using ecosystem models to evaluate how climate change ... · • ecosystem indicators are useful...
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![Page 1: Using ecosystem models to evaluate how climate change ... · • Ecosystem indicators are useful tools to provide insights on marine ecosystems. • Sensitivity and specificity. •](https://reader033.vdocument.in/reader033/viewer/2022041508/5e267256351e0c57334f78d8/html5/thumbnails/1.jpg)
Using ecosystem models to evaluate how climate change influences ecological indicators’ response
to fishing effects in the southern Benguela system
Kelly Ortega-Cisneros, Lynne Shannon, Kevern Cochrane, Elizabeth A. Fulton and Yunne-Jai Shin
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• Ecosystem indicators are useful tools to provide insights on marine ecosystems. • Sensitivity and specificity. • Likely increases in climate variability associated with climate change. • Simulation experiments can assist the selection of candidate indicators within
controlled conditions. • Comparative approaches.
Indicators
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Methods - models Atlantis on the Benguela and
Agulhas Current System
Ecopath with Ecosim
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Methods - models • ABACuS initialized at 1990s conditions, validated against 1990-
2013 time series • EwE initialized at year 1978, validated against 1978-2003 time
series • 33 (ABACuS) and 31 (EwE) groups
http://legacy.mos.org/oceans/life/webs.html
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Methods – models fisheries • Fisheries were represented using fishing mortality rates Small pelagics fishery Inshore and offshore trawl fishery Directed mid-water trawl fishery Squid fishery Line fishery • The catches of mesopelagic fish and chub mackerel are modelled in the EwE model
but not in ABACuS v2.
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Methods - Ecosystem indicators • Sub-set of indicators recommended by IndiSeas
Biomass/Landings
Proportion of predatory fish
Trophic level of the community
Marine Trophic Index
Mean Intrinsic Vulnerability
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Methods - Scenarios
0.25 0.5 0.75
1 1.25 1.5
Low trophic level (LTL) High trophic level (HTL) All trophic level (ALL)
Directional
γ = 0.85, 0.9, 0.95, 1, 1.05, 1.1 Ratio of the mean component of the
fishing to phytoplankton biomass gradient (Shin et al., 2018)
Random
σ = 0.1, 0.2, 0.3 Signal-to- noise ratio (Houle et al.,
2012)
Fishing strategy FMSY multiplier Environmental variability
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Atlantis EwE
ALL HTL LTL
Indicators - directional change
FMSY multiplier
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EwE
ALL HTL LTL
FMSY multiplier
Indicators - directional change Atlantis EwE
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ALL HTL LTL
FMSY multiplier
Atlantis EwE Indicators (Mean ± SD) - random environmental change Atlantis EwE
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Atlantis EwE
ALL HTL LTL
FMSY multiplier
Indicators (Mean ± SD) - random environmental change Atlantis EwE
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Results Specificity (Mean ± 95 % CI) of ecosystem indicators to fishing in the presence
of directional change for both ecosystem models
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Results Specificity (Mean ± 95 % CI) of ecosystem indicators to fishing in the presence
of random environmental change for both ecosystem models
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• Similarities in indicator and specificity values were recorded between models for some indicators under certain fishing strategies.
• Important differences between indicators calculated from the two model outputs were also found.
• A moderate to high specificity of indicators to fishing was demonstrated for the southern Benguela.
• Total biomass/landings was the most specific indicator to fishing. • Others indicators seem better suited to tracking the effects of fishing under
one or other fishing strategy. • Higher specificity of ecosystem indicators to fishing was generally recorded
at lower levels of variability of phytoplankton biomass.
Summary
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Thanks!!!