Nonlinear Model Reduction for Flexible Aircraft Control Design A. Da Ronch and K.J. Badcock

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Nonlinear Model Reduction for Flexible Aircraft Control Design A. Da Ronch and K.J. Badcock University of L iverpool , UK Bristol, 8 December 2011. FlexFlight : Nonlinear Flexibility Effects on Flight Dynamics & Control of Next Generation Aircraft. Overview - PowerPoint PPT Presentation

Transcript of Nonlinear Model Reduction for Flexible Aircraft Control Design A. Da Ronch and K.J. Badcock

Page 1: Nonlinear Model Reduction  for Flexible Aircraft Control Design A.  Da Ronch  and  K.J.  Badcock
Page 2: Nonlinear Model Reduction  for Flexible Aircraft Control Design A.  Da Ronch  and  K.J.  Badcock

Nonlinear Model Reduction for Flexible Aircraft Control

Design

A. Da Ronch and K.J. BadcockUniversity of Liverpool, UK

Bristol, 8 December 2011

FlexFlight: Nonlinear Flexibility Effects on Flight Dynamics & Control of Next Generation Aircraft

Page 3: Nonlinear Model Reduction  for Flexible Aircraft Control Design A.  Da Ronch  and  K.J.  Badcock

Overview

• Very large or very flexible aircraft

- low frequency modes

- coupled rigid body/structural dynamics

- nonlinearities from structure and fluid

• Control design for flexible aircraft FCS

• Are nonlinear effects important? How much? Time/cost

saving?

Page 4: Nonlinear Model Reduction  for Flexible Aircraft Control Design A.  Da Ronch  and  K.J.  Badcock

1.Nonlinearities from structure and fluid

• physics-based simulation

2.How to reduce size for control design?

• nonlinear model reduction

3.How to test the FCS for 100k runs?

• model hierarchy1,2

1. Da Ronch et al., “On the generation of flight dynamics aerodynamic tables by computational fluid

dynamics,” Progress in Aerospace Sciences 2011; 47(8): 597-620

2. Badcock et al., “Transonic aeroelastic simulation for envelope searches and uncertainty analysis,”

Progress in Aerospace Sciences 2011; 47(5): 392-423

Page 5: Nonlinear Model Reduction  for Flexible Aircraft Control Design A.  Da Ronch  and  K.J.  Badcock

Full Order Model

Nonlinear system (aeroelastic + rigid body modes)

• Large dimension (CFD)

• Expensive to solve in routine manner

n

Tras

w

wwww

UwRdtdw

R

, *

Page 6: Nonlinear Model Reduction  for Flexible Aircraft Control Design A.  Da Ronch  and  K.J.  Badcock

Taylor Series

Taylor series expansion of R

• Equilibrium point, w0: w’ = w-w0

Manipulable control, uc, and external disturbance, ud

dd

cc

uuRu

uRwwwC

wwBwwAwRwR

',','61

','21'''

0

0

Jacobian

Page 7: Nonlinear Model Reduction  for Flexible Aircraft Control Design A.  Da Ronch  and  K.J.  Badcock

Model Reduction

Eigenvalue problem of Jacobian, A

• Modal matrices, m<n

• Biorthogonality conditions

m

n

z

w

zzw

C

R'

'

m

m

,,,,

1

1

Project the FOM onto a small basis of aeroelastic eigenmodes

Page 8: Nonlinear Model Reduction  for Flexible Aircraft Control Design A.  Da Ronch  and  K.J.  Badcock

Linear Reduced Model

Linear FOM around w0

Transformation of coordinates: linear ROM

mi

uuRu

uRz

dtdz

dd

cc

Tii

i

,,1

dd

cc

uuRu

uRwwwCwwBwwAwR

',','61','

21'''

Page 9: Nonlinear Model Reduction  for Flexible Aircraft Control Design A.  Da Ronch  and  K.J.  Badcock

Nonlinear Reduced Model

Higher order terms in the FOM residual

B involves ~m2 terms and C ~m3 (matrix-free products)

m

r

m

ssrsrsrsr

srsrsrsr

zzBzzB

zzBzzBwwB

1 1 ,,

,,','

',','

61','

21 wwwCwwBψ T

i

Page 10: Nonlinear Model Reduction  for Flexible Aircraft Control Design A.  Da Ronch  and  K.J.  Badcock

Flutter suppression/LCO control → 1 frequency, 1 mode

Gust alleviation → large frequency spectrum, several modes

Page 11: Nonlinear Model Reduction  for Flexible Aircraft Control Design A.  Da Ronch  and  K.J.  Badcock

Example

• Linear(ized) structural model

• Wagner+Küssner functions, convolution (IDEs→ODEs)

gagcacaaasasa

ggccaasasasaa

assssss

uAuAwAwAw

uBuBwDwKwCwMFFwKwCwM

Imposed (external) gust

ggcc uBuBAwdtdw

''

Page 12: Nonlinear Model Reduction  for Flexible Aircraft Control Design A.  Da Ronch  and  K.J.  Badcock

Aerofoil Section

2 DoFs structural model• Flap for control

• Gust perturbation

• 12 states

Nonlinear restoring forces

T

aaa

Ts

Tass

www

hw

wwww

81 ,,

,

,,

5

1

5

1

ˆ

ˆ

i

ihhh

i

i

hKK

KK

i

i

Page 13: Nonlinear Model Reduction  for Flexible Aircraft Control Design A.  Da Ronch  and  K.J.  Badcock

FOM/ROM gust response – linear structural model

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FOM gust response – linear/nonlinear structural model

Page 15: Nonlinear Model Reduction  for Flexible Aircraft Control Design A.  Da Ronch  and  K.J.  Badcock

FOM/ROM gust response – nonlinear structural model

Page 16: Nonlinear Model Reduction  for Flexible Aircraft Control Design A.  Da Ronch  and  K.J.  Badcock

Linear control law - H∞ (with Yinan Wang and Andrew Wynn)

CL

Page 17: Nonlinear Model Reduction  for Flexible Aircraft Control Design A.  Da Ronch  and  K.J.  Badcock

HALE wing

Linear stability analysis (ρ∞ = 0.0899 kg/m, h = 20000 m)

Stability around trimmed point? → large deflection

UF [m/s]

ωF [rad/s]

Present (2D) 102 69.7

VLM1 104 72.4

1. Murua et al., “Stability and open-loop dynamics of very flexible aircraft including free-

wake effects,” AIAA paper 2011-1915

Page 18: Nonlinear Model Reduction  for Flexible Aircraft Control Design A.  Da Ronch  and  K.J.  Badcock

Conclusions

• Nonlinear model reduction (large dynamical system)

• Gust alleviation based on ROMs → FOM

• Include rigid body dynamics – test model reduction

• Extend aerodynamics to CFD

• Control design for beam model

r

a

s

rrrars

araaas

srsass

r

a

s

www

JJJJJJJJJ

www

dtd

Page 19: Nonlinear Model Reduction  for Flexible Aircraft Control Design A.  Da Ronch  and  K.J.  Badcock

To be confirmed first quarter 2012

Confirmed meeting 2011