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FAA SHM Administration Federal Aviation RESEARCH …...Sep 18, 2019  · FAA SHM Research Program 3...

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Presented to: By: Date: Federal Aviation Administration FAA SHM RESEARCH PROGRAM A4A NDT Forum Danielle Stephens, Paul Swindell Sept 18, 2019
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Page 1: FAA SHM Administration Federal Aviation RESEARCH …...Sep 18, 2019  · FAA SHM Research Program 3 Federal Aviation Administration. Sept 18, 2019 • Help FAA sponsors have a better

Presented to:By:Date:

Federal AviationAdministrationFAA SHM

RESEARCH PROGRAM

A4A NDT ForumDanielle Stephens, Paul Swindell

Sept 18, 2019

Page 2: FAA SHM Administration Federal Aviation RESEARCH …...Sep 18, 2019  · FAA SHM Research Program 3 Federal Aviation Administration. Sept 18, 2019 • Help FAA sponsors have a better

FAA SHM Research Program2Federal Aviation

AdministrationSept 18, 2019

• SHM Program Overview• Coupon Level – Sensitivity Assessment

–Test Set Up–SHM Systems

• Full-Scale Level – SHM Support• Applications – Present & Future• Summary

Outline

Page 3: FAA SHM Administration Federal Aviation RESEARCH …...Sep 18, 2019  · FAA SHM Research Program 3 Federal Aviation Administration. Sept 18, 2019 • Help FAA sponsors have a better

FAA SHM Research Program3Federal Aviation

AdministrationSept 18, 2019

• Help FAA sponsors have a better understanding of SHM as certification needs increase

• Produce data on SHM sensitivity, durability, and repeatability

• Provide a government database on SHM performance shareable with others to test algorithms/data analysis techniques

• Support SAE AISC standards development– Develop data to test SHM methodology for Probability of Detection (POD)

• Ensure SHM provides required level of confidence and reliability “as good as” or “better than” traditional NDI approaches

Purpose

Page 4: FAA SHM Administration Federal Aviation RESEARCH …...Sep 18, 2019  · FAA SHM Research Program 3 Federal Aviation Administration. Sept 18, 2019 • Help FAA sponsors have a better

FAA SHM Research Program4Federal Aviation

AdministrationSept 18, 2019

PROGRAM

POD/Sensitivity Assessment: Al-Li test pieces

FASTER Test: Aluminum Lithium skin structure

ABST: 18 Ply solid laminate

Page 5: FAA SHM Administration Federal Aviation RESEARCH …...Sep 18, 2019  · FAA SHM Research Program 3 Federal Aviation Administration. Sept 18, 2019 • Help FAA sponsors have a better

FAA SHM Research Program5Federal Aviation

AdministrationSept 18, 2019

• SHM Program Overview• Coupon Level – Sensitivity Assessment

–Test Set Up–SHM Systems

• Full-Scale Level – SHM Support• Applications – Present & Future • Summary

Outline

Page 6: FAA SHM Administration Federal Aviation RESEARCH …...Sep 18, 2019  · FAA SHM Research Program 3 Federal Aviation Administration. Sept 18, 2019 • Help FAA sponsors have a better

FAA SHM Research Program6Federal Aviation

AdministrationSept 18, 2019

• Federal Aviation Administration (FAA)– Kelsey Warfle (Test Technician)– Paul Swindell (NDI/SHM)– Patrick Ray (Test Engineer)– Danielle Stephens (Test Engineer)– Dave Stanley (Test Engineer)– Kevin Stonaker (Test Engineer)– Greg Schneider (Sponsor)– Walt Sippel (Sponsor)– John Bakuckas (Structures Lead)

• Drexel University– Ali Raza (Student)– Jonathan Awerbuch– Tein-Min Tan

Metis− Seth Kessler

Project results herein are the product of a collaborative effort

Structural Monitoring Systems− Trevor Lynch-Staunton

Team Members/Collaborators

Acellent− Amrita Kumar− Susheel Kumar Yadav

Page 7: FAA SHM Administration Federal Aviation RESEARCH …...Sep 18, 2019  · FAA SHM Research Program 3 Federal Aviation Administration. Sept 18, 2019 • Help FAA sponsors have a better

FAA SHM Research Program7Federal Aviation

AdministrationSept 18, 2019

Test Description

• Take SHM data at the predetermined intervals from the configuration tests

Test Parameters– Total of two sets of 12 specimens affixed with several different SHM sensor

technologies– A minimum of three data points needed before and after crack formation observation– Visual measurements were taken along with Eddy current inspections– Consistent, steady crack formation and extension that fits methodology– Visual measurements were taken for values of crack extension (a) at increased cycle

intervals

Page 8: FAA SHM Administration Federal Aviation RESEARCH …...Sep 18, 2019  · FAA SHM Research Program 3 Federal Aviation Administration. Sept 18, 2019 • Help FAA sponsors have a better

FAA SHM Research Program8Federal Aviation

AdministrationSept 18, 2019

Configuration Test Observations

• 600 lb test loading was ideal to obtain sufficient data points before crack formation

• Crack extension over cycle data was consistent among tests

• Optimum frequency of 1 Hz determined for best test control and efficiency

• Strain level is within sensor requirements (below 1200 µε)

Page 9: FAA SHM Administration Federal Aviation RESEARCH …...Sep 18, 2019  · FAA SHM Research Program 3 Federal Aviation Administration. Sept 18, 2019 • Help FAA sponsors have a better

0.15

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0.55

0.65

0.75

0.85

1000 6000 11000 16000 21000 26000

Cra

ck E

xten

sion

, ∆a

Cycles, N

a vs N

2060_LT_5

2060_LT_6

Average Cycles to Crack Formation: 4,625

Crack Length vs. Cycles Data From 900µε (600lb) Tests

Average Cycles to Failure: 25,625

Page 10: FAA SHM Administration Federal Aviation RESEARCH …...Sep 18, 2019  · FAA SHM Research Program 3 Federal Aviation Administration. Sept 18, 2019 • Help FAA sponsors have a better

FAA SHM Research Program10Federal Aviation

AdministrationSept 18, 2019

Specimen DimensionsMain Tests

Specimen length increased to 23.5” fit sensors and to minimize effects of grips which could alter signals

to/from sensors

0.204 inch

0.08 inch

Page 11: FAA SHM Administration Federal Aviation RESEARCH …...Sep 18, 2019  · FAA SHM Research Program 3 Federal Aviation Administration. Sept 18, 2019 • Help FAA sponsors have a better

0.15

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, ∆a

Cycles, N

a vs N 2060_LT_5

2060_LT_6

2060_LT_7_SP1

2060_LT_7_SP2

2060_LT_7_SP3

2060_LT_7_SP4

Comparison of Configuration Tests & Main TestsCrack Length vs. Cycles Data

Avg. Cycles to Failure: Main tests (long panel): 34,952Config. tests (short panel): 25,625

Avg. Crack Formation:Main tests (long panel): 4,375Configuration tests (short panel): 4,625

Page 12: FAA SHM Administration Federal Aviation RESEARCH …...Sep 18, 2019  · FAA SHM Research Program 3 Federal Aviation Administration. Sept 18, 2019 • Help FAA sponsors have a better

FAA SHM Research Program12Federal Aviation

AdministrationSept 18, 2019

ASTM E647 Clevis Grips

Test Fixture Set-Up - ASTM E647 ESE(T)

Test Parameters• Test Frame:

55kip capacity• Test Frequency:

1 Hz. • Clevis Pin:

D = 0.384 in.• Loading Scenario: R=0.1

Main Tests− Loads

corresponding to 800 µ𝜀𝜀

Test Material:

2060-T8 Al-Li

Page 13: FAA SHM Administration Federal Aviation RESEARCH …...Sep 18, 2019  · FAA SHM Research Program 3 Federal Aviation Administration. Sept 18, 2019 • Help FAA sponsors have a better

FAA SHM Research Program13Federal Aviation

AdministrationSept 18, 2019

• Data was collected using visual and NDI methods– Visual: Traveling

microscope with linear digital micrometer

– NDI: Using a High Frequency Eddy current probe

– Camera: Visual observations of crack formation were made with a microscope camera affixed to the traveling microscope eye piece

Data Collection Setup

Traveling Microscope

Linear Translation Micrometer

Eye Piece

Page 14: FAA SHM Administration Federal Aviation RESEARCH …...Sep 18, 2019  · FAA SHM Research Program 3 Federal Aviation Administration. Sept 18, 2019 • Help FAA sponsors have a better

FAA SHM Research Program14Federal Aviation

AdministrationSept 18, 2019

• SHM Program Overview• Coupon Level – Sensitivity Assessment

–Test Set Up–SHM Systems

• Full-Scale Level – SHM Support• Applications – Present & Future• Summary

Outline

Page 15: FAA SHM Administration Federal Aviation RESEARCH …...Sep 18, 2019  · FAA SHM Research Program 3 Federal Aviation Administration. Sept 18, 2019 • Help FAA sponsors have a better

FAA SHM Research Program15Federal Aviation

AdministrationSept 18, 2019

• Fixed sensors placed on notched Al-Li test specimens

• 24 Test Specimens– 12 with Piezoelectric Transducers (PZT) and Carbon Nanotube (CNT)

Sensors– 12 with PZT and Comparative Vacuum Monitoring (CVM) Sensors

• Testing Interval– Intervals of 1000 cycles before crack formation– Intervals of 1500 cycles after crack formation, until a crack extension of

~0.125 inches

Main Testing POD/Sensitivity Assessment

Page 16: FAA SHM Administration Federal Aviation RESEARCH …...Sep 18, 2019  · FAA SHM Research Program 3 Federal Aviation Administration. Sept 18, 2019 • Help FAA sponsors have a better

FAA SHM Research Program16Federal Aviation

AdministrationSept 18, 2019

Sample in MTS: PZT & CNT

PZT

CNT

CNTPZT

Page 17: FAA SHM Administration Federal Aviation RESEARCH …...Sep 18, 2019  · FAA SHM Research Program 3 Federal Aviation Administration. Sept 18, 2019 • Help FAA sponsors have a better

FAA SHM Research Program17Federal Aviation

AdministrationSept 18, 2019

Sample in MTS: PZT & CVM

PZT

CVM

CVM PZT

Page 18: FAA SHM Administration Federal Aviation RESEARCH …...Sep 18, 2019  · FAA SHM Research Program 3 Federal Aviation Administration. Sept 18, 2019 • Help FAA sponsors have a better

Visual Observations

Noticeable Crack Formation

Images captured with a Dinolitemicroscope camera, 42x mag

Page 19: FAA SHM Administration Federal Aviation RESEARCH …...Sep 18, 2019  · FAA SHM Research Program 3 Federal Aviation Administration. Sept 18, 2019 • Help FAA sponsors have a better

Truth Data vs Sensor Data

0

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Crac

k Ex

tens

ion,

∆a

Cycles, N

a vs N

SPECIMEN 1

SPECIMEN 2

SPECIMEN 3

SPECIMEN 4

SPECIMEN 5

SPECIMEN 6

SPECIMEN 7

SPECIMEN 8

SPECIMEN 9

SPECIMEN 10

SPECIMEN 11

SPECIMEN 12

Correlating different sensor technologies with measured crack growth

PZT

CVM

PZT

Page 20: FAA SHM Administration Federal Aviation RESEARCH …...Sep 18, 2019  · FAA SHM Research Program 3 Federal Aviation Administration. Sept 18, 2019 • Help FAA sponsors have a better

FAA SHM Research Program20Federal Aviation

AdministrationSept 18, 2019

Results: Disclaimer

• Not an “apples” to “apples” comparison of results

• Ideally – need more samples

• Test results do not account for probability of false alarms

Page 21: FAA SHM Administration Federal Aviation RESEARCH …...Sep 18, 2019  · FAA SHM Research Program 3 Federal Aviation Administration. Sept 18, 2019 • Help FAA sponsors have a better

FAA SHM Research Program21Federal Aviation

AdministrationSept 18, 2019

PZT – Length at Detection Plots

Guided Wave – Pulse Echo Guided Wave – Pitch Catch

LaD is defined at the crack length just after detection (so the regression lines are not used)

Page 22: FAA SHM Administration Federal Aviation RESEARCH …...Sep 18, 2019  · FAA SHM Research Program 3 Federal Aviation Administration. Sept 18, 2019 • Help FAA sponsors have a better

FAA SHM Research Program22Federal Aviation

AdministrationSept 18, 2019

PZT PC – POD samples

Page 23: FAA SHM Administration Federal Aviation RESEARCH …...Sep 18, 2019  · FAA SHM Research Program 3 Federal Aviation Administration. Sept 18, 2019 • Help FAA sponsors have a better

FAA SHM Research Program23Federal Aviation

AdministrationSept 18, 2019

CNT – Length at Detection Plot

LaD is defined at the crack length just after detection (so the regression lines are not used)

Page 24: FAA SHM Administration Federal Aviation RESEARCH …...Sep 18, 2019  · FAA SHM Research Program 3 Federal Aviation Administration. Sept 18, 2019 • Help FAA sponsors have a better

FAA SHM Research Program24Federal Aviation

AdministrationSept 18, 2019

CNT – POD samples

Page 25: FAA SHM Administration Federal Aviation RESEARCH …...Sep 18, 2019  · FAA SHM Research Program 3 Federal Aviation Administration. Sept 18, 2019 • Help FAA sponsors have a better

FAA SHM Research Program25Federal Aviation

AdministrationSept 18, 2019

• SHM Program Overview• Coupon Level – Sensitivity Assessment

–Test Set Up–SHM Systems

• Full-Scale Level – SHM Support• Applications – Present & Future • Summary

Outline

Page 26: FAA SHM Administration Federal Aviation RESEARCH …...Sep 18, 2019  · FAA SHM Research Program 3 Federal Aviation Administration. Sept 18, 2019 • Help FAA sponsors have a better

FAA SHM Research Program26Federal Aviation

AdministrationSept 18, 2019

SHM on FAA Emerging Technologies Research• In order to assess SHM capabilities (detect/monitor damage growth) and collect

data, SHM sensors were installed on two FAA Emerging Technologies Programs:–Full-Scale Aircraft Structural Test Evaluation and Research (FASTER) Test: Advanced

fuselage panels–Airframe Beam Structural Test (ABST): 18 Ply solid laminate composite Wing Panels

Wing skin test panel (24 x 40 in.)

FASTER ABST

Page 27: FAA SHM Administration Federal Aviation RESEARCH …...Sep 18, 2019  · FAA SHM Research Program 3 Federal Aviation Administration. Sept 18, 2019 • Help FAA sponsors have a better

FAA SHM Research Program27Federal Aviation

AdministrationSept 18, 2019

FASTER Panel Instrumented with SHM

Acellent

Metis

Acellent

INTERNAL VIEW

EXTERNAL VIEW

Page 28: FAA SHM Administration Federal Aviation RESEARCH …...Sep 18, 2019  · FAA SHM Research Program 3 Federal Aviation Administration. Sept 18, 2019 • Help FAA sponsors have a better

FAA SHM Research Program28Federal Aviation

AdministrationSept 18, 2019

FASTER

• Test emerging technologiesAl-Li skins/frames/stringersFriction stir weld lap spliceBonded stiffenersMultisite damage

• Partners: Arconic/Embraer

• Test 5 panels: Well characterized cracks with NDI/SHM

Page 29: FAA SHM Administration Federal Aviation RESEARCH …...Sep 18, 2019  · FAA SHM Research Program 3 Federal Aviation Administration. Sept 18, 2019 • Help FAA sponsors have a better

FAA SHM Research Program29Federal Aviation

AdministrationSept 18, 2019

AFT

FWD

Outboard Inboard

Inboard – Outboard: Axial DirectionAFT – FWD: Transverse Direction

FIXTURE ORIENTATION

Origin (0,0) is Center of the Clean-up damageClean-up Damage Diameter = 3˝Scarf Diameter = 6.7”

SHM Sensor

Temperature Sensor

All the SHM sensors are on the internal surface of the panel

Partial-Depth Scarf PanelSHM Sensors

Layout

ABST Wing Panel Instrumented with SHM

Page 30: FAA SHM Administration Federal Aviation RESEARCH …...Sep 18, 2019  · FAA SHM Research Program 3 Federal Aviation Administration. Sept 18, 2019 • Help FAA sponsors have a better

FAA SHM Research Program30Federal Aviation

AdministrationSept 18, 2019

ABST

• 18 ply solid laminate Sizing repair limits

• Partners: Boeing

• Test 7 panels: Delamination detection with NDI/SHM

• Future: Honeycomb and Wing structure

Page 31: FAA SHM Administration Federal Aviation RESEARCH …...Sep 18, 2019  · FAA SHM Research Program 3 Federal Aviation Administration. Sept 18, 2019 • Help FAA sponsors have a better

FAA SHM Research Program31Federal Aviation

AdministrationSept 18, 2019

• SHM Program Overview• Coupon Level – Sensitivity Assessment

–Test Set Up–SHM Systems

• Full-Scale Level – SHM Support• Applications – Present & Future• Summary

Outline

Page 32: FAA SHM Administration Federal Aviation RESEARCH …...Sep 18, 2019  · FAA SHM Research Program 3 Federal Aviation Administration. Sept 18, 2019 • Help FAA sponsors have a better

FAA SHM Research Program32Federal Aviation

AdministrationSept 18, 2019

Present

Page 33: FAA SHM Administration Federal Aviation RESEARCH …...Sep 18, 2019  · FAA SHM Research Program 3 Federal Aviation Administration. Sept 18, 2019 • Help FAA sponsors have a better

FAA SHM Research Program33Federal Aviation

AdministrationSept 18, 2019

Present

Page 34: FAA SHM Administration Federal Aviation RESEARCH …...Sep 18, 2019  · FAA SHM Research Program 3 Federal Aviation Administration. Sept 18, 2019 • Help FAA sponsors have a better

FAA SHM Research Program34Federal Aviation

AdministrationSept 18, 2019

Future

Page 35: FAA SHM Administration Federal Aviation RESEARCH …...Sep 18, 2019  · FAA SHM Research Program 3 Federal Aviation Administration. Sept 18, 2019 • Help FAA sponsors have a better

FAA SHM Research Program35Federal Aviation

AdministrationSept 18, 2019

Future

Page 36: FAA SHM Administration Federal Aviation RESEARCH …...Sep 18, 2019  · FAA SHM Research Program 3 Federal Aviation Administration. Sept 18, 2019 • Help FAA sponsors have a better

FAA SHM Research Program36Federal Aviation

AdministrationSept 18, 2019

FAA Documents

• Issue Paper being developed by FAA to address Wifi STC

• AC 43-218 draft

Page 37: FAA SHM Administration Federal Aviation RESEARCH …...Sep 18, 2019  · FAA SHM Research Program 3 Federal Aviation Administration. Sept 18, 2019 • Help FAA sponsors have a better

FAA SHM Research Program37Federal Aviation

AdministrationSept 18, 2019

• SHM Program Overview• Coupon Level – Sensitivity Assessment

–Test Set Up–SHM Systems

• Full-Scale Level – SHM Support• Applications• Summary

Outline

Page 38: FAA SHM Administration Federal Aviation RESEARCH …...Sep 18, 2019  · FAA SHM Research Program 3 Federal Aviation Administration. Sept 18, 2019 • Help FAA sponsors have a better

FAA SHM Research Program38Federal Aviation

AdministrationSept 18, 2019

• FAA SHM research program - very active –Data development for certification, standardization, and public

usage

• NDI OEMS interested in participating in test program welcome

• SHM interest for use on civil aircraft is growing

• SAE AISC looking for operators to join

Summary

Page 39: FAA SHM Administration Federal Aviation RESEARCH …...Sep 18, 2019  · FAA SHM Research Program 3 Federal Aviation Administration. Sept 18, 2019 • Help FAA sponsors have a better

FAA SHM Research Program39Federal Aviation

AdministrationSept 18, 2019

QUESTIONS?

Page 40: FAA SHM Administration Federal Aviation RESEARCH …...Sep 18, 2019  · FAA SHM Research Program 3 Federal Aviation Administration. Sept 18, 2019 • Help FAA sponsors have a better

0

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1000 4000 7000 10000 13000 16000 19000 22000 25000

Cra

ck E

xten

sion

, ∆a

Cycles, N

a vs N 2060_LT_12060_LT_2

Crack Length vs. Cycles Data From 1200µε (800lb) Tests

Average cycles to Failure: 13,813

Average Cycles to Crack Formation: 1,833

Page 41: FAA SHM Administration Federal Aviation RESEARCH …...Sep 18, 2019  · FAA SHM Research Program 3 Federal Aviation Administration. Sept 18, 2019 • Help FAA sponsors have a better

FAA SHM Research Program41Federal Aviation

AdministrationSept 18, 2019

Specimen Strain Measurement(Configuration Test Only)

2.375in

Strain Gauge

0.204 inch

0.08 inch

Page 42: FAA SHM Administration Federal Aviation RESEARCH …...Sep 18, 2019  · FAA SHM Research Program 3 Federal Aviation Administration. Sept 18, 2019 • Help FAA sponsors have a better

FAA SHM Research Program42Federal Aviation

AdministrationSept 18, 2019

Detection Threshold and Probability of a False Alarm• In any detection process, there will be a need to set a detection threshold to

control the tradeoff between POD and the probability of a false alarm (PFA). In a simple situation where the SHM signal is a scalar, then, as in MIL-HDBK-1823A, the detection threshold is also a scalar. In NDE applications the threshold is generally set high enough that the probability of a PFA is acceptably low. Then POD can be evaluated to determine if it is acceptable or not. Detection capability of different inspection methods (i.e., POD) can be compared only if the corresponding PFA values are the same. PFA would be computed in exactly the same way as POD, except using the corresponding probability distribution of signals in the absence of a flaw.

Probability of False Alarms


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