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10 Canal Park Cambridge, MA 02141 617.661.5616 http://www.metisdesign.com Hybrid Coherent/Incoherent Beam Forming Diagnostic Approach to Naval Assets Dr. Seth S. Kessler & Dr. Eric Flynn Metis Design Corporation Professor Michael Todd University of California San Diego

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Page 1: Hybrid Coherent/Incoherent Beam Forming Diagnostic ... · 10 Canal Park • Cambridge, MA 02141 • 617.661.5616 • Hybrid Coherent/Incoherent Beam Forming Diagnostic Approach to

10 Canal Park • Cambridge, MA 02141 • 617.661.5616 • http://www.metisdesign.com

Hybrid Coherent/Incoherent Beam Forming

Diagnostic Approach to Naval Assets

Dr. Seth S. Kessler & Dr. Eric FlynnMetis Design Corporation

Professor Michael ToddUniversity of California San Diego

Page 2: Hybrid Coherent/Incoherent Beam Forming Diagnostic ... · 10 Canal Park • Cambridge, MA 02141 • 617.661.5616 • Hybrid Coherent/Incoherent Beam Forming Diagnostic Approach to

Guided Wave-Based SHM Methods

• Form of elastic perturbation that propagates in a solid medium best damage size & detection range to sensor area ratio sensitivity and range scales with input power level (with limitations) advantages for detecting/characterizing local damage over large areas

• Research utilizes concentric piezoelectric transducers central actuator emits omnidirectional narrowband excitation surrounding 6 sensors record resulting echo response precise position enables the collection of relative phase information

© 2011 Metis Design Corporation 2IWSHM '1140 mm

Page 3: Hybrid Coherent/Incoherent Beam Forming Diagnostic ... · 10 Canal Park • Cambridge, MA 02141 • 617.661.5616 • Hybrid Coherent/Incoherent Beam Forming Diagnostic Approach to

Motivations: Sensor Density

• Traditional methods need high sensor density for good location pitch-catch measures delays and/or scatter along direct sensor line paths pulse-echo determines reflected radius of damage from TOF both cases require at least 3 nodes in close proximity to triangulate

• Prediction resolution scales w/sensor array proximity (density)

© 2011 Metis Design Corporation IWSHM '11 3

Pitch-Catch GW Methods Pulse-Echo GW Methods

Page 4: Hybrid Coherent/Incoherent Beam Forming Diagnostic ... · 10 Canal Park • Cambridge, MA 02141 • 617.661.5616 • Hybrid Coherent/Incoherent Beam Forming Diagnostic Approach to

Motivations: Wave Velocity

• Complications arise in non-isotropic/homogeneous applications composite & anisotropic materials present velocity ellipses & stars stiffened regions with ribs or doublers exhibit local acceleration of wave tapered or ply-drop-off regions yield continuously changing velocity

• Prediction resolution scales w/accuracy of wave velocity as f()

© 2011 Metis Design Corporation IWSHM '11 4

500

1000

1500

30

210

60

240

90

270

120

300

150

330

180 0

Angle (degrees)

Gro

up s

peed

(m/s

)

Velocity as a function of composite Wave acceleration through ribs

Page 5: Hybrid Coherent/Incoherent Beam Forming Diagnostic ... · 10 Canal Park • Cambridge, MA 02141 • 617.661.5616 • Hybrid Coherent/Incoherent Beam Forming Diagnostic Approach to

Ultrasonic Beam Forming

• Present system is analogous to active sonar each node actuates a narrowband “ping” using central actuator pulses propagate, reflect and scatter at geometric features & damage response sensed by 6 local sensing elements

• In traditional active sonar, bearing is determined by: physically arranging array to maximize its sensitivity in one direction,

then mechanically orientate array to scan multiple directions artificially introduce delays in acquired, digitized responses to

electronically steer array through a processes known as beam forming

• For SHM latter approach has two distinct advantages position of the array elements can be fixed so there are no moving parts single node can simultaneously scan for damage in every direction

© 2011 Metis Design Corporation IWSHM '11 5

Page 6: Hybrid Coherent/Incoherent Beam Forming Diagnostic ... · 10 Canal Park • Cambridge, MA 02141 • 617.661.5616 • Hybrid Coherent/Incoherent Beam Forming Diagnostic Approach to

Incoherent Beam Forming

• Where relative phase velocity is different & unknown between transducer pairs incoherent beam forming must be used

• Envelopes of waveforms must be summed together to eliminate the dependence on phase, otherwise risk: destructively interfering at the true location of damage constructively interfering away from damage due to phase mismatches

• If baseline-subtracted waveform from each transducer pair maccording to its complex analytic signal is wnm(t), then statistic for incoherent detector for damage at x reduces to:

where is the time of flight from transducer m pair to x© 2011 Metis Design Corporation IWSHM '11 6

,m x

I1

,M

mm

T w t m

x x

Page 7: Hybrid Coherent/Incoherent Beam Forming Diagnostic ... · 10 Canal Park • Cambridge, MA 02141 • 617.661.5616 • Hybrid Coherent/Incoherent Beam Forming Diagnostic Approach to

Coherent Beam Forming

• If relative phase velocity between transducer pairs is the same, delayed waveforms can be combined without enveloping summation tends to destructively combine at all locations except damage for narrowband signals, time delays are substituted by faster phase shifts

• For average phase velocities along paths to each region of the structure to be same, transducers must be very closely spaced less than a characteristic interrogation wavelength apart limits coverage of the structure for a single transducer pair

• Statistic for coherent detector can be expressed as

where magnitude is taken after summation rather than before© 2011 Metis Design Corporation IWSHM '11 7

C1

,M

mm

T w t m

x x

Page 8: Hybrid Coherent/Incoherent Beam Forming Diagnostic ... · 10 Canal Park • Cambridge, MA 02141 • 617.661.5616 • Hybrid Coherent/Incoherent Beam Forming Diagnostic Approach to

Hybrid Beam Forming

• Hybrid approach enables both effective imaging & effective coverage of large areas across transducers in each node, average phase velocity

is roughly equal, allowing for coherent beam forming node to node, average phase velocity is generally not

equal, scattered signals must be combined incoherently

© 2011 Metis Design Corporation IWSHM '11 8

6

H1 1

, ,N

nmn m

T w t n m

x x

Time of flight to imaging pointAnalytic signal

Coherently combine waveforms from sensors in nodes

Incoherently combine summed waveforms from nodes

Coherent

Incoherent

Hybrid

Page 9: Hybrid Coherent/Incoherent Beam Forming Diagnostic ... · 10 Canal Park • Cambridge, MA 02141 • 617.661.5616 • Hybrid Coherent/Incoherent Beam Forming Diagnostic Approach to

SHM System Installation

© 2011 Metis Design Corporation IWSHM '11 9

RJ-45 Adapter

FFC Power/Data

Bus

CAN Terminator

Total System Weight 160 g

1.8 m

40 mm

6 mm

Page 10: Hybrid Coherent/Incoherent Beam Forming Diagnostic ... · 10 Canal Park • Cambridge, MA 02141 • 617.661.5616 • Hybrid Coherent/Incoherent Beam Forming Diagnostic Approach to

Data Analysis & Reconstruction

© 2011 Metis Design Corporation IWSHM '11 10

+

Each node processes phase-coherent, location independent “sonar-scan”

Scans incoherently summed to form composite image

Logic imposed to compensate for view area obstacles

color represents # of standard deviations above mean of damage-free data

Page 11: Hybrid Coherent/Incoherent Beam Forming Diagnostic ... · 10 Canal Park • Cambridge, MA 02141 • 617.661.5616 • Hybrid Coherent/Incoherent Beam Forming Diagnostic Approach to

Image Processing I

© 2011 Metis Design Corporation IWSHM '11 11

Raw Image Identify Scatter Sources using Matching Pursuit

Reconstruct Image Using Identified Scatter Sources

Page 12: Hybrid Coherent/Incoherent Beam Forming Diagnostic ... · 10 Canal Park • Cambridge, MA 02141 • 617.661.5616 • Hybrid Coherent/Incoherent Beam Forming Diagnostic Approach to

Image Processing II

© 2011 Metis Design Corporation IWSHM '11 12

Narrow the angular width of the scatter sources in the reconstructed image

Reconstructed image

Page 13: Hybrid Coherent/Incoherent Beam Forming Diagnostic ... · 10 Canal Park • Cambridge, MA 02141 • 617.661.5616 • Hybrid Coherent/Incoherent Beam Forming Diagnostic Approach to

Image Processing III

© 2011 Metis Design Corporation IWSHM '11 13

Filter impossible scatter sources (line of site, etc.)

Normalize by sensor noise floor Apply prior probabilities*

Reconstructed Image

* Only if applicable

Page 14: Hybrid Coherent/Incoherent Beam Forming Diagnostic ... · 10 Canal Park • Cambridge, MA 02141 • 617.661.5616 • Hybrid Coherent/Incoherent Beam Forming Diagnostic Approach to

Results for Test Case 1

© 2011 Metis Design Corporation IWSHM '11 14

Color Scale: 4.36 Std Dev

Page 15: Hybrid Coherent/Incoherent Beam Forming Diagnostic ... · 10 Canal Park • Cambridge, MA 02141 • 617.661.5616 • Hybrid Coherent/Incoherent Beam Forming Diagnostic Approach to

Results for Test Case 2

© 2011 Metis Design Corporation IWSHM '11 15

Color Scale: 27.6 Std Dev

Page 16: Hybrid Coherent/Incoherent Beam Forming Diagnostic ... · 10 Canal Park • Cambridge, MA 02141 • 617.661.5616 • Hybrid Coherent/Incoherent Beam Forming Diagnostic Approach to

Results for Test Case 3 (Weighted)

© 2011 Metis Design Corporation IWSHM '11 16

Color Scale: 23.5 Std Dev

Page 17: Hybrid Coherent/Incoherent Beam Forming Diagnostic ... · 10 Canal Park • Cambridge, MA 02141 • 617.661.5616 • Hybrid Coherent/Incoherent Beam Forming Diagnostic Approach to

Diagnostics to Prognostics

© 2011 Metis Design Corporation IWSHM '11 17

Page 18: Hybrid Coherent/Incoherent Beam Forming Diagnostic ... · 10 Canal Park • Cambridge, MA 02141 • 617.661.5616 • Hybrid Coherent/Incoherent Beam Forming Diagnostic Approach to

Summary

• Hybrid coherent/incoherent beam forming approach enables both effective imaging & effective coverage of large areas coherent across transducers in each node, average phase velocity incoherent node to node, average phase velocity ≠

• Method provides path to reliable & efficient damage location detection for large-scale complex composite structures requires minimum sensor density requires no material properties or structural configuration information

• Future work embed algorithms within FPGA for digital sonar output couple method with damage characterization algorithms (type) explore diagnostic to prognostic link further

© 2011 Metis Design Corporation IWSHM '11 18

Page 19: Hybrid Coherent/Incoherent Beam Forming Diagnostic ... · 10 Canal Park • Cambridge, MA 02141 • 617.661.5616 • Hybrid Coherent/Incoherent Beam Forming Diagnostic Approach to

Acknowledgments

• This research was sponsored by SBIR/STTR funding ONR contract N00014-10-M-0301 “Sensing Optimization & Algorithms

for Visualization of Ship Hull Structural Health Monitoring Data” under STTR topic N10-T042 in collaboration with UCSD

AFOSR contract FA9550-05-C-0024 “Intelligent Multi-Sensing Structural Health Monitoring Infrastructure” under STTR topic AF03-T017 in collaboration with MIT

AFRL contract FA8650-08-C-3860 “Model Augmented Pattern Recognition for SHM & IntelliConnector HS (MD7)” under SBIR topic AF06-097

• University Collaborators Professor Michael Todd from UCSD Professor Brian Wardle from MIT

© 2010 Metis Design Corporation 2010 PHM Society Conference 19