technology transition workshop dart mass spectrometry of writing inks roger jones midwest forensics...
TRANSCRIPT
![Page 1: Technology Transition Workshop DART Mass Spectrometry of Writing Inks Roger Jones Midwest Forensics Resource Center and Ames Laboratory—USDOE, Iowa State](https://reader030.vdocument.in/reader030/viewer/2022032802/56649e195503460f94b066bf/html5/thumbnails/1.jpg)
Technology Transition Workshop
DART Mass Spectrometry of Writing Inks
Roger JonesMidwest Forensics Resource Center and
Ames Laboratory—USDOE,
Iowa State University
Midwest Forensics Resource Center
![Page 2: Technology Transition Workshop DART Mass Spectrometry of Writing Inks Roger Jones Midwest Forensics Resource Center and Ames Laboratory—USDOE, Iowa State](https://reader030.vdocument.in/reader030/viewer/2022032802/56649e195503460f94b066bf/html5/thumbnails/2.jpg)
Technology Transition Workshop
DART MS of Writing Inks• Comparison to Conventional Ink Analysis• Spectrum Acquisition
– Presentation of Sample
– Instrumental Conditions and Data Acquisition
– NIST Mass Spectral Search Program
• Interference from Paper• Effects of Writing Age
– Identification of Ink Components
• Ink Identification Using NIST Software
![Page 3: Technology Transition Workshop DART Mass Spectrometry of Writing Inks Roger Jones Midwest Forensics Resource Center and Ames Laboratory—USDOE, Iowa State](https://reader030.vdocument.in/reader030/viewer/2022032802/56649e195503460f94b066bf/html5/thumbnails/3.jpg)
Technology Transition Workshop
Comparison to Conventional Methods
• Optical Inspection– Side-by-side comparison under various
illuminations through various filters
– Strengths: Quick, cheap, non-destructive, often sufficient
– Weaknesses: Requires physical reference, provides minimal information, no library possible, cannot identify ink
![Page 4: Technology Transition Workshop DART Mass Spectrometry of Writing Inks Roger Jones Midwest Forensics Resource Center and Ames Laboratory—USDOE, Iowa State](https://reader030.vdocument.in/reader030/viewer/2022032802/56649e195503460f94b066bf/html5/thumbnails/4.jpg)
Technology Transition Workshop
Comparison to Conventional Methods
• Thin Layer Chromatography– Side-by-side comparison, separates and
detects dyes and fluorescent components
– Strengths: Cheap, usually sufficient, more information than optical inspection, can build library, may identify ink
– Weaknesses: Slow, destructive, requires physical reference, sensitive to environment, less information than DART, requires physical sample library
![Page 5: Technology Transition Workshop DART Mass Spectrometry of Writing Inks Roger Jones Midwest Forensics Resource Center and Ames Laboratory—USDOE, Iowa State](https://reader030.vdocument.in/reader030/viewer/2022032802/56649e195503460f94b066bf/html5/thumbnails/5.jpg)
Technology Transition Workshop
Comparison to Conventional Methods
• DART MS– Elemental formula determination of all volatile
and semi-volatile components
– Strengths: Quick, non-destructive, no physical reference, provides lots of information, database library, can identify ink, complementary to dye-sensitive methods
– Weaknesses: Expensive equipment, sensitive to vehicle, paper occasionally interferes
![Page 6: Technology Transition Workshop DART Mass Spectrometry of Writing Inks Roger Jones Midwest Forensics Resource Center and Ames Laboratory—USDOE, Iowa State](https://reader030.vdocument.in/reader030/viewer/2022032802/56649e195503460f94b066bf/html5/thumbnails/6.jpg)
Technology Transition Workshop
MS of Extracts vs. DART MS in Situ
0
50
100
0
50
100
Rel
ativ
e In
tens
ity (
m/z
372
= 1
00)
0
50
100
0
50
100
m/z
100 200 300 400 5000
50
100
Bic Wide Body
Bic Velocity
Bic Round Stic
Bic Cristal Grip
Bic Atlantis
372
358
m/z
100 200 300 400 5000
50
1000
50
100
Rel
ativ
e In
tens
ity (
m/z
139
= 1
00)
0
50
1000
50
1000
50
100 Bic Wide Body
Bic Velocity
Bic Round Stic
Bic Cristal Grip
Bic Atlantis
351
139
374
183
269
367
DART MS of Ink on Paper ESI-MS of Extracts5 Black Bic Ballpoints
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Technology Transition Workshop
Presentation of Sample
Modified Wikipedia image, with acknowledgement to JEOL USA, Inc., and author R. B. Cody
![Page 8: Technology Transition Workshop DART Mass Spectrometry of Writing Inks Roger Jones Midwest Forensics Resource Center and Ames Laboratory—USDOE, Iowa State](https://reader030.vdocument.in/reader030/viewer/2022032802/56649e195503460f94b066bf/html5/thumbnails/8.jpg)
Technology Transition Workshop
Full Page in Open Sample Holder
![Page 9: Technology Transition Workshop DART Mass Spectrometry of Writing Inks Roger Jones Midwest Forensics Resource Center and Ames Laboratory—USDOE, Iowa State](https://reader030.vdocument.in/reader030/viewer/2022032802/56649e195503460f94b066bf/html5/thumbnails/9.jpg)
Technology Transition Workshop
Full Page in Open Sample Holder
![Page 10: Technology Transition Workshop DART Mass Spectrometry of Writing Inks Roger Jones Midwest Forensics Resource Center and Ames Laboratory—USDOE, Iowa State](https://reader030.vdocument.in/reader030/viewer/2022032802/56649e195503460f94b066bf/html5/thumbnails/10.jpg)
Technology Transition Workshop
Sample Held by Cover-Plate Hook1/8-inch hole in cover plate gives access to sample.
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Technology Transition Workshop
Page in Closed Sample Holder
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Sample in Position for Analysis
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Technology Transition Workshop
Modified Wikipedia image, with acknowledgement to JEOL USA, Inc., and author R. B. Cody
Instrumental Conditions
–3500 V +150 V
+650 V255 °C
3.25 L/min
He
Mount wired to spectrometer inlet
+20 V, 80 °C
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Technology Transition Workshop
Time (min)
0 1 2 3 4 5
Tot
al I
on C
ount
0.0
5.0e+6
1.0e+7
1.5e+7
2.0e+7
2.5e+7
3.0e+7
Blank Paper
Ink on Paper
PEG 600
Raw Spectra from Chromatogram
m/z
100 200 300 400 500 600
Inte
nsit
y (c
ount
s)
0
10000
20000
30000
40000
50000
279
269
315
359
m/z
100 200 300 400 500 600
Inte
nsit
y (c
ount
s)
0
10000
20000
30000
40000
50000
279
Zebra Rubber 80 Ballpoint on Hammermill Fore DP Paper
30 second averages
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Technology Transition Workshop
m/z
100 200 300 400 500 600
Inte
nsit
y (c
ount
s)
0
10000
20000
30000
40000
50000
279
269
315
359
Final Spectrum from Raw Spectra
m/z
100 200 300 400 500 600
Inte
nsit
y (c
ount
s)
0
10000
20000
30000
40000
50000
279
269
315
359
m/z
100 200 300 400 500 600
Inte
nsit
y (c
ount
s)
0
10000
20000
30000
40000
50000
279
Zebra Rubber 80 Ballpoint on Hammermill Fore DP Paper
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Technology Transition Workshop
DART MS of 3 Main Ink Types
m/z
100 200 300 4000
25
50
75
100
Rel
ativ
e In
tens
ity
0
25
50
75
100
0
25
50
75
100 Zebra Rubber 80Ballpoint
Bic Cristal Gel Roller
Mont BlancLe Grand Rollerball
359
150
139315
106 168 239
255
195
239
269
403100
121 283403
![Page 17: Technology Transition Workshop DART Mass Spectrometry of Writing Inks Roger Jones Midwest Forensics Resource Center and Ames Laboratory—USDOE, Iowa State](https://reader030.vdocument.in/reader030/viewer/2022032802/56649e195503460f94b066bf/html5/thumbnails/17.jpg)
Technology Transition Workshop
NIST Spectral Search Software• NIST Mass Spectral Search Program
– Demo Version 2.0d is a free download.
– Fully functional software with a small library
• Search Types– Spectral match; reverse/forward, with m/z limits,
identity/similarity, match ring number
– Search formula, name, CAS number, NIST registry number, peaks
– Constraints; molecular weight, elemental abundance, peak presence
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Technology Transition Workshop
NIST Spectrum Search Results
Unknown
List of matches
Spectrum of unknown
Spectrum of highlighted match
Distribution of matches Comparing unknown and highlighted match
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Calculating Match Quality
2/1
2/1
1
)(
UL
UL
MAMA
AAMF
Match Quality, Q, combines two factors, F1 and F2, that range from 0 to 1.F1 is a mass-weighted dot product of the two spectra:
Sums are over M; M = m/z AL = relative intensity of library peakAU = relative intensity of unknown peak
From Stein, J. Am. Soc. Mass Spec., 1994, 5, 316.
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Technology Transition Workshop
Calculating Match Quality
2&1&
999FNFN
NNQ LUU
LUU
n
iU
iU
nN
i iL
iL
LU A
A
A
A
NF
LU
1,
,
2 1,
,
&2
&1
F2 compares ratios of successive peaks:
NU&L = number of peaks common to both unknown and library spectra. Sum is over those peaks.n = 1 if AL ratio < AU ratio, n = -1 if AU ratio < AL ratio.
Q is 999 for a perfect match.
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Technology Transition Workshop
Test of Paper Effects• Lines written freehand on 16 different types of
paper with three pens—1 ballpoint, 1 gel, 1 fluid ink.
• Stored in closed file in drawer for 8–9 months.• Three spectra acquired for each ink on each
paper. Samples handled with gloves.• All spectra for one ink placed in a NIST library.• All spectra searched against the library and
match qualities determined for each spectrum. Reverse matching with no m/z limit.
![Page 22: Technology Transition Workshop DART Mass Spectrometry of Writing Inks Roger Jones Midwest Forensics Resource Center and Ames Laboratory—USDOE, Iowa State](https://reader030.vdocument.in/reader030/viewer/2022032802/56649e195503460f94b066bf/html5/thumbnails/22.jpg)
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Papers Used in TestWhite Office Paper Envelopes
Champion Benefit Writing Brown Manila
Crane’s Resume White Ames Lab Letterhead
Great White Multipurpose 20
Hammermill Color Copy Miscellaneous Types
Hammermill Color Laser Gloss Ampad Evidence (ruled legal pad)
Hammermill Fore DP Colored paper, goldenrod
Hammermill Great White Copy Post-It Note, yellow
HP Color Inkjet Whatman #1 filter paper
Staples Copy Notepaper with printing under writing
![Page 23: Technology Transition Workshop DART Mass Spectrometry of Writing Inks Roger Jones Midwest Forensics Resource Center and Ames Laboratory—USDOE, Iowa State](https://reader030.vdocument.in/reader030/viewer/2022032802/56649e195503460f94b066bf/html5/thumbnails/23.jpg)
Technology Transition Workshop
Match Quality Index
5006007008009001000
Perc
ent o
f B
allp
oint
Sam
ples
0%
10%
20%
30%
Ballpoint Spectrum Match Qualities
Median Match Quality = 880
Distribution of Match Qualities of One Spectrum with45 Spectra of the Same Ink on Different Paper:
Black Zebra Rubber 80 Ballpoint Ink on Hammermill Fore
Hammermill Color Laser Gloss
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Technology Transition Workshop
Spectra Matching a Ballpoint Spectrum
m/z
100 200 300 400 500 6000
20
40
60
80
100
R
elat
ive
Inte
nsit
y0
20
40
60
80
1000
20
40
60
80
1000
20
40
60
80
100Hammermill Fore DP #1Unknown Being Matched
Manila Envelope #1Match Quality = 925
Best Match on Different Paper
Post-It Note #2Match Quality = 816
Worst Match Other ThanHammermill Laser Gloss
Hammermill Laser Gloss #1Match Quality = 548
Worst Match
Spectral Matching for a sample of Zebra Rubber 80 Black Ballpoint on Hammermill Fore DP Paper
![Page 25: Technology Transition Workshop DART Mass Spectrometry of Writing Inks Roger Jones Midwest Forensics Resource Center and Ames Laboratory—USDOE, Iowa State](https://reader030.vdocument.in/reader030/viewer/2022032802/56649e195503460f94b066bf/html5/thumbnails/25.jpg)
Technology Transition Workshop
Median Match Qualities for BallpointDistribution of Median Match Qualities with 45 Spectra
of the Same Ink on Different Paper:Black Zebra Rubber 80 Ballpoint Ink
Median Match Quality Index
5006007008009001000
Per
cent
of
Bal
lpoi
nt S
ampl
es
0%
10%
20%
30%
Hammermill Color Laser Gloss
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Technology Transition Workshop
Match Quality Index
5006007008009001000
Per
cent
of
Gel
-Ink
Sam
ples
0%
10%
20%
30%
Gel Ink Spectrum Match QualitiesDistribution of Match Qualities of One Spectrum with
45 Spectra of the Same Ink on Different Paper:Black Bic Cristal Gel Roller Ink on Hammermill Fore DP
Median Match Quality = 854
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Technology Transition Workshop
Median Match Quality Index
5006007008009001000
Per
cent
of
Gel
-Ink
Sam
ples
0%
10%
20%
30%
Median Match Qualities for Gel InkDistribution of Median Match Qualities with 45 Spectra
of the Same Ink on Different Paper:Black Bic Cristal Gel Roller Ink
![Page 28: Technology Transition Workshop DART Mass Spectrometry of Writing Inks Roger Jones Midwest Forensics Resource Center and Ames Laboratory—USDOE, Iowa State](https://reader030.vdocument.in/reader030/viewer/2022032802/56649e195503460f94b066bf/html5/thumbnails/28.jpg)
Technology Transition Workshop
Fluid Ink Spectrum Match Qualities
Match Quality Index
5006007008009001000
Perc
ent o
f Fl
uid-
Ink
Sam
ples
0%
10%
20%
30%
Distribution of Match Qualities of One Spectrum with45 Spectra of the Same Ink on Different Paper:
Blue Mont Blanc Le Grand Roller Ink on Hammermill Fore
Median Match Quality = 777
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Technology Transition Workshop
Median Match Quality Index
5006007008009001000
Per
cent
of
Flu
id-I
nk S
ampl
es
0%
10%
20%
30%
H. Color Laser GlossCrane's Resume
Median Match Qualities for Fluid InkDistribution of Median Match Qualities with 45 Spectra
of the Same Ink on Different Paper:Blue Mont Blanc Le Grand Rollerball Ink
![Page 30: Technology Transition Workshop DART Mass Spectrometry of Writing Inks Roger Jones Midwest Forensics Resource Center and Ames Laboratory—USDOE, Iowa State](https://reader030.vdocument.in/reader030/viewer/2022032802/56649e195503460f94b066bf/html5/thumbnails/30.jpg)
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Effects of Writing Age• Lines written freehand periodically on white
copy paper (Hammermill Fore DP).• Stored in closed folder in desk drawer with
blank pages surrounding each written page.• Samples handled with gloves during analysis.• Three spectra at each age averaged for time
plots.
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Technology Transition Workshop
Black Bic Round Stic Ballpoint at Two Ages
m/z
100 200 300 4000
50
100
150
200
Rel
ativ
e In
tens
ity
(m/z
367
= 1
00)
0
50
100
150
200
269100
351139
199
183
165200
139
351269
183
100
4 Days Old
332 Days Old
367
165
367
374
374
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Components of Bic BallpointObserved
m/zChemical Formula
Actual m/z
Most Probable Identity
100.076 [C5H9NO+H]+ 100.076 N-methyl-2-pyrrolidone
139.076 [C8H10O2+H]+ 139.076 Phenoxyethanol
165.094 [C10H12O2+H]+ 165.092 Various fragrant liquids
183.102 [C10H14O3+H]+ 183.102 Diethylene glycol monophenyl ether
199.142 [C11H18O3+H]+ 199.133 Various fragrant liquids
269.166 [C17H20N2O+H]+ 269.166 Michler’s ketone
351.215 uncertain ---- ----
367.210 [C20H30O6+H]+ 367.212 Dibutylglycol phthalate
374.264 [C25H30N3+2H]+ 374.260 Crystal violet
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Crystal Violet Cationic Dye
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Technology Transition Workshop
m/z
300 320 340 360 380 400 420 440
Rel
avti
ve I
nten
sity
(m
/z 3
72 =
100
)
0
20
40
60
80
100
120
372.242
374.259
358.232 390.260
404.237345.205
[Crystal Violet]+
[Crystal Violet + 2H]+
[Methyl Violet]+
[Crystal Violet + O ]2+
[Crystal Violet + H O] +2
Crystal Violet DART Spectrum
![Page 35: Technology Transition Workshop DART Mass Spectrometry of Writing Inks Roger Jones Midwest Forensics Resource Center and Ames Laboratory—USDOE, Iowa State](https://reader030.vdocument.in/reader030/viewer/2022032802/56649e195503460f94b066bf/html5/thumbnails/35.jpg)
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Aging of Black Bic Round Stic Ballpoint
Age (days)
0 100 200 3000
50
100
150m/z 165 m/z 183 m/z 269 m/z 351
Rel
ativ
e In
tens
ity
(m/z
367
= 1
00)
0
50
100
150
200
250
300
m/z 100 m/z 139 m/z 199
![Page 36: Technology Transition Workshop DART Mass Spectrometry of Writing Inks Roger Jones Midwest Forensics Resource Center and Ames Laboratory—USDOE, Iowa State](https://reader030.vdocument.in/reader030/viewer/2022032802/56649e195503460f94b066bf/html5/thumbnails/36.jpg)
Technology Transition Workshop
Black Bic Cristal Gel Roller Ink at Two Ages
m/z
100 150 200 250 300 350 4000
20
40
60
80
100
Rel
ativ
e In
tens
ity
(m/z
150
= 1
00)
0
20
40
60
80
100
239106
150
148
195
151
168195
150
301
239
151
106
9 Days Old
336 Days Old
148 168
![Page 37: Technology Transition Workshop DART Mass Spectrometry of Writing Inks Roger Jones Midwest Forensics Resource Center and Ames Laboratory—USDOE, Iowa State](https://reader030.vdocument.in/reader030/viewer/2022032802/56649e195503460f94b066bf/html5/thumbnails/37.jpg)
Technology Transition Workshop
Components of Bic Gel InkObserved
m/zChemical Formula
Actual m/z
Most Probable Identity
106.088 [C4H11NO2+H]+ 106.087 Diethanolamine
148.100 C7H16O3+ 148.110 Dipropylene glycol monomethyl ether
150.114 [C6H15NO3+H]+ 150.113 Triethanolamine
151.102 [C6H14O4+H]+ 151.097 Triethylene glycol
168.127 C10H16O2+ 168.115 Dipentene diepoxide
195.124 [C8H18O5+H]+ 195.123 Tetraethylene glycol
239.151 [C10H22O6+H]+ 239.149 Pentaethylene glycol
301.186 [C18H24N2O2+H]+
or [C19H24O3+H]+
301.192
301.180----
![Page 38: Technology Transition Workshop DART Mass Spectrometry of Writing Inks Roger Jones Midwest Forensics Resource Center and Ames Laboratory—USDOE, Iowa State](https://reader030.vdocument.in/reader030/viewer/2022032802/56649e195503460f94b066bf/html5/thumbnails/38.jpg)
Technology Transition Workshop
Aging of Black Bic Cristal Gel Roller Ink
Age (days)
0 100 200 3000
10
20
30m/z 106 m/z 168 m/z 195 R
elat
ive
Inte
nsit
y (m
/z 1
50 =
100
)
0
10
20
30
40
50
60
70 m/z 148 m/z 151 m/z 239 m/z 301
![Page 39: Technology Transition Workshop DART Mass Spectrometry of Writing Inks Roger Jones Midwest Forensics Resource Center and Ames Laboratory—USDOE, Iowa State](https://reader030.vdocument.in/reader030/viewer/2022032802/56649e195503460f94b066bf/html5/thumbnails/39.jpg)
Technology Transition Workshop
BlueMont Blanc Le Grand Rollerball Fluid Ink at Two Ages
m/z
100 200 300 400 5000
20
40
60
80
100
Rel
ativ
e In
tens
ity (
m/z
239
= 1
00)
0
20
40
60
80
100239
121 195
256
255256
283
300299
327
343
344
327299
300
283239
195
121387
4 Days Old
340 Days Old
371
151
151150
212
212211 388
432431
415
476475
403
![Page 40: Technology Transition Workshop DART Mass Spectrometry of Writing Inks Roger Jones Midwest Forensics Resource Center and Ames Laboratory—USDOE, Iowa State](https://reader030.vdocument.in/reader030/viewer/2022032802/56649e195503460f94b066bf/html5/thumbnails/40.jpg)
Technology Transition Workshop
BlueMont Blanc Le Grand Rollerball Fluid Ink at Two Ages
m/z
100 200 300 400 5000
20
40
60
80
100
Rel
ativ
e In
tens
ity
(m/z
239
= 1
00)
0
20
40
60
80
100239
121 195
256
255256
283
300299
327
343
344
327299
300
283239
195
121387
4 Days Old
340 Days Old
371
151
151150
212
212211 388
432431
415
476475
403
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Components of Mont Blanc InkObserved m/z Chemical Formula Probable Identity
121.075 [C8H8O+H]+ Acetophenone
403.193 Not determined Not in ink
151.101, 195.126, 239.152, 283.178, 327.207, 371.233, 415,254
[HO(C2H4O)nH+H]+
n = 3 to 9
Polyethylene glycols
211.132, 255.159, 299.185, 343.214, 387.243, 431.267, 475.292
[C8H10O(C2H4O)n+H]+ n = 3 to 9
Polyethylene glycol ethyl phenyl diethers
212.154, 256.179, 300.206, 344.231, 388.257, 432.288, 476.313
C16H20(C2H4O)n+ or
C7H12N2(C2H4O)m+ n
= 0 to 6, m = 2 to 8
Polyethylene glycol derivatives
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Aging of Blue Mont BlancLe Grand Rollerball Fluid Ink
Age (days)
0 100 200 3000
20
40
60
80m/z 195 m/z 300 m/z 327 m/z 343 m/z 344 m/z 403
Rel
ativ
e In
tens
ity (
m/z
239
= 1
00)
0
20
40
60
80
100m/z 121 m/z 255 m/z 256 m/z 283 m/z 299
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Ink Identification• Library of 166 inks: 76 ballpoints, 50 fluid inks
and 40 gel inks.• Written 10 to 35 months before testing.• 2 spectra of each ink placed in NIST library for
the correct ink type. Handled with gloves.• Every spectrum tested as an unknown.
– Perfect match with self is ignored, so Hit #1 is next best match
• Ink correctly identified if Hit #1 is the other spectrum for the same ink.
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Ink Identification Test Results
Ink
Type
Black Inks Blue Inks
No. of Inks in Library
Correct Identifications
No. of Inks in Library
Correct Identifications
Ballpoint 48 99% 28 100%
Fluid 26 81% 24 77%
Gel 21 93% 19 97%
All (black & blue)
166 92% -- --
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Unknowns that Matched Incorrectly
• Black Ballpoints – 1 error– PaperMate Flexgrip Elite matched Papermate
Flexgrip Ultra
• Blue Ballpoints – 0 errors• Black Gels – 3 errors
– 2 Pentel Sunburst Gels matched a Parker Gel Refill and an Integra Roller Gel
– Zebra Jell 3 matched Parker Gel Refill
• Blue Gels – 1 error– Pentel Hybrid H2 matched Pentel Sunburst Gel
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Unknowns that Matched Incorrectly
• Black Fluids – 10 errors
2 PaperMate Liquid Expresso Staedtler Silver Ball 404
Pilot Precise Rolling Ball Uni-ball Deluxe Roller
Sheaffer Slim Rollerball Refill Uni-ball Vision Roller
Staedtler Lumocolor 2 Waterman RollerBall Refill
Bic Z4 Parker Roller Ball Refill
2 Cross Porous Tip Refill 2 Sheaffer Slim Rollerball Refill
2 PaperMate Flair 2 Zebra Zeb-Roller 2000
PaperMate Liquid Expresso
• Blue Fluids – 11 errors
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Forward-Matching Match Qualities
5006007008009001000
0%
3%
6%
9%
12%
Per
cent
age
of M
atch
es
0%
10%
20%
30% Correct Match
Closest Incorrect Match
Match Quality of Correct and Closest Incorrect Matches for Black Ballpoints
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Forward-Matching Match Qualities
4005006007008009001000
0%
3%
6%
9%
12%
Per
cent
age
of M
atch
es
0%
5%
10%
15%
20%Correct Match
Closest Incorrect Match
under400
Match Quality of Correct and Closest Incorrect Matches for Blue Ballpoints
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Forward-Matching Match Qualities
4006008001000
0%
3%
6%
9%
12%
Per
cent
age
of M
atch
es
0%
5%
10%
15%
20% Correct Match
Closest Incorrect Match
under300
Match Quality of Correct and Closest Incorrect Matches for Black Gel Inks
Pentel Sunburst
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Forward-Matching Match Qualities
4005006007008009001000
0%
3%
6%
9%
12%
Per
cent
age
of M
atch
es
0%
10%
20%
30% Correct Match
Closest Incorrect Match
under400
Match Quality of Correct and Closest Incorrect Matches for Black Fluid Inks
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Match Qualities in Ink Identification
Ink TypeCorrect Match Closest Incorrect
MatchDifference Between Correct & Incorrect
Average Median Average Median Average Median
Black Ballpoint
882.3 888.5 749.7 750.0 138.4 119.0
Blue Ballpoint
878.0 884.0 626.0 620.5 252.0 249.0
Black Fluid
773.2 792.5 647.7 695.0 125.5 83.0
Blue Fluid 702.3 743.5 563.7 592.0 138.6 130.0
Black Gel 793.9 832.0 609.0 602.5 188.3 155.5
Blue Gel 752.2 719.0 590.3 560.5 152.7 125.0
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Acknowledgements• National Institute of Justice
– This project was supported by Award No. 2006-DN-BX-K017 awarded by the National Institute of Justice, Office of Justice Programs, US Department of Justice. The opinions, findings, and conclusions or recommendations expressed in this exhibition are those of the author and do not necessarily reflect the views of the Department of Justice.
• John McClelland, principal investigator• Susan Lorge, worked out optimum conditions
and acquired library data