡ ✝ ✏
✡ ✝ ✏ ✝

is not defined

A universal tool for solving different control problems – p. 11/28

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SLIDE 12

Difference field

If

is one-to-one then pair

✝ ✌ ✒ ✡

is a difference field

A universal tool for solving different control problems – p. 12/28

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SLIDE 13

Inversive closure

  • It is not guaranteed that each element in

has a pre-image. Example

☛ ✍ ✁ ✆
☛ ✆ ☎ ✍ ✁ ✆
☛ ✍ ✂ ✆ ☎ ☛ ✆
✆ ✁ ☎ ☛ ✆✄✂ ✆ ✁

But for

✆ ✁

and

✆ ✂

there are no pre-images in .

A universal tool for solving different control problems – p. 13/28

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SLIDE 14

Construction of the inversive closure

  • The idea is to construct a backward shift operator
✆ ✁ ☎

in

  • rder to enlarge domain of state-equation to the negative

time instances

✄ ✝ ✎ ✏ ✌ ✎ ✂ ✌✍ ✍ ✍

.

✄ ✄ ☎ ✆✝ ✞ ✡✠✟ ✂ ☎
✂ ✄ ☎ ✝ ✝ ✆ ✌ ✍ ✡ ✝ ✍ ☛ ✡ ✄ ✝ ✁ ✂ ☎
✍ ✁ ☞ ✄ ✝ ✁ ✂ ☎
☛ ✆ ✁ ✄ ✝ ✁ ✂ ☎
✍ ✁ ✁ ☞ ✄ ✝ ✁ ✂ ☎
✆ ✌ ☛ ✆ ✁ ✁

A universal tool for solving different control problems – p. 14/28

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SLIDE 15

Construction of the inversive closure

  • Define
✠ ✝
✁ ✁ ✆

such that

✁ ✂ ✄ ☎ ✆ ✝ ✞ ✁ ✁ ✟ ✠ ✁ ✂ ✄ ☎ ✆ ✝ ✞ ✁ ✟ ✟ ✁ ✂ ✄ ☎ ✆ ✝ ✞ ✠ ✟ ✡ ✁ ✁ ✝ ☛ ✂ ✁ ✌ ✠ ✆

Example - continuation

✁ ✜ ☎ ✝ ✞ ☎ ✁ ✜ ✘ ✝ ✁ ✂ ✞ ☎ ✁ ✜ ✂ ✝ ✞ ✘ ✁ ✁ ✂ ✝ ✁ ✘ ✁✄☎ ✠ ✝ ✂ ✁ ✁ ☎ ✌ ✁ ✁ ✘ ✆ ☞ ✌ ✍ ✁ ✞ ✂☎✄ ✆ ✌ ✄ ✎ ✝ ✠ ✂ ✎ ✏ ✆ ✌ ✏ ✎ ✝

A universal tool for solving different control problems – p. 15/28

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SLIDE 16

Vector space

  • ver
☛ ✄ ✝ ✁ ✂ ☎
✑ ✁ ✑ ✂ ✁

Forward shift operator

✒ ☎

induces in

  • a

forward shift operator

☎ ✄ ☛ ✑ ✄ ✄ ✒ ☎ ✄ ☛ ✝ ✒ ✑ ✄ ✡ ✌ ☎ ✄ ✌ ✑ ✄ ✂

A universal tool for solving different control problems – p. 16/28

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SLIDE 17

Relative degree

The relative degree

  • f a one form
✁ ✂
✡ ✂ ✁
✂ ☎ ✁ ✆ ✁ ✂ ✄ ✝ ✁ ✂ ☎
✆ ✁ ✁

If such an integer does not exist set

A universal tool for solving different control problems – p. 17/28

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SLIDE 18
  • is said to be exact if
✁ ☛ ☛
  • is said to be closed if
☛ ✁ ☛ ✕
  • Exact one-form is always closed.

Closed form is not always exact globally but always exact locally.

  • The subspace of differential one-forms is

said to be completely integrable if it has a basis which consists of closed differential

  • ne forms only.

A universal tool for solving different control problems – p. 18/28

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SLIDE 19

Frobenius theorem

  • Let
✁✂ ✄ ✝ ✆ ✝✆☎ ☎ ✌✍ ✍ ✍ ✌ ☎ ✝ ✟

is the subspace of

.

  • is

completely integrable iff

✟ ☎ ✠ ✡ ☎ ☎ ✡ ✍ ✍ ✍ ✡ ☎ ✝ ✝ ✝ ☛ ✏ ✝ ✏ ✌✍ ✍ ✍ ✌ ☞
  • If Frobenius theorem is satisfied then
✌ ✝
✌✍ ✍ ✍ ✌

such that

✂ ✄
✁ ✂ ✄ ☎ ✆ ✝ ✟
✌✍ ✍ ✍ ✌ ✟

A universal tool for solving different control problems – p. 19/28

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SLIDE 20

The sequence of subspaces

☛ ✄ ✝ ✁ ✂ ☎
✆ ✝ ✕ ✡ ✁ ✁
✂ ✁ ✁ ✁ ✂ ✁ ✁ ✌

contains only one-forms of relative degree equal or greater than

  • .
✁ ✂ ✞ ✞ ✞ ✂ ✁ ✄ ✂ ✁ ✄
☛ ✁ ✄
☛ ✞ ✞ ✞ ☛ ☎

A universal tool for solving different control problems – p. 20/28

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SLIDE 21

Solutions

  • The system

is accessible iff

☎ ☛

.

  • The system

is linearizable by static state feedback iff

✁ ✌
✠ ✌✓ ✓ ✓ ✌ ✁ ✠

are completely integrable.

  • The system

admits classical state-space realization iff

✁ ✠

are completely integrable.

A universal tool for solving different control problems – p. 21/28

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SLIDE 22

Accessibility - example

☛ ✆ ✁ ✝ ✆ ✂ ☎ ✠ ✡ ✂ ✆
☛ ✆ ✂ ✝ ✆ ✂ ☎ ✠ ✡ ☎ ✆
☛ ✆ ☎ ✍ ✂ ☛ ✄ ✝ ✁ ✂ ☎ ☛ ✆ ✁ ✌ ☛ ✆ ✂ ☎ ☛ ✄ ✝ ✁ ✂ ☎
✂ ☛ ✆ ✁ ✂ ✞ ✆ ✁ ☛ ✆ ✂ ☎ ☛ ✄ ✝ ✁ ✂ ☎ ✁ ✁
✝ ✆ ✂ ☎ ✠ ✡ ✂ ✁

The system is not accessible.

A universal tool for solving different control problems – p. 22/28

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SLIDE 23

Linearization - example

✁ ✜ ☎ ✝ ✞ ☎ ✁ ✜ ✘ ✝ ✁ ✂ ✞ ☎ ✁ ✜ ✂ ✝ ✁✁ ✞ ☎ ✁ ✜
✁✄✂ ✞ ☎ ✁ ✜ ✂ ✝ ✁✄☎ ✞ ☎ ✁ ✜ ☎ ✝ ✞ ✘ ✆ ✘ ✝ ✁ ✂ ✄ ☎ ✆ ✝ ✁✄☎ ✞ ✁ ✘ ✎ ✁ ✘ ✞ ✁✄☎ ✌ ✁✄☎ ✞ ✁ ✂ ✎ ✁ ✂ ✞ ✁✄☎ ✌ ✁✄☎ ✞ ✁✁ ✎ ✁✁ ✞ ✁✄☎ ✌ ✁✄☎ ✞ ✁✄✂ ✎ ✁✄✂ ✞ ✁✄☎ ✞ ✆ ✂ ✝ ✁ ✂ ✄ ☎ ✆ ✝ ✁ ✘ ✞ ✁ ✂ ✎ ✁ ✂ ✞ ✁ ✘ ✌ ✁ ✘ ✞ ✁✄ ✎ ✁✄ ✞ ✁ ✘ ✞ ✆
✁ ✂ ✄ ☎ ✆ ✝ ✁ ✘ ✞ ✁ ✂ ✎ ✁ ✂ ✞ ✁ ✘ ✞ ✆
✝ ✝ ✟

A universal tool for solving different control problems – p. 23/28

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SLIDE 24

Linearization - example

✁ ✁ ☛ ✆ ✂ ☛ ✆ ☎ ✂ ✆ ☎ ☛ ✆ ✂ ✁ ✂ ☛ ✆ ✁ ☛ ✆ ✂ ✂ ✆ ✂ ☛ ✆ ✁ ✁ ✂ ✂ ✂

does not depend on

✁ ✁ ✌ ✁
✌ ✁
✁ ✁ ☛ ☛ ✁ ✝✟✞ ✡ ✁ ✂ ☛ ☛ ✂ ✝✟✞ ✡
✞ ☛ ✁ ✁ ✁ ✁ ✁ ☛ ☛ ✁ ✂ ✁ ✁ ✂ ☛ ✕ ✂ ✁ ✁ ☛ ✠ ✆ ✂ ✂ ✁ ✁ ☛ ☛ ✆ ☎ ✆✄✂ ✂ ✁ ✂ ☛ ✠ ✆ ✂ ✁ ✁ ✂ ☛ ☛ ✆✄✂ ✆ ✁

A universal tool for solving different control problems – p. 24/28

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SLIDE 25

Linearization - example

Define

✂ ✆ ☛ ✆ ☎ ✆✄✂ ✌ ✆✁ ✆ ☎ ✌ ✆ ✂ ✆✂ ✌ ✆☎✄ ✆ ✂ ✌ ✆ ✂ ✆ ✁ ✌ ✆ ☎ ✂ ✆
☛ ✂ ✆ ✂ ✂ ✆
☛ ✂ ✆ ☎ ✂ ✆
☛ ✂ ✆✂ ✂ ✆
✍ ✂ ✂ ✆ ✂ ✂ ✆ ☎ ✂ ✆✂ ✂ ✆ ✄ ✍ ✁ ✂ ✆
☛ ✂ ✆✆✄ ✂ ✆
☛ ✂ ✆ ✂ ✂ ✆✆✄ ✍ ✁ ✍ ✁ ☛ ✆ ✁ ✂ ✆ ✂ ✌ ✂ ✆☎✄ ✍ ✂ ☛ ✂ ✆ ☎ ✂ ✆✁ ✆ ✁ ✆ ✂

A universal tool for solving different control problems – p. 25/28

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SLIDE 26

Realization - example

  • ✝✟✞
✞ ✡ ☛
  • ✝✟✞
✠ ✡ ✍ ✝✟✞ ✡
✞ ✡ ✍ ✝ ✞ ✠ ✡ ☎ ☛
  • ✝✟✞
✡ ✌ ☛
✞ ✠ ✡ ✂
  • ✝✟✞
✂ ✠ ✡ ☛ ✍ ✝ ✞ ✡ ✁ ☎

is not integrable the system is not realizable.

A universal tool for solving different control problems – p. 26/28

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SLIDE 27

Realization - example

  • ✝✟✞
✞ ✡ ☛
  • ✝✟✞
✡ ✍ ✝ ✞ ✡
✞ ✠ ✡ ✍ ✝ ✞ ✠ ✡ ☎ ☛
✞ ✡ ✌ ☛
✞ ✠ ✡ ✂
✞ ✡ ☛ ✍ ✝ ✞ ✡ ✁ ☎

is integrable The system is realizable.

✁✄✂ ✆ ✁ ✝✟✞ ✠ ✡ ☛ ✆ ✂ ✝ ✞ ✡ ✆ ✁ ✝ ✞ ✡ ✍ ✝ ✞ ✡ ✆ ✂ ✝✟✞ ✠ ✡ ☛ ✆ ✁ ✝ ✞ ✡ ✍ ✝✟✞ ✡
  • ✝✟✞
✡ ☛ ✆ ✁ ✝ ✞ ✡

A universal tool for solving different control problems – p. 27/28

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SLIDE 28

Thank you!!!

A universal tool for solving different control problems – p. 28/28