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T: Magnetic Bearing: Reference: Robust Control Instructor: Prof. Masayuki Fujita (S5-303B) M. Fujita, K. Hatake, F. Matsumura and K. Uchida An Experimental Evaluation and Comparison of Control for a Magnetic Bearing 12th IFAC World Congress, Sydney, Australia, July 18-23, 1993. Robust Performance 1 1/4/2016

Fujita Laboratory - T: Magnetic Bearing: Robust Performance · 2016. 4. 1. · Instructor: Prof. Masayuki Fujita (S5-303B) M. Fujita, K. Hatake, F. Matsumura and K. Uchida An Experimental

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Page 1: Fujita Laboratory - T: Magnetic Bearing: Robust Performance · 2016. 4. 1. · Instructor: Prof. Masayuki Fujita (S5-303B) M. Fujita, K. Hatake, F. Matsumura and K. Uchida An Experimental

T: Magnetic Bearing:

Reference:

Robust ControlInstructor: Prof. Masayuki Fujita (S5-303B)

M. Fujita, K. Hatake, F. Matsumura and K. Uchida An Experimental Evaluation and Comparison of Control for a Magnetic Bearing12th IFAC World Congress, Sydney, Australia, July 18-23, 1993.

Robust Performance

1

1/4/2016

Page 2: Fujita Laboratory - T: Magnetic Bearing: Robust Performance · 2016. 4. 1. · Instructor: Prof. Masayuki Fujita (S5-303B) M. Fujita, K. Hatake, F. Matsumura and K. Uchida An Experimental

2Figure Magnetic Bearing

Real Physical System

Magnetic Bearing

Page 3: Fujita Laboratory - T: Magnetic Bearing: Robust Performance · 2016. 4. 1. · Instructor: Prof. Masayuki Fujita (S5-303B) M. Fujita, K. Hatake, F. Matsumura and K. Uchida An Experimental

3

Assumptions

• The rotor is rigid and has no unbalance

• All Electromagnets are identical

• Attractive force of an electromagnet is in proportion

to the square of the ratio of the electric current to the

gap length

• The resistance and the inductance of the electromagnet

coil are constant and independent of the gap length

• Small deviations from the equilibrium point are treated

Page 4: Fujita Laboratory - T: Magnetic Bearing: Robust Performance · 2016. 4. 1. · Instructor: Prof. Masayuki Fujita (S5-303B) M. Fujita, K. Hatake, F. Matsumura and K. Uchida An Experimental

4

Nominal ModelState-Space Representation

• The subscripts “v” and “h” stand for the vertical motion andhorizontal motion of the magnetic bearing.

g: deviations from the steady gap lengths between the electromagnetsand the rotor

i: deviations from the steady currents of the electromagnetse: deviations from the steady voltages of the electromagnets

Page 5: Fujita Laboratory - T: Magnetic Bearing: Robust Performance · 2016. 4. 1. · Instructor: Prof. Masayuki Fujita (S5-303B) M. Fujita, K. Hatake, F. Matsumura and K. Uchida An Experimental

5

Mathematical Model

Page 6: Fujita Laboratory - T: Magnetic Bearing: Robust Performance · 2016. 4. 1. · Instructor: Prof. Masayuki Fujita (S5-303B) M. Fujita, K. Hatake, F. Matsumura and K. Uchida An Experimental

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Nominal Model• Gyroscopic effect :

• If (ignore gyroscopic effect)

- (v) Vertical plant

- (h) Horizontal plant

• Nominal model

Page 7: Fujita Laboratory - T: Magnetic Bearing: Robust Performance · 2016. 4. 1. · Instructor: Prof. Masayuki Fujita (S5-303B) M. Fujita, K. Hatake, F. Matsumura and K. Uchida An Experimental

Model Uncertainty• Perturbation (gyro effect )

• Uncertainty weight

• Robust stability

7

Page 8: Fujita Laboratory - T: Magnetic Bearing: Robust Performance · 2016. 4. 1. · Instructor: Prof. Masayuki Fujita (S5-303B) M. Fujita, K. Hatake, F. Matsumura and K. Uchida An Experimental

Performance• Performance weight

• Nominal performance

8

Page 9: Fujita Laboratory - T: Magnetic Bearing: Robust Performance · 2016. 4. 1. · Instructor: Prof. Masayuki Fujita (S5-303B) M. Fujita, K. Hatake, F. Matsumura and K. Uchida An Experimental

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Loop Shaping

• For frequencies:

• For frequencies:

• Loop shaping:

:

Page 10: Fujita Laboratory - T: Magnetic Bearing: Robust Performance · 2016. 4. 1. · Instructor: Prof. Masayuki Fujita (S5-303B) M. Fujita, K. Hatake, F. Matsumura and K. Uchida An Experimental

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Loop Shaping Design Procedure

[Step 1] Loop Shaping

Selecting shaping functions and , the singular values

of the nominal plant are shaped to have a desired open

loop shape. Let represent this shaped plant,

and should be selected such that has no hidden

unstable modes.

Page 11: Fujita Laboratory - T: Magnetic Bearing: Robust Performance · 2016. 4. 1. · Instructor: Prof. Masayuki Fujita (S5-303B) M. Fujita, K. Hatake, F. Matsumura and K. Uchida An Experimental

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Loop Shaping Design Procedure

[Step 2] Robust Stabilization

The maximum stability margin is calculated.

If , return to Step 1 and and are reselected.

Otherwise, is appropriately selected as , and

an controller is synthesized for .

[Step 3] Final Controller

The final controller can be obtained by the combination

of and as

Page 12: Fujita Laboratory - T: Magnetic Bearing: Robust Performance · 2016. 4. 1. · Instructor: Prof. Masayuki Fujita (S5-303B) M. Fujita, K. Hatake, F. Matsumura and K. Uchida An Experimental

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Loop Shaping Design Procedure

• Normalized left coprime factorization

• Uncertainties

• Robust stabilizing problem

Page 13: Fujita Laboratory - T: Magnetic Bearing: Robust Performance · 2016. 4. 1. · Instructor: Prof. Masayuki Fujita (S5-303B) M. Fujita, K. Hatake, F. Matsumura and K. Uchida An Experimental

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Loop Shaping Design Procedure

Page 14: Fujita Laboratory - T: Magnetic Bearing: Robust Performance · 2016. 4. 1. · Instructor: Prof. Masayuki Fujita (S5-303B) M. Fujita, K. Hatake, F. Matsumura and K. Uchida An Experimental

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Design for vertical motion

Design for horizontal motion

Page 15: Fujita Laboratory - T: Magnetic Bearing: Robust Performance · 2016. 4. 1. · Instructor: Prof. Masayuki Fujita (S5-303B) M. Fujita, K. Hatake, F. Matsumura and K. Uchida An Experimental

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Loop Transfer Function

Page 16: Fujita Laboratory - T: Magnetic Bearing: Robust Performance · 2016. 4. 1. · Instructor: Prof. Masayuki Fujita (S5-303B) M. Fujita, K. Hatake, F. Matsumura and K. Uchida An Experimental

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Nominal Performance and Robust Stability

NP Test RS Test

Page 17: Fujita Laboratory - T: Magnetic Bearing: Robust Performance · 2016. 4. 1. · Instructor: Prof. Masayuki Fujita (S5-303B) M. Fujita, K. Hatake, F. Matsumura and K. Uchida An Experimental

17Fig. Feedback Structure

K

y

00

u

Interconnection Structure

Page 18: Fujita Laboratory - T: Magnetic Bearing: Robust Performance · 2016. 4. 1. · Instructor: Prof. Masayuki Fujita (S5-303B) M. Fujita, K. Hatake, F. Matsumura and K. Uchida An Experimental

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Mixed Sensitivity Design

)(sWT

u yyg

WTy systemnames = 'G WT'; inputvar = '[ u(4) ]';outputvar = '[ WT; G ]'; input_to_G = '[ u ]'; input_to_WT = '[ G ]';GWT = sysic;

MATLAB Command

% Generalized Plantsystemnames = 'WP GWT';inputvar = '[ w(4); u(4) ]'; outputvar = '[ WP; GWT(1:4); GWT(5:8)+w ]'; input_to_WP = '[ GWT(5:8)+w ]'; input_to_GWT = '[ u ]';Gmix = sysic;nmeas = 4; ncon = 4;[Kmix, CLmix, gammix, infomix] = hinfsyn(Gmix, nmeas, ncon, 'tolgam', 0.1);

MATLAB Command

)(sK

yu

1z

)(sWS 2z

)(sWT

w

Page 19: Fujita Laboratory - T: Magnetic Bearing: Robust Performance · 2016. 4. 1. · Instructor: Prof. Masayuki Fujita (S5-303B) M. Fujita, K. Hatake, F. Matsumura and K. Uchida An Experimental

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• Set of Plants

• Robust Stability

• Robust Performance

-Controller

Page 20: Fujita Laboratory - T: Magnetic Bearing: Robust Performance · 2016. 4. 1. · Instructor: Prof. Masayuki Fujita (S5-303B) M. Fujita, K. Hatake, F. Matsumura and K. Uchida An Experimental

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• Linear Fractional Transformation

• Block Structure

• Structured Singular Value

• Robust Performance Test

-Controller: Structured Singular Value

Page 21: Fujita Laboratory - T: Magnetic Bearing: Robust Performance · 2016. 4. 1. · Instructor: Prof. Masayuki Fujita (S5-303B) M. Fujita, K. Hatake, F. Matsumura and K. Uchida An Experimental

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• D-K Iteration : 1st

• 2nd order fit for the D-scaling

-Controller: D-K Iteration

Page 22: Fujita Laboratory - T: Magnetic Bearing: Robust Performance · 2016. 4. 1. · Instructor: Prof. Masayuki Fujita (S5-303B) M. Fujita, K. Hatake, F. Matsumura and K. Uchida An Experimental

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-Controller: D-K Iteration

• D-K Iteration : 2nd

Page 23: Fujita Laboratory - T: Magnetic Bearing: Robust Performance · 2016. 4. 1. · Instructor: Prof. Masayuki Fujita (S5-303B) M. Fujita, K. Hatake, F. Matsumura and K. Uchida An Experimental

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-Controller: Analysis

Page 24: Fujita Laboratory - T: Magnetic Bearing: Robust Performance · 2016. 4. 1. · Instructor: Prof. Masayuki Fujita (S5-303B) M. Fujita, K. Hatake, F. Matsumura and K. Uchida An Experimental

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-Controller: Analysis

Page 25: Fujita Laboratory - T: Magnetic Bearing: Robust Performance · 2016. 4. 1. · Instructor: Prof. Masayuki Fujita (S5-303B) M. Fujita, K. Hatake, F. Matsumura and K. Uchida An Experimental

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Digital Implementation and Experiments

• Sampling Time

:

:

:

• Discretization : Tustin Transform

G = tf(num, den);Gd = c2d(G, T, ‘tustin’);

MATLAB Command

Page 26: Fujita Laboratory - T: Magnetic Bearing: Robust Performance · 2016. 4. 1. · Instructor: Prof. Masayuki Fujita (S5-303B) M. Fujita, K. Hatake, F. Matsumura and K. Uchida An Experimental

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Digital Implementation and Experiments

Experiment 1

• Sine-wave type signal of only one cycle

• The frequency of the sine-wave is 10 Hz

• The peak value is 6 V for the vertical case and 4.5 V

for the horizontal case

Experiment 2 • Step type signal

• Applied voltage is 5 V

Additional weight is about 3.3 kg

Page 27: Fujita Laboratory - T: Magnetic Bearing: Robust Performance · 2016. 4. 1. · Instructor: Prof. Masayuki Fujita (S5-303B) M. Fujita, K. Hatake, F. Matsumura and K. Uchida An Experimental

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Results of Experiment 1 : Nominal

Page 28: Fujita Laboratory - T: Magnetic Bearing: Robust Performance · 2016. 4. 1. · Instructor: Prof. Masayuki Fujita (S5-303B) M. Fujita, K. Hatake, F. Matsumura and K. Uchida An Experimental

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Results of Experiment 1 : Perturbed

Page 29: Fujita Laboratory - T: Magnetic Bearing: Robust Performance · 2016. 4. 1. · Instructor: Prof. Masayuki Fujita (S5-303B) M. Fujita, K. Hatake, F. Matsumura and K. Uchida An Experimental

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Results of Experiment 2 : Nominal

Page 30: Fujita Laboratory - T: Magnetic Bearing: Robust Performance · 2016. 4. 1. · Instructor: Prof. Masayuki Fujita (S5-303B) M. Fujita, K. Hatake, F. Matsumura and K. Uchida An Experimental

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Results of Experiment 2: Perturbed

Page 31: Fujita Laboratory - T: Magnetic Bearing: Robust Performance · 2016. 4. 1. · Instructor: Prof. Masayuki Fujita (S5-303B) M. Fujita, K. Hatake, F. Matsumura and K. Uchida An Experimental

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Unbalance Control

• Free parameter

• Condition

Page 32: Fujita Laboratory - T: Magnetic Bearing: Robust Performance · 2016. 4. 1. · Instructor: Prof. Masayuki Fujita (S5-303B) M. Fujita, K. Hatake, F. Matsumura and K. Uchida An Experimental

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Unbalance Control

• Design for vertical motion

• Design for horizontal motion

• Rotational speed (1200 rpm)

Page 33: Fujita Laboratory - T: Magnetic Bearing: Robust Performance · 2016. 4. 1. · Instructor: Prof. Masayuki Fujita (S5-303B) M. Fujita, K. Hatake, F. Matsumura and K. Uchida An Experimental

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Unbalance Control: Experimental Results

Page 34: Fujita Laboratory - T: Magnetic Bearing: Robust Performance · 2016. 4. 1. · Instructor: Prof. Masayuki Fujita (S5-303B) M. Fujita, K. Hatake, F. Matsumura and K. Uchida An Experimental

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Unbalance Control: Experimental Results

Page 35: Fujita Laboratory - T: Magnetic Bearing: Robust Performance · 2016. 4. 1. · Instructor: Prof. Masayuki Fujita (S5-303B) M. Fujita, K. Hatake, F. Matsumura and K. Uchida An Experimental

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Unbalance Control: Experimental Results

Page 36: Fujita Laboratory - T: Magnetic Bearing: Robust Performance · 2016. 4. 1. · Instructor: Prof. Masayuki Fujita (S5-303B) M. Fujita, K. Hatake, F. Matsumura and K. Uchida An Experimental

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Unbalance Control: Experimental Results

Page 37: Fujita Laboratory - T: Magnetic Bearing: Robust Performance · 2016. 4. 1. · Instructor: Prof. Masayuki Fujita (S5-303B) M. Fujita, K. Hatake, F. Matsumura and K. Uchida An Experimental

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Unbalance Control: Experimental Results