ballast water exchange verification: discrimination using ...€¦ · greg ruiz, kate murphy, jen...
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Greg Ruiz, Kate Murphy, Jen Boehme, Ari Balsom, George Smith, Chris Brown and Monaca Noble
Smithsonian Environmental Research Center
Ballast Water Exchange Verification: Discrimination Using Chemical Characteristics of Oceanic Water
Identify characteristics that reliably discriminate between ballast water of coastal vs. oceanic origin.
Inform the development of an in-situ (field) instruments for BWE verification.
Aims
Tracer Qualities:
• Unambiguous discrimination between coastal and oceanic water
• Robust to potential contaminants from ships and tanks
• Easily and reliably measured in ships
• Stable over time in ballast tanks
• Consistent results for varying source and exchange regions
Potential tracers of mid-ocean exchange
Biological tracers (plankton)BUT –difficult to identifydifficult to quantifypopulations vary greatly in space and time
Chemical tracers easier to quantifydistribution easier to predict, both
* within ballast tanks* globally
0%
50%
100%
0 100 200
miles offshore
[ Tra
cer ]
HypothesisNot
exchanged(non-complying)
exchanged(complying)
The chemical signature of exchanged ballast
water is more similar to water from the mid-
ocean than water from its original coastal
source.
80° W 60° W 40° W 20° W 0°
0°
20° N
40° N
60° N
Fos
BN
Cruise Tracks: N. Pacific & N. Atlantic
150oE 175oE 160oW 135oW 110oW 10oN
20oN
30oN
40oN
50oN
60oN
1. CONTROL = not exchanged
2. TREATMENT = exchanged
Experimental Design
cargo cargo cargo cargo5 4 3 2 1
5 4 3 2 1
3. SHIPSIDE = Ocean Reference Set
• Salinity
• Radium (223Ra, 226Ra, 228Ra)
• Trace elements (Ag, Ba, Mn, Mo, P, U, V)
• CDOM fluorescence signatures (chromophoric dissolved organic matter)
Objective
Identify tracers that, alone or in combination, reliably discriminate between ballast water of coastal vs. oceanic origin.
Tracers:
Results: Salinity
MV Lily Fortune
initial final
Sal
inity
[ppt
]
0
5
10
15
20
25
30
35
Unexchanged (Control) Exchanged
MV Asahi Sunrise
initial final
Shipside
} +15%
Tank Pair 1
initial final
223 R
a [d
pm l-1
]
0
1
2
3
4
5
6
Control Treatment
Tank Pair 3
initial final
Tank Pair 4
initial final
Results: 223Ra(Data from “MV Asahi Sunrise”)
|| + +| ..................+.......O| . O . +| . + O O.| . O O .+| . .| . + +.| . O O O .| . + O + .| . O O .| . O + .| . + O .| . O + .| . O .| +. O + .| .O O .| . + .| + + .| O..+....................... | + +||-----------------------------------------
tracer 1
tracer 2
Compare with ballast water samplesDm
2 = (xi - x)' S-1(xi - x)(Mahalanobis Distance Statistic)
BDm
Define an “ocean reference set”x = tracer mean in open oceanS = tracer covariance matrix
Multivariate Model: Trace Metals
0
50
100
150
T0T1
T2
T3 Sal+ Ba
+ Mn+ P
+ Mo+ V
Dm
TimeTracers
Unexchanged Ballast Water
0
50
100
150
Sal+ Ba
+ Mn+ P
+ Mo
+ VT0 (0 %)
T1 (55 %)T2 (83 %)
T3 (93 %)
Dm
Time,% Exchange Tracers
Exchanged Ballast Water
Percent Exchange0 55 83 93
Dm
Number of Tracers1 2 3 4 5 6
Dm
Results: Trace Metals
Results: CDOM(Data from “MV Asahi Sunrise”)
Fluo
resc
ence
[QSE
]
3
6
9
12
15
18
250300350400450
300350
400 450 500550
600650
3
6
9
12
15
18
300 350400 450
500550
600 650
Emission wavelength [nm]
3 6 9 12 15 18
Excitation wavelength [nm]
A. Before BWE B. After BWE
CDOM Analysis BWE Experiments on trans-oceanic cruises on commercial ships (N. Pacific & N. Atlantic).
2 treatments (Control, Exchanged) per cruise3 – 5 ballast tanks per treatment3 – 5 time-points per ballast tank2 – 4 replicates per depth
Ocean dataset: 12-30 / cruise
> 690 samples in database
Samples collected in amber glass DOM-clean bottles and analyzed at one of 3 analytical labs (i.e. 3 different instruments).
Excitation-Emission Fluorescence Spectroscopy used to generate ‘EEMs’.
Data Analysis via Parallel factor analysis (PARAFAC)
300 400 500 6000
0.2
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6 87 9
PARAFAC – 9 component model
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Raw Data Model
+
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=
PARAFAC – Parallel Factor Analysis
9 Components
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PARAFAC – 9 component model
Effect of Ballast Water Exchange
salinity: 36 33 30 27
Ocean water (>100 miles offshore)
Fos LF BN AS0
2
4
6
8
salinity: 36 33 36 33
• BWE greatly reduces concentrations of fluorescent components
• Exchanged CDOM > Ocean CDOM
• Signatures from all high salinity sources are similar
Exchanged Ballast Water
Fos LF BN ASMax
imum
Inte
nsity
(QS
E +
/- S
E)
0
2
4
6
8
salinity: 36 33 36 33
Unexchanged Ballast Water
Fos LF BN ASMax
imum
Inte
nsity
(QS
E +
/- S
E)
0
2
4
6
8 C2 C3 C4 C8
Is fluorescence predictable in the ocean?
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. (nm
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. (nm
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. (nm
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. (nm
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Ocean Fluorescence: 99% Upper Confidence Limits
LF AS BN Fos all
Max
imum
Inte
nsity
(QS
E +
/- S
E)
0.0
0.5
1.0
1.5
2.0
2.5
C2 C3 C4 C8
C2
C3
C4
C8
Exchanged: 99% Upper Confidence Limits
LF AS BN SF PS Fos
Max
imum
Inte
nsity
(QS
E +
/- S
E)
0.0
0.2
0.4
0.6
0.8
1.0
1.2
C2 C3
Is fluorescence predictable following BWE?Unexchanged: 99% Lower Confidence Limits
LF AS BN SF PS Fos0
2
4
6
8
10
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. (nm
)
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. (nm
)
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C2 C3
Design parameters for handheld fluorometers
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. (nm
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. (nm
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Component 2 Component 3
Future Directions
What are the best tracer sets?• Maximize discrimination & minimize noise• Robust to many sources of variation:
(e.g. ships, source regions, ocean, residence time..)
How robust is approach to different global regions and ports?• Collaborative expansion project with Singapore & New Zealand
How does approach perform for Overseas and Coastwise Traffic to the U.S. Pacific coast, as a Model System?
• Distance from shore (decay function) – seasonal measures• Within bay (port) variation – seasonal / spatial measures
Pacific Basin as a Model System
90° E 135° E 180° E 135° W 90° W
45° S
0°
45° N
Pacific Ocean
Port SurveyCruise80nmi transect
Acknowledgements
Host Shipping Companies:•NYK Bulkship (USA) LTD., Gateway Maritime Corp. / Sincere Industrial Corp., Matson Navigation Company, Bergesen DY ASA., Sea River Maritime, the Alaska Tanker Company, BP Amoco PLC and Krupp Seeschiffahrt GmbH
CDOM Analysis:• University of S. Florida (P. Coble, R. Conmy)• University of Maine (J. Boehme)• Denmark National Environmental Research Institute (W. Martinsen)
PARAFAC:• Denmark National Environmental Research Institute (C. Stedmon)• Denmark Royal Veterinary and Agricultural University (R. Bro)
Sponsors:
• California State Lands Commission• National Sea Grant Program• New Zealand Government (MAF)• U.S. Coast Guard
KAS
LF
140° E 160° E 180° E 160° W 140° W 120° W
20° N
40° N
60° N
80° W 60° W 40° W 20° W 0°
0°
20° N
40° N
60° N
Fos
BN
Cruise Tracks: N. Pacific & N. Atlantic