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Low salmon smolt survival continues to be a problem in the Sacramento River Delta despite efforts to reverse these trends. Predation has been identified as one of the causes of this decline. Acoustic telemetry is commonly used to track the downstream migration of juvenile salmonids and has recently been used to identify predatory behavior in other species. Over the past decade, fine-scale fish tracks have illustrated migration behavior and survival in river systems throughout California and elsewhere around the world. In recent years as more data has become available from various species via fine-scale 2D and 3D telemetry, new questions have emerged. One of the principal questions of great importance in the Bay-Delta region is: Can we determine whether or not an acoustically-tagged fish has been eaten by a predator? A critical assumption of survival estimation for acoustically tagged migrating species is that the detected tag signals are from distinctly unconsumed and freely migrating fish. Protocols for determining predatory-like movement has been objectively defined for use in analyzing telemetry data. In this presentation, we will discuss fine-scale acoustic tag development, current methods for determining predation events. Fish tracks are presented as two-dimensional fish densities superimposed over GPS geo-referenced river environments. Various results will be presented including recent examples of predatory behaviors [e.g., tagged predatory species] and a review of recent advances in data analysis techniques.
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Sam Johnston & Kevin Kumagai
HTI Hydroacoustic Technology, Inc. (206) 633-3383 [email protected]
AbstractLow salmon smolt survival continues to be a problem in the Sacramento River Delta despite
efforts to reverse these trends. Predation has been identified as one of the causes of this
decline. Acoustic telemetry is commonly used to track the downstream migration of juvenile
salmonids and has recently been used to identify predatory behavior in other species.
Over the past decade, fine-scale fish tracks have illustrated migration behavior and survival in
river systems throughout California and elsewhere around the world. In recent years as more
data has become available from various species via fine-scale 2D and 3D telemetry, new
questions have emerged. One of the principal questions of great importance in the Bay-Delta
region is: Can we determine whether or not an acoustically-tagged fish has been eaten by a
predator? A critical assumption of survival estimation for acoustically tagged migrating
species is that the detected tag signals are from distinctly unconsumed and freely migrating
fish. Protocols for determining predatory-like movement has been objectively defined for use
in analyzing telemetry data.
In this presentation, we will discuss fine-scale acoustic tag development, current methods for
determining predation events. Fish tracks are presented as two-dimensional fish densities
superimposed over GPS geo-referenced river environments. Various results will be
presented including recent examples of predatory behaviors [e.g., tagged predatory species]
and a review of recent advances in data analysis techniques.
Predator and Chinook Smolt BehaviorFigures 1 and 2 are examples of predatory fish and chinook smolt behavior from 2012
Georgiana Slough study – see CDWR 2012 for study overview and methods .
Predation EventSound pulses from acoustic tags easily pass through a fishes body wall, even if a smaller
fish is consumed by a larger fish. To correctly interpret acoustic tag data it is important to
recognize when a predation event has occurred, in order to correctly classify a tagged fish
for survival studies. If the acoustic tags have short, precisely controlled transmission
intervals, detection and ID ranges that are the same, and are detected on multiple
hydrophones at once, then accurate tracks of individual fish can be generated (Ehrenberg
and Steig 2009). Two tagged smolts whose tracks overlap in space and time (appear to
swim together) may indicate that a predator has consumed two tagged smolts. Another
possibility is that the tagged smolts are exhibiting schooling behavior. Figure 4 shows an
example of a likely predation event because 1) the two tags have continuously overlapping
tracks for over three days, and 2) one of the tags became completely stationary
(defecated) within the array, and remained stationary until the end of the tag battery life.
SummarySimple hydrophone detection data can indicate a predation event has occurred when a tag is
shed (defecated) within detection range (including single hydrophone deployments). If fine
scale 2D or 3D track data is available, then sudden behavioral changes or characteristic,
quantifiable behavioral patterns can be used to infer predation events. Many quantifiable
behavioral characteristics are likely to provide separation between migrating smolt behavior
and predator/consumed smolt behavior. Behavioral characteristics should always be taken in
context, i.e. calculated with reference to concurrent environmental conditions.
All data courtesy of California Department of Water Resources.
References:
CDWR 2012. 2011 Georgiana Slough Non-Physical Barrier Performance Evaluation Project
Report (final), prepared by AECOM for California Department of Water Resources, September
5, 2012, 228 pp.
Ehrenberg, J. E., and Steig, T. W. 2009. A study of the relationship between tag-signal
characteristics and achievable performances in acoustic fish-tag studies. – ICES Journal of
Marine Science, 66: 1278–1283.
Vogel, D.A. 2010. Evaluation of acoustic –tagged juvenile chinook salmon and predatory fish
movements in the Sacramento – San Joaquin Delta during the 2010 Vernalis Adaptive
Management Program. Natural Resource Scientists, Inc. October, 2010. 73 p.
Smolt/Predator Behavior DifferencesUnderstanding Predator behavior – and distinguishing it from migrating smolt behavior – is
key to correctly interpreting acoustic tag results (Vogel 2010). Using two dimensional and
three dimensional tracking, behavioral characteristics of tagged fish can be quantified and
compared. However, behavior results should be interpreted in context with concurrent
environmental factors. Figure 6 shows a comparison of two behavior characteristics, (simple
sinuosity and average speed over ground) for known tagged predators, tagged smolts, tagged
smolts that are suspected to have been eaten, and shed tags during periods of a) high tide
(low water velocity) and b) low tide (high water velocity).
Steps Toward Evaluating Predation
in the Sacramento River Delta7th Biennial
Bay-Delta Science Conference
October 16-18, 2012
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Figure 1. Tracks of acoustically tagged predatory fish, Georgiana Slough, Spring,
2012.
Smallmouth bass (tag code 2028.15, green spheres) and Sacramento pikeminnow (tag code 2070.15, pink
spheres) were margin oriented while striped bass (tag codes 2154.15 and 2910.15, blue and yellow spheres)
associated with the open water. Data courtesy of CDWR.
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Striped Bass(Morone saxatilis)
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Figure 3. ‘Radar’ plots of movement of predatory fish and salmon smolts.
The complete track of each fish in Figures1 and 2 was broken up into line segments of approximately 10
seconds in duration. The direction of travel of each segment was then calculated and summarized in the
above plots – 0 degrees is True North.
Figure 4. Two simultaneous tags.
Two chinook tags (2364.25, red spheres, and 3690.19, blue spheres) enter array individually from upstream.
Tags begin swimming simultaneously at 3:19:40 on March 26 continuing for three plus days. Tag 3960.19
defecated at 7:45:51 on March 29. Tag 2364.25 leaves array back upstream. Data courtesy of CDWR
Figure 5. Tag defecated within hydrophone array.
Raw detection data from Tag 3690.19, originally implanted into a chinook smolt ,spans 5 hours from 05:00 to
10:00. The tag suddenly stops all movement within the hydrophone array at Georgiana Slough on March
29, 7:45:51. Each colored line represents data from one individual hydrophone.
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Figure 6. Tag movement characteristics under different water velocity conditions.
Behavior parameters sinuosity and average speed over ground (SOG) of known tagged predators, tagged
smolts, and smolts suspected of having been consumed by predators are compared for different water
velocity conditions. While average SOG for tagged smolts increased during higher water velocity, predator
SOG values remained similar.
a) b)
Figure 2. Tracks of acoustically tagged chinook salmon smolts, Georgiana
Slough, Spring, 2012.
Chinook tags (tag codes 3939.19 and 2742.12, turquoise and lime spheres, respectively) travel down the
Sacramento River while (tag codes 2532.25 and 2175.28, orange and lavender spheres, respectively) move
down Georgiana Slough. Data courtesy of CDWR.
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Chinook Salmon Smolt
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Chinook Salmon Smolt
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Chinook Salmon Smolt
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Chinook Salmon Smolt
( Oncorhynchus tshawytscha)Tag 2175_28