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Wolf Star Technologies, LLC A Simulia Alliance Partner Experimental Correlation of an N-Dimensional Load Transducer by Finite Element Analysis Tim Hunter, Ph.D., P.E. Wolf Star Technologies, LLC - or - Getting analysis to match test

Experimental Correlation of an N-Dimensional Load Transducer by Finite …€¦ ·  · 2012-09-05Experimental Correlation of an N-Dimensional Load Transducer by Finite Element Analysis

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Wolf Star Technologies, LLCA Simulia Alliance Partner

Experimental Correlation of an N-Dimensional Load Transducer by Finite Element Analysis

Tim Hunter, Ph.D., P.E.Wolf Star Technologies, LLC

- or -Getting analysis to match test

Wolf Star Technologies, LLCA Simulia Alliance Partner

What are the loads?

Wolf Star Technologies, LLCA Simulia Alliance Partner

Linear Systems and Loads

F= K xεC= F

In other words

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Back to the Blackboard

Wolf Star Technologies, LLCA Simulia Alliance Partner

A closer look

[ε1,1 ε1,2 ε1,3 ε1,4

ε2,1 ε2,2 ε2,3 ε2,4

ε3,1 ε3,2 ε3,3 ε3,4][

C1,1 C1,2 C1,3

C 2,1 C 2,2 C2,3

C 3,1 C3,2 C3,3

C 4,1 C 4,2 C 4,3

]= [F 1 0 0

0 F 2 0

0 0 F 3]

Strain locations“gauges”

[m x n] [n x m] [m x m]

m = # of load cases (e.g. 3)n = # of gauges (e.g. 4)

n ≥ m

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A closer look

[ε1,1 ε1,2 ε1,3 ε1,4

ε2,1 ε2,2 ε2,3 ε2,4

ε3,1 ε3,2 ε3,3 ε3,4][

C1,1 C1,2 C1,3

C 2,1 C 2,2 C2,3

C 3,1 C3,2 C3,3

C 4,1 C 4,2 C 4,3

]= [F 1 0 0

0 F 2 0

0 0 F 3]

Strain locations“gauges”

Strain “signature” due to load case 1 turned on

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A closer look

[ε1,1 ε1,2 ε1,3 ε1,4

ε2,1 ε2,2 ε2,3 ε2,4

ε3,1 ε3,2 ε3,3 ε3,4][

C1,1 C1,2 C1,3

C 2,1 C 2,2 C2,3

C 3,1 C3,2 C3,3

C 4,1 C 4,2 C 4,3

]= [F 1 0 0

0 F 2 0

0 0 F 3]

Strain locations“gauges”

Strain “signature” due to load case 2 turned on

Wolf Star Technologies, LLCA Simulia Alliance Partner

A closer look

[ε1,1 ε1,2 ε1,3 ε1,4

ε2,1 ε2,2 ε2,3 ε2,4

ε3,1 ε3,2 ε3,3 ε3,4][

C1,1 C1,2 C1,3

C 2,1 C 2,2 C2,3

C 3,1 C3,2 C3,3

C 4,1 C 4,2 C 4,3

]= [F 1 0 0

0 F 2 0

0 0 F 3]

Strain locations“gauges”

Strain “signature” due to load case 3 turned on

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The Big Unknown

εC= FFrom How do we find C ?

Let F = I, then εC= I

Perform a psuedo-inverse

εC= I

εTεC= ε

TI

[εTε]

− 1[ε

Tε]C= [ε

Tε]

− 1ε

TI

C= [εTε]

− 1ε

T

Wolf Star Technologies, LLCA Simulia Alliance Partner

The Big Unknown

εC= FFrom How do we find C ?

Let F = I, then εC= I

Perform a psuedo-inverse

εC= I

εTεC= ε

TI

[εTε]

− 1[ε

Tε]C= [ε

Tε]

− 1ε

TI

C= [εTε]

− 1ε

T

Wolf Star Technologies, LLCA Simulia Alliance Partner

The Big Unknown

εC= FFrom How do we find C ?

Let F = I, then εC= I

Perform a psuedo-inverse

εC= I

εTεC= ε

TI

[εTε]

− 1[ε

Tε]C= [ε

Tε]

− 1ε

TI

C= [εTε]

− 1ε

T

Wolf Star Technologies, LLCA Simulia Alliance Partner

The Big Unknown

εC= FFrom How do we find C ?

Let F = I, then εC= I

Perform a psuedo-inverse

εC= I

εTεC= ε

TI

[εTε]

− 1[ε

Tε]C= [ε

Tε]

− 1ε

TI

C= [εTε]

− 1ε

T

Wolf Star Technologies, LLCA Simulia Alliance Partner

The Big Unknown

εC= FFrom How do we find C ?

Let F = I, then εC= I

Perform a psuedo-inverse

εC= I

εTεC= ε

TI

[εTε]

− 1[ε

Tε]C= [ε

Tε]

− 1ε

TI

C= [εTε]

− 1ε

T

Can be derived from FEA model

Wolf Star Technologies, LLCA Simulia Alliance Partner

Seeing [C]

C= [εTε]

− 1ε

T

An extremely large number of strain locations and orientations exist.

Which ones are best?

The optimal strains locations are found when

∣εTε∣→max

Search is done via a Galil-Kiefer D-Optimal search algorithm

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“Hangman” Structure

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16

Static Test Setup

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17

Procedure

1. Clamp fixture in vise in varying orientations (6)

2. Load fixture with various static load magnitudes (4) and

collect strain data (increase load in steps: 5 10.2 15.4

25.2 lbs)

3. Perform preliminary static load strain correlation between

test and analysis at all gauge locations

4. Manipulate strain data to reduce point count

5. Use strain data in WST/True Load Post-Test to predict

loads

6. Compare predicted loads to known loads

7. Compare replicated strain time histories to measured time

histories

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18

Static Load Application

Load was applied with shot bags weighing 5, 5.2, 5.2, 9.8 lbs (in that order)

Load was applied in 6 directions (see below)

Lateral Longitudinal Vertical

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19

Static Load Application cont.

Lat/Long 45o Lat/Vert 60o Long/Vert 45o

45o

60o

45o

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20

Data Manipulation

Data Extraction & Decimation (using Glyhworks)

Reduction from ≈ 60,000 to ≈ 150 datapoints

0 lbs

5 lbs10.2 lbs 15.4 lbs 25.2 lbs

0 lbs

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21

Post-Test GUI

Load Pre-Test Setup

Load strain data

Create report & load scales

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22

Lateral Static Load

Load Factors should be:

• Lateral = 1

• Longitudinal = 0

• Vertical = 0

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23

Lateral Static Load

G1: 2.8% Error G2: 0.3% Error G3: 5.2% Error

G4: 3.7% Error G5: 0.2% Error G6: 5.6% Error

Note: very noisy, < 20

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24

Longitudinal Static Load

Load Factors should be:

• Lateral = 0

• Longitudinal = 1

• Vertical = 0

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25

Longitudinal Static Load

G1: 9.6% Error

G2: 15.7% Error G3: 2.1% Error

G4: 0.3% Error G5: 7.2% Error G6: 0.1% Error

Note: very noisy, < 20

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26

Vertical Static Load

Load Factors should be:

• Lateral = 0

• Longitudinal = 0

• Vertical = 1

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27

Vertical Static Load

G1: 0.0% Error G2: 0.3% Error

G3: 11.2% Error

G4: 1.6% Error

G5: 0.3% Error

G6: 2.4% Error

Note: very noisy, < 20

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28

Lat/Long 45 degrees

Load Factors should be:

• Lateral = 0.707

• Longitudinal = 0.707

• Vertical = 0

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29

Lat/Long 45 degrees

G1: 4.7% Error G2: 0.3% Error G3: 0.8% Error

G4: 0.0% Error G5: 0.2% Error G6: 0.1% Error

Note: very noisy, < 20

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30

Lat/Vert 60 degrees

Load Factors should be:

• Lateral = 0.866

• Longitudinal = 0

• Vertical = -0.5

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31

Lat/Vert 60 degrees

G1: 0.4% Error G2: 0.3% Error G3: 15.8% Error

G4: 3.8% Error G5: 0.2% Error G6: 11.2% Error

Note: very noisy, < 20

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32

Long/Vert 45 degrees

Load Factors should be:

• Lateral = 0

• Longitudinal = 0.707

• Vertical = -0.707

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33

Long/Vert 45 degrees

G1: 0.3% Error G2: 0.9% Error G3: 2.6% Error

G4: 0.3% Error G5: 0.7% Error G6: 0.1% Error

Note: good strain replication on all gauges – great correlation

Wolf Star Technologies, LLCA Simulia Alliance Partner

34

Static Load Summary

Predicted

Theoretical

25.2 lb Load Application Direction

Lateral Long. Vert.Lat/Long

45o

Lat/Vert 60o

Long/Vert 45o

Load Scale Factor

Lateral1.068

1

0.073

0

0.006

0

0.809

0.707

0.937

0.866

0.047

0

Long.0.004

0

1.019

1

0.026

0

0.714

0.707

-0.526

-0.5

0.751

0.707

Vertical-0.006

0

0.040

0

1.039

1

0.024

0

0.005

0

-0.717

-0.707

Magnitude1.068

1

1.022

1

1.039

1

1.079

1

1.075

1

1.039

1

Angle b/w ideal and predicted†

0.39o 4.67o 1.47o 3.79o 0.74o 2.91o

† Angle calculated as:

AB

BA1cos

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35

Static Load % Error

Load Application Direction

Lateral Long. Vert.Lat/Long

45o

Lat/Vert 60o

Long/Vert 45o

Load Scale Factor Error (%)

Lateral 6.8 7.3 0.6 14.4 9.0 4.7

Long. 0.4 1.9 2.6 1.0 5.2 6.2

Vertical 0.6 0.4 3.9 2.4 0.5 1.4

Magnitude 6.8 2.2 3.9 7.9 7.5 3.9

Mag. Angle Offset (degrees)

0.39o 4.67o 1.47o 3.79o 0.74o 2.91o

< 5%

5% - 10%

> 10%

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Proving Ground Loads

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Proving Ground

Long Lat

Vert

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Force Correlation

F= m x

Measured Force

Force from strain gauges

Test strains

From FEA

Wolf Star Technologies, LLCA Simulia Alliance Partner

Strain Correlation

Wolf Star Technologies, LLCA Simulia Alliance Partner

Wolf Star Technologies, LLCA Simulia Alliance Partner

Come visit us at theSafe Technology booth

Wolf Star Technologies, LLCA Simulia Alliance Partner

Special thanks toMark Fischer

Harley-Davidson Motor Company, Inc

Wolf Star Technologies, LLCA Simulia Alliance Partner

Questions?