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Yoichi Ishikawa Kyoto University / JAMSTEC

Yoichi Ishikawa Kyoto University / JAMSTEC · PDF fileusing data assimilation product `prediction using numerical model ... Nitrat e. Detritu s

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Page 1: Yoichi Ishikawa Kyoto University / JAMSTEC · PDF fileusing data assimilation product `prediction using numerical model ... Nitrat e. Detritu s

Yoichi IshikawaKyoto University / JAMSTEC

Page 2: Yoichi Ishikawa Kyoto University / JAMSTEC · PDF fileusing data assimilation product `prediction using numerical model ... Nitrat e. Detritu s

Ocean forecasting systems (numerical modeling & data assimilation) are developed remarkably.Ocean Forecasting systems can provide realistic circulation fields which can be used for operational application.◦

Short-term prediction with high spatial resolution (eddy resolving)◦

Long-term prediction for climate variability

Page 3: Yoichi Ishikawa Kyoto University / JAMSTEC · PDF fileusing data assimilation product `prediction using numerical model ... Nitrat e. Detritu s

Application of forecasting systems for fisheries◦

Including further development of forecasting systemAn innovative method of forecasting ocean circulation and fishery-resource variability linked to climate change for operational use(Research program on Climate Change Adaptation)

http://www.mext- isacc.jp/eng/staticpages/index.php/report_awaji_e

Page 4: Yoichi Ishikawa Kyoto University / JAMSTEC · PDF fileusing data assimilation product `prediction using numerical model ... Nitrat e. Detritu s
Page 5: Yoichi Ishikawa Kyoto University / JAMSTEC · PDF fileusing data assimilation product `prediction using numerical model ... Nitrat e. Detritu s

An innovative method of forecasting ocean circulation and fishery-resource variability linked to climate change for operational use(Research program on Climate Change Adaptation)

http://www.mext- isacc.jp/eng/staticpages/index.php/report_awaji_e

Japan agency for Marine-Earth Science and TechnologyNational Research Institute of FarSeas Fisheries, Fisheries Research AgencyMeteorological Research Institute, Japan Meteorological AgencyAomori Prefectural Industrial Technology Research CenterHokkaido UniversityKyoto University

Page 6: Yoichi Ishikawa Kyoto University / JAMSTEC · PDF fileusing data assimilation product `prediction using numerical model ... Nitrat e. Detritu s

Neon Flying Squid◦

distributed in North Pacific◦

life time: 1year

fishing area (shout time scale)Resource variability (long time scale)

Page 7: Yoichi Ishikawa Kyoto University / JAMSTEC · PDF fileusing data assimilation product `prediction using numerical model ... Nitrat e. Detritu s

SI

SI

SI

SI

SI

HSI

comparison w

ith CPUE

SST・SSH・etc.

Habitat Suitability Index (HSI) model is developed to estimate the potential fishing zone.In test version, satellite observation of sea surface temperature and sea surface height data is used as environmental inputs.

Suitability index for each environmental variables

Page 8: Yoichi Ishikawa Kyoto University / JAMSTEC · PDF fileusing data assimilation product `prediction using numerical model ... Nitrat e. Detritu s

Estimated HSI value in Feb. 2006

Fishing point in 2006

Page 9: Yoichi Ishikawa Kyoto University / JAMSTEC · PDF fileusing data assimilation product `prediction using numerical model ... Nitrat e. Detritu s

OYASHIO: cold but nutrient rich

KUROSHIO: Warm but nutrient poor

Suitable of primary production

Result of HSI model

Primary production might be active in this high HSI region.

Page 10: Yoichi Ishikawa Kyoto University / JAMSTEC · PDF fileusing data assimilation product `prediction using numerical model ... Nitrat e. Detritu s

In this project, the HSI model will be improved:Information of primary production directory◦

using ocean color data◦

using bio-geochemical model

Information of subsurface ocean state◦

flying neon squid move vertically◦

using ocean model◦

using data assimilation product

prediction using numerical model◦

mesoscale eddies must be resolved◦

few days~1week prediction

Page 11: Yoichi Ishikawa Kyoto University / JAMSTEC · PDF fileusing data assimilation product `prediction using numerical model ... Nitrat e. Detritu s

To utilize subsurface information, reanalysis dataset derived from MOVE (developed at MRI/JMA) is used.

Daily HSI value in 2006

The detailed result will be presented in Session S3 (Fri.).Igarashi et al. (S3-7774)

Page 12: Yoichi Ishikawa Kyoto University / JAMSTEC · PDF fileusing data assimilation product `prediction using numerical model ... Nitrat e. Detritu s

Near Japan Model

North Pacific Model

Down Scaling

1/6 deg x 1/8 degClimatological

1/18 deg x1/24 deg

1/54 deg x 1/72 deg(1.5 km x 1.5 km)

Northwestern North Pacific ModelData Assimilation

Coastal Model

Page 13: Yoichi Ishikawa Kyoto University / JAMSTEC · PDF fileusing data assimilation product `prediction using numerical model ... Nitrat e. Detritu s

Instead of 1-way nesting,new downscaling system is developed using incremental 4DVAR approach.

SST on Aug. 22,2003assimilation downscaling

1/6,1/8 1/18, 1/24

Why Incremental 4DVAR?In 1-way nesting, initial and boundary condition of inner model is

estimated using coarse grid model.Difficult to obtain precise higher order moment, e.g. energy, heat

flux etc. No warranty of the derived time series of inner model

Using Incremental 4DVAR, state variables of coarse model is estimated so that time series of inner model fits for observation data.

Page 14: Yoichi Ishikawa Kyoto University / JAMSTEC · PDF fileusing data assimilation product `prediction using numerical model ... Nitrat e. Detritu s

Neon flying squid

0

1

2

3

4

5

79 81 83 85 87 89 91 93 95 97 99 01 03 05Year

CPU

E (N

o./ t

an)

InterannualInterannual variabilityvariability

Cor. 155mTemp. Cor. Surf vel

Use reanalysis and predication incl. ecosystem model

Growth rate is controlled by the environment in the first few days.

Examine the environmental factor using particle tracking around incubation period

Examine the environmental factor using particle tracking around incubation period

Development of prediction model of resource variability Development of prediction model of resource variability

Choose key factor & area

Page 15: Yoichi Ishikawa Kyoto University / JAMSTEC · PDF fileusing data assimilation product `prediction using numerical model ... Nitrat e. Detritu s

Forward & backward particle tracking using reanalysis dataset Forward & backward particle tracking using reanalysis dataset

Sampling area of larvae

Analysis of environmental factor on hatching

Spawning areaEnvironment of spawning area Environment of spawning area

Environment in hatching period Environment in hatching period

???

赤;加入位置青;spawn area

Kato et al. (FIS-P-7735) presented yesterdayIdentify the environmental factors for hatching

Chl-a rather than Temp.

Page 16: Yoichi Ishikawa Kyoto University / JAMSTEC · PDF fileusing data assimilation product `prediction using numerical model ... Nitrat e. Detritu s

Forward & backward particle tracking using reanalysis dataset Forward & backward particle tracking using reanalysis dataset

Sampling area of larvae

Analysis of environmental factor on hatching

Spawning areaEnvironment of spawning area Environment of spawning area

Environment in hatching period Environment in hatching period

???

赤;加入位置青;spawn area

Kato et al. (FIS-P-7735) presented yesterdayIdentify the environmental factors for hatching

Neon flying squid

0

1

2

3

4

5

79 81 83 85 87 89 91 93 95 97 99 01 03 05Year

CPU

E (N

o./ t

an)

Chl-a rather than Temp.

Page 17: Yoichi Ishikawa Kyoto University / JAMSTEC · PDF fileusing data assimilation product `prediction using numerical model ... Nitrat e. Detritu s

Development of Data Assimilation systemCoupling of Atmosphere-ocean physics-ocean ecosystem

Phytoplankto n

Zooplankto n

Nitrat e

Detritu s

捕食

1997 2006

NPZD model

Integrated dataset of Atomsphere-ocean environment

Page 18: Yoichi Ishikawa Kyoto University / JAMSTEC · PDF fileusing data assimilation product `prediction using numerical model ... Nitrat e. Detritu s

捕食

NPZD model

ZooplanktonPhytoplankton

Difference of phytoplankton and zooplankton (1996-1998) – (1999-2001)

Decrees of planktons in this region leads the poor catches of neon flying squid.

Reanalysis of physical environment

Page 19: Yoichi Ishikawa Kyoto University / JAMSTEC · PDF fileusing data assimilation product `prediction using numerical model ... Nitrat e. Detritu s

捕食

NPZD model

ZooplanktonPhytoplankton

Difference of phytoplankton and zooplankton (1996-1998) – (1999-2001)

Decrees of planktons in this region leads the poor catches of neon flying squid.

Reanalysis of physical environment

Page 20: Yoichi Ishikawa Kyoto University / JAMSTEC · PDF fileusing data assimilation product `prediction using numerical model ... Nitrat e. Detritu s

RED:11ens. mean、GREEN○:OISST、Black:

each ens.

NINO3.4 SST anomaly Indian ocean Dipole Index

ASM prediction

2011APR.

2011JAN.

1~2year prediction is made 4times/year using Atmosphere-ocean coupled system

ASM

ASM ASM

prediction

prediction prediction

Page 21: Yoichi Ishikawa Kyoto University / JAMSTEC · PDF fileusing data assimilation product `prediction using numerical model ... Nitrat e. Detritu s

Application of ocean forecasting system for fisheries is introduced following ongoing project.“ocean weather forecast” can be used for estimation and predication of potential fishing zone well.“ocean climate forecast” will be used for prediction of resource variability.