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Potential impact of global warming Potential impact of global warming on skipjack tuna habitat in the on skipjack tuna habitat in the w w . North Pacific . North Pacific Robinson Mugo, 1,2 Sei-Ichi SAITOH , 1,3 Akira Nihira, 4 Tadaaki Kuroyama, 5 Shuhei Masuda, 7 Toshiyuki Awaji, 6,8 Takahiro Toyoda, 7 and Yoichi Ishikawa. 8 1 Graduate of School of Fisheries Sciences, Hokkaido University, 3-1-1 Minato-cho, Hakodate, 041-8611, Hokkaido, Japan. 2 Kenya Marine & Fisheries Research Institute, P.O. Box 81651, Mombasa, Kenya. 3 SpaceFish LLP, 13-1, Omachi, Hakodate, Hokkaido, 040-0052, Japan. 4 Japan Fisheries Information Service Center, 4-5 Toyomi-cho, Chuo-ku, Tokyo, 104-0055, Japan. 5 Ibaraki Prefecture Fisheries Research Station, Hitachinaka, Ibaraki, Japan. 6 Data Management and Engineering Department, Data Research Center for Marine-Earth Sciences, JAMSTEC, Yokohama 236- 0001, Japan. 7 Research Institute for Global Change, Japan Agency for Marine-Earth Science and Technology (JAMSTEC), Yokohama 236- 0001, Japan. 8 Department of Geophysics, Kyoto University, Kyoto 606-8502, Japan. Session 4 16:20-16:35 May 16, 2012

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Potential impact of global warming Potential impact of global warming on skipjack tuna habitat in the on skipjack tuna habitat in the

ww. North Pacific. North PacificRobinson Mugo,1,2 Sei-Ichi SAITOH,1,3 Akira Nihira,4 Tadaaki

Kuroyama,5Shuhei Masuda,7 Toshiyuki Awaji,6,8 Takahiro Toyoda,7 and

Yoichi Ishikawa.8

1Graduate of School of Fisheries Sciences, Hokkaido University, 3-1-1 Minato-cho, Hakodate, 041-8611, Hokkaido, Japan. 2Kenya Marine & Fisheries Research Institute, P.O. Box 81651, Mombasa, Kenya.3SpaceFish LLP, 13-1, Omachi, Hakodate, Hokkaido, 040-0052, Japan.4Japan Fisheries Information Service Center, 4-5 Toyomi-cho, Chuo-ku, Tokyo, 104-0055, Japan.5Ibaraki Prefecture Fisheries Research Station, Hitachinaka, Ibaraki, Japan.6Data Management and Engineering Department, Data Research Center for Marine-Earth Sciences, JAMSTEC, Yokohama 236- 0001, Japan.7Research Institute for Global Change, Japan Agency for Marine-Earth Science and Technology (JAMSTEC), Yokohama 236- 0001, Japan.8Department of Geophysics, Kyoto University, Kyoto 606-8502, Japan.

Session 416:20-16:35 May 16, 2012

CONTENTSCONTENTS√

Background♠

Global warming & oceans♠

Impacts of GW on tuna habitat in higher latitudes

Habitat suitability models (e.g. ENFA)♠

Presence only models♠

Test effect of habitat suitability with predicted SSTs

Results♠

Habitat suitability models (ENFA)♠

Habitat features♠

Impact of global warming on habitat suitability

Key points

Conclusions

INTRODUCTIONINTRODUCTION√

Vertical stratification and surface mixing (IPCC, 2007; BARANGE & PERRY, 2009).(IPCC, 2007; BARANGE & PERRY, 2009).

Primary production at higher latitudes (RICHARDSON, 2008).(RICHARDSON, 2008).

Upwelling seasonality which may prompt changes in distributions of pelagic species (IPCC, 2007; HOBDAY, 2010).(IPCC, 2007; HOBDAY, 2010).

Changes in phytoplankton dominant groups.

Ocean acidification and sea level rise (BARANGE & PERRY, 2009).(BARANGE & PERRY, 2009).

IMPACTS-OCEANS

INTRODUCTIONINTRODUCTION√IMPACTS ON SPECIES LIKE

TUNA?

THE BIG QUESTION

ECOLOGICAL•Migration patterns•Abundance•Reproduction•Fisheries•Etc…

SOCIETAL•Markets•Infrastructure•Livelihoods

•Etc…

…models were TOO COARSE for the Kuroshio region, where fishery is mainly influenced by

SEASONAL WARMING…LEHODEY ET AL. 2003; SENINA ET AL. 2008.LEHODEY ET AL. 2003; SENINA ET AL. 2008.

INTRODUCTIONINTRODUCTION

…significant large-scale changes of skipjack habitat in the equatorial

Pacific… LOUKOS ET AL. 2003.LOUKOS ET AL. 2003.

…Temp. and primary production are important factors for skipjack

migration…LEHODEY ET AL. 2003; SENINA ET AL. 2008.LEHODEY ET AL. 2003; SENINA ET AL. 2008.

IMPACTS ON TUNA

OUR WORK FOCUSES HERE!!!

OBJECTIVEOBJECTIVE√

What will be the response of skipjack tuna habitat in the w. North Pacific under global warming?

Hypothesis: Using habitat suitability index (HSI) and SST forcing, can we detect changes in skipjack tuna habitat?

To evaluate the potential impact of GW on skipjack tuna habitat suitability in the western North Pacific using Ecological Niche Factor Analysis.

METHODSMETHODS STUDY AREA

DATA TYPE SO U RCEFishery data (2004)Fishing position (presence only)

Ibaraki Exp. R es. S tation

Satellite data (2004)SST O I-AM SR /AVH R R ; R EM SSW IN D SPEED SSM I (F13); R EM SSSSH AVISOSSC M O D IS-AQ U AK 490 M O D IS-AQ U A

4D -VAR M odel data (2004)SU B -SU R FAC E Tem p. 4D -VAR

M IRO C M odel data (2025; 2050; 210SST H IR ES M IR O C 3.2

METHODSMETHODS DATA

METHODSMETHODS ENFA

Marginality (M)

M = (Mg – Ms ) / 1.96σg

Specialization (S)

S = σ

g / σs

Tolerance (T)♠

T = 1/S

Mg – global mean; Ms – species mean; σg – global variance; σs – species variance

Ecological Niche Factor Analysis, HIRZEL ET AL. 2002HIRZEL ET AL. 2002

METHODSMETHODS MODEL DESIGN

11

2

3

ENFA MODELS

ENFA PREDICTIONS

HSI ANOMALIES

MIROC 3.2 SST

ENVIRONMENT LAYERS FISHERY LAYERS

2025; 2050; 2100

4 MLD; SUB-SURF. T4-D VAR model Data(2004)

RESULTSRESULTS 2004 MODELS

SEP

MA R

APR MAY

JUN JUL AUG

OCT NOV

RESULTSRESULTS SHATSKY RISE EFFECT

Currents, eddies, fronts and “streamers” are some of the key features influencing formation of suitable habitat areas for skipjack tuna in the w. North Pacific

Currents, eddies, fronts and “streamers” are some of the key features influencing formation of suitable habitat areas for skipjack tuna in the w. North Pacific

RESULTSRESULTS VALIDATION WITH VMS

Spatial overlap of predicted high HSIs with VMS locations!!!

JUL,2008

JUL,2007 AUG,200 7

SEP,2007 OCT,200 7

AUG,200 8

SEP,2008 OCT,200 8

RESULTSRESULTS N/S MIGRATIONS

RESULTSRESULTS SPRING(March)

2004 2025

2050 2100

RESULTSRESULTS SUMMER(August)

2004 2025

2050 2100

RESULTSRESULTS Autumn(September)

2004 2025

2050 2100

RESULTSRESULTS

Latitude

HS

I

March August September

South North

RESULTSRESULTS MLD VARIABILITY

SEP

OCT

NOV

MA R

APR

MAY

JUN

JUL

AUG

RESULTSRESULTS SKIPJACK & MLD CHANGESSPRING SUMMER AUTUMN

RESULTSRESULTS√

Fishing locations all in >15oC in the surface 200m

Stark differences in spring – summer – autumn temp. profiles

SUB-SURFACE TEMP.

RESULTSRESULTS

What will a warmer ocean with shallow MLDs mean for skipjack in the w. North Pacific?

MLD & TEMP.

SPRING SUMMER AUTUMN

KEY POINTSKEY POINTS√

Skipjack tuna are projected to “arrive” in higher latitudes slightly earlier than is observed today.

Migrations north of 40oN in autumn will depend largely on surface warming of the Oyashio waters and the mixed zone.

Adaptations by skipjack tuna are difficult to predict; implications of GW on Oyashio system further north in autumn will require further work.

ECOLOGICAL

KEY POINTSKEY POINTS√

Fishermen in higher latitudes might benefit from early arrivals of skipjack tuna, especially in spring and summer.

In autumn, if fishing grounds extend north of current ranges, fishing trips could be longer, incurring more fuel & labor costs.

If GW results in low skipjack tuna abundances, fishermen might have to change to other fisheries in this area and time of the year.

SOCIETAL

CONCLUSIONSCONCLUSIONS√

Global warming may cause migrations of skipjack tuna into sub-tropical areas earlier than observed today.

Shallow MLDs and warmer surface waters will provide favorable habitat for skipjack to migrate northwards.

Extent of migration in Oyashio region will depend on modification of surface waters in autumn.

THANK YOUTHANK YOU