04.03.2013 Views

Paul Slebodnick, James Tagert, Bruce N. Nelson, Darren C ...

Paul Slebodnick, James Tagert, Bruce N. Nelson, Darren C ...

Paul Slebodnick, James Tagert, Bruce N. Nelson, Darren C ...

SHOW MORE
SHOW LESS

Create successful ePaper yourself

Turn your PDF publications into a flip-book with our unique Google optimized e-Paper software.

<strong>Paul</strong> <strong>Slebodnick</strong>, <strong>James</strong> <strong>Tagert</strong>, <strong>Bruce</strong> N. <strong>Nelson</strong>, <strong>Darren</strong> C. Melhuish,<br />

Kimberly Santangelo, John Wegand, Diane Lysogorski,<br />

and Edward J. Lemieux


Current assessment methods are expensive and time consuming<br />

Approximately 65 man day effort with significant logistical requirements<br />

Typically takes 3 months to assess a Carrier’s Topside Coatings<br />

Determining the affected area of many of the parameters assessed<br />

are based on estimates from trained coatings inspectors and hence<br />

are subjective<br />

Topside coatings parameters including corrosion damage, coatings non‐<br />

uniformity, and the extent of flaking, blistering, and delamination are<br />

currently assessed manually –Significant inspector to inspector variance<br />

can result in improper assessment of these parameters<br />

Scheduling and initiating unnecessary maintenance actions<br />

Delaying proper action with minimal corrective costs thereby allowing further<br />

degradation to the topside coating and unprotected freeboard surfaces


Inspectors estimate the extent of specific coatings anomalies by zone<br />

Corrosion (ASTM D610 and ASTM F1130)<br />

Delamination (ASTM D610)<br />

Blistering (ASTM D714)<br />

Cracking (ASTM D661)<br />

Checking (ASTM 660)<br />

Caulking (ASTM D4214 Method A)<br />

Assist in decision making process for overhaul planning<br />

3


For Each Zone Human Inspectors:<br />

Determine Affected Area (Total Area Affected)<br />

Within the Affected Area associate the appropriate rust grade density<br />

(Distribution of Corrosion)<br />

ASTM F1130<br />

Scale Used To<br />

Determine<br />

Affected Area<br />

ASTM D610<br />

Scale Used<br />

To<br />

Determine<br />

Corrosion<br />

Distribution<br />

in the<br />

Affected<br />

Area<br />

Inspector to inspector estimation variation using these and similar<br />

scales makes it difficult to properly prioritize maintenance and<br />

optimally preserve US Navy Ship topside coatings


Surface Contact Measurements<br />

Tensile Adhesion (ASTM D4541)<br />

Color (CIEL*a*b*) & Spectral Gloss<br />

Dry Film Thickness<br />

Contact Measurements Of Coatings<br />

Condition Made With Instruments<br />

that Make Direct Contact With Ship’s<br />

Hull<br />

Multiple Personnel Lifts (JLGs) and<br />

Barges Are Typically Required To<br />

Support These Measurements


Size and complexity of Carrier Zones or equivalent topside areas of<br />

Surface Ships make it difficult for human inspectors to estimate the<br />

affected areas and distributions<br />

Potential variations amongst inspectors for extent of affected area<br />

and density of defects<br />

The log scale associated with ASTM D610 can make “fitting”<br />

corrosion grades misleading<br />

Not all areas are accessible for visual or physical inspection<br />

Image Depicting Approximately 1/3 of a<br />

Carrier Zone<br />

Note that Different Regions Within a Zone<br />

(e.g. Hull versus Overhead) May Have Very<br />

Different Affected Areas and Distributions<br />

For Each Type of Damage Scenario


15 Freeboard Zones<br />

7 port, 7 starboard, 1 stern<br />

14 Catwalk Zones<br />

NACE Certified and Shipboard Corrosion Assessment<br />

Trained (S‐CAT) engineers and technicians<br />

5 persons x 5 days<br />

6 JLG’s<br />

2 Pier side, 4 on Barges<br />

8‐10 Ship’s Force support of barge/JLG logistics<br />

Report Generation 4 additional weeks<br />

65 Man-Day Effort Excluding<br />

Report Generation


Image collection performed by two trained technicians<br />

2 persons x 3 days<br />

External logistics requirements: patrol boat support<br />

One day, 2 man crew<br />

Algorithm execution and automated report generation<br />

by trained technician<br />

1 person x 2 days<br />

10 Man-Day Effort Including Report Generation<br />

Over a Six Fold Reduction in the Level of Effort<br />

Required to Perform the Topside Assessment<br />

Reduced Logistics Requirements


Collect “Overview” and Zoomed‐In Images<br />

Overview Images Depict Freeboard Areas of Approximately 90 feet in<br />

Width by 70 feet in Height<br />

Zoomed‐In Images Depict Freeboard Areas of Approximately 20 feet in<br />

Width by 15 feet in Height<br />

Green box denotes an “Overview Image”<br />

Red and blue boxes denote “Zoomed-in<br />

Images”<br />

Images are Collected Without Panning<br />

the Camera – The Photographer Walks<br />

the Hull<br />

All images collected from approximately<br />

a 100 foot distance<br />

Images were collected pierside and from a patrol boat. Over three days<br />

over 3000 images depicting the USS NIMITZ freeboard were collected for<br />

automated analysis


Reduce the number of images that make up the image set that fully<br />

covers a Carrier Zone or the equivalent surface ship topside surface<br />

area from greater than 300 images to 6 –30 images.<br />

Collect images at high resolution, resize images as required for various<br />

automated analysis algorithms<br />

Objective: Ease and Expedite Image Collection<br />

Eliminate requirements for patrol or other boats when<br />

photographing the sea facing topside surfaces<br />

Collect all images from available piers<br />

Necessitates image collection from distances up to 1300 feet<br />

Objective: Reduce Image Collection Logistics Requirements<br />

Allow for some minor editing of imagery prior to automated<br />

analysis<br />

Cropping of imagery to remove sky, sea, and structure such as pierside<br />

infrastructure and booms<br />

Objective: Ease Image Collection Requirements


Collect 6 -15 “Overview images” that depict a Carrier Zone or Ship Side<br />

and edit images if required to remove sky, sea and structure. Collect<br />

additional images of regions of interest to augment the image set.<br />

Complete Zone Image sets should be 6 – 30 images.


Images below collected pierside from a distance of 1250 feet<br />

Canon SX10IS – 16X Optical Magnification Canon EOS7D/Swarovski Spotting Scope – 38X<br />

Optical Magnification<br />

Image Detail From Above – Note Flaking Paint<br />

can be observed at this imaging distance<br />

Images above demonstrate the ability to<br />

collect imagery with sufficient resolution to<br />

observe coatings anomalies from a 1250 foot<br />

camera to ship distance<br />

Image Detail From Above – Note<br />

Flaking Paint can be observed at<br />

this imaging distance


Canon SX 30 IS<br />

0.7X –24 X optical<br />

magnification<br />

Point and shoot ease<br />

of use<br />

50 % increase in the<br />

optical magnification<br />

compared to the<br />

Canon SX 10 IS<br />

Primary imaging tool<br />

Digital Spotting Scope<br />

(Carl Zeiss or Barska)<br />

15X –45 X optical<br />

magnification<br />

Point and shoot ease<br />

of use<br />

Secondary imaging<br />

tool used to ensure<br />

that coatings<br />

anomalies are not<br />

missed by the Canon<br />

SX 30 IS<br />

Composite Tripod<br />

(Swarovski or Gitzo)<br />

Provides required<br />

mechanical stability<br />

to image from larger<br />

camera to ship<br />

distances<br />

Lightweight, rugged<br />

and easily<br />

transportable to aid<br />

the collection of<br />

topside image sets


AFTCAT Consists of A Suite of Automated Algorithms Used<br />

to Analyze Topside and Freeboard Image Sets<br />

Topside Corrosion Detection Algorithm (TCDA) – Identifies and<br />

quantifies corrosion damage in topside and freeboard images<br />

Coatings Non‐Uniformity Algorithm –Provides a quantitative<br />

measure of coatings non‐uniformity and can show areas where<br />

topside overcoats have been applied.<br />

Coatings Failures Assessment Algorithms – Identifies and<br />

quantifies the extent of coatings delamination, flaking and<br />

blistering<br />

Aggregation Algorithms – Generate zone level condition<br />

assessments from the individual image results<br />

Automated Report Generation Algorithms – Generates reports in<br />

standardized format for upload to Navy databases


TCDA<br />

Most mature and tested AFTCAT algorithm<br />

Based on the proven Tank and Void Corrosion Detection Algorithm<br />

Calculates actual corrosion damage percentage for the image analyzed<br />

Generates an output image that highlights identified corrosion using red image<br />

overlays<br />

Overview image as collected TCDA output image<br />

Result = 0.04 % corrosion damage


TCDA output image<br />

Result = 0.04 % corrosion damage<br />

TCDA output image<br />

Result = 0.10 % corrosion damage<br />

Overhead regions became a region of interest as they had higher levels<br />

of corrosion damage (and delaminated paint). The image set for this<br />

zone was augmented with representative images from this region to<br />

afford an optimal assessment of this zone’s corrosion damage


NRL has developed a unique image processing filter that highlights color hue and<br />

textural variations<br />

This filter is used as the first processing step in both the coatings non‐uniformity<br />

and failure assessment algorithms<br />

These algorithms work on topside imagery collected at a resolution of 3648 x 2736<br />

pixels or higher.<br />

Image as collected<br />

Filtering enhances<br />

coatings hue variations


Image as collected<br />

Filtering enhances<br />

roller marks and hue<br />

variations<br />

Image as collected<br />

Filtering enhances<br />

coatings<br />

delamination<br />

Image as collected<br />

Filtering enhances<br />

flaking paint and<br />

blistering


Freeboard image as collected Filtered image. The coatings nonuniformity<br />

algorithm produced an<br />

8% non-uniformity value<br />

Apply hue/texture enhancement filter to ship freeboard image<br />

Break enhanced image into four equally sized full column and<br />

four equally sized full row based sub‐images<br />

Generate a course ten bin histogram for each image<br />

Analyze the histograms to assess coatings non‐uniformity of<br />

each sub‐image<br />

Average results across sub‐images to generate an image level<br />

coatings non‐uniformity percentage value


Image as collected Filtered image False color image<br />

Apply hue/texture enhancement filter to ship freeboard image<br />

Generate a course ten bin histogram for the filtered image<br />

Group individual pixels from each of the histogram bins by color<br />

–creates the false color image on the left.<br />

Perform a spatial contrast analysis of the false color image –<br />

identify and quantify coatings anomalies in the image. Note<br />

that flaking, blistering and delaminated coatings have different<br />

signatures allowing their extent to be individually determined


Image as captured provided to<br />

coatings Non-uniformity algorithm<br />

Overview image as collected<br />

(3648 x 2736 pixels)<br />

Resized image (1600 x 1200 pixels)<br />

provided to the TCDA<br />

Filtered Image – 36 % coatings non-uniformity<br />

TCDA output image – 0.29 % corrosion damage


Aggregation Algorithms for the TCDA and Coatings<br />

Failure Assessment Algorithm that generate zone level<br />

assessment of damage extent and distribution have<br />

been developed and are being tested<br />

Report Generation Algorithms have been developed<br />

and utilized in the Tank and Void CDA<br />

Report Generation Algorithms will be developed when all<br />

AFTCAT Algorithms are finalized<br />

The final AFTCAT output is a report in a<br />

standardized format that documents the<br />

inspection and its results that is suitable for<br />

upload to Navy databases


Digital photography and AFTCAT analysis of image sets<br />

will allow topside coatings assessments and report<br />

generation to be completed in one week at<br />

significantly reduced costs<br />

At least a six fold reduction in labor requirements<br />

Reduced expertise and logistics requirements<br />

Contact measurements of coatings adhesion and thickness<br />

are not made –these measurement would be made if the<br />

need is indicated by AFTCAT analysis<br />

Images can be manually reviewed to assess automated<br />

results<br />

Inspection reports in standard formats afford better cross<br />

platform comparisons and improved maintenance planning


The Authors Acknowledge the Support and<br />

Guidance Received from the Naval Sea<br />

Systems Command, Paint Center of<br />

Excellence, as well as the Office of Naval<br />

Research and the Office of the Secretary of<br />

Defense<br />

24

Hooray! Your file is uploaded and ready to be published.

Saved successfully!

Ooh no, something went wrong!