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FORESEA: “FOREcasting seasonal
Sargassum Events in the Atlantic”
Julien Jouanno, IRD-LEGOS
International Joint call on Sargassum, 19/10/24, CWTC Guadeloupe1
The consortium
International Joint call on Sargassum, 19/10/242
LEGOS: coordination, modelling
MIO: biological modelling, remote sensing
LIS : remote sensing
MARBEC : lagrangian modelling
LOCEAN : high resolution modelling
Mercator Ocean : operational
LaRGE : probabilistic and high resolution
modelling
BOREA : in-situ coastal observations
L3MA : biological and lagrangian modelling
CICESE : lagrangian modelling
Already planned interactions with : ANR SARGASSUM-ORIGINS,ANR SAVE-C, Interreg CaribCoast,
H2020 Blue Growth TRIATLAS,TOSCA SAREDA-DA project, ICARE and ODATIS data centers
30 scientists from 9 research
centres : remote sensing,
ocean modelling, in-situ
observations, probabilistic
and mechanistic forecasting
International Joint call on Sargassum, 19/10/243
} A basin scale phenomenon
Context
RESEARCH | REPORT
Wang et al. (2019)
} Large year to year variability of Sargassum
MODIS Sargassum observations
(Ody et al., PlosOne, 2019)
Improving our capacities of seasonal forecast will help the civil society to face the
intensity of the large-scale bloom at the scale of the Tropical Atlantic
Sargassum during these two cruises, and highlight the large-scale Sargassum distribution in the
Tropical North Atlantic, for two different seasons of the same year (Fig 4). MODIS AFAI com-
posites showed that Sargassum was detected along the whole of the cruise track, except in the
Fig 4. MODIS AFAI composites for the West Atlantic (A) and Transatlantic (B) cruises (1 km resolution). Composites were computed using all the available
MODIS AFAI images for a zone encompassing the cruise track over its duration. The cruise track is represented by a white dashed line and stations are symbolized by
dots with colors indicating the observed raft types (as in Fig 1). The detection area observed north of 24˚N near the Canary Islands in the Transatlantic cruise MODIS
composite is attributed to the presence of Trichodesmium that has a red edge signature similar to Sargassum. Observations of abnormally high concentrations of these
cyanobacteria were indeed reported on Canary Islands shores and coastal waters in summer 2017 by [59].
https://doi.org/10.1371/journal.pone.0222584.g004
Pelagic Sargassum aggregations in the Tropical North Atlantic Ocean
Context
} Some difficulties to overcome…
Pelagic Sargassum aggregations in the Tropical North Atlantic Ocean
✓ Large uncertainties on biomass
estimates from space
✓ Forecasting the seasonal circulation,
heat and biogeochemical content
• river forcing
• climatic mode
• …
Ody et al. (2019)
International Joint call on Sargassum, 19/10/245
} Some difficulties to overcome…
Context
✓ Sargassum physiology
and dynamics
• Growth
• Mortality
• Aggregation
• Drift
✓ Local ocean circulation and its fluctuations
• Transport from the open sea to the coasts
• Possible accumulation of Sargassum
eddy generation and growth in the central Caribbean
(Andrade and Barton 2000; Oey et al. 2003). By contrast,
other numerical model studies (Murphy et al. 1999;
Barnier et al. 2001) propose that there is a strong influ-
ence of the rings produced by the North Brazil Current
found an enhancement of the eddy activity in the central
Caribbean during July–October. They suggest that this
maximum could be due to direct action of both wind
stress and wind stress curl, together with a strong me-
ridional surface gradient of salinity caused by intense
FIG. 1. Model domain and snapshot of sea surface height (SSH) and surface currents at day 15 May 2007. It illustrates the interaction of
a NBC ring with the Barbados (located at 138N, 588W) and the occurrence of large anticyclonic eddies in the region from the Lesser Antilles
to the Nicaraguan coast. Surface current vectors are only shown for speeds greater than 0.15 m s21
.
2042 J O U R N A L O F P H Y S I C A L O C E A N O G R A P H Y VOLUME 42
Jouanno et al. (2012)
?
International Joint call on Sargassum, 19/10/246
FORESEA proposes interdisciplinary research activities to
} advance our current knowledge on the large-scale distribution and
variability of the Sargassum events
} integrate this knowledge into a mechanistic seasonal forecast
} refine the forecast through cost effective probabilistic methodologies at the
scale of the Martinique and Guadeloupe coastal areas (short term and
seasonal)
Aims
International Joint call on Sargassum, 19/10/247
Management of the project
WP1 Remote sensing
Improve the detection of Sargassum from space
LIS, MIO, ICARE, OceanScope
WP2
Modeling Sargassum
distribution and
fluctuations
MIO MARBEC
L3MA LEGOS
WP3
Seasonal forecasting
of abundance in
the Caribbean
LEGOS MERCATOR
WP4
Coastal dynamics
and local stranding
Forecast
BOREA LaRGE LOCEAN
General public,
fishermen, …
Stakeholders,
managers, …
International Joint call on Sargassum, 19/10/248
WP1 Remote sensing
} Improve identification algorithms
} Synergies/merging between different sensors
} Detection of Sargassum pathways near the
coast with high resolution satellite sensors
} Near-real time daily estimates of Sargassum
remote sensing with km resolution using
MODIS (ICARE best effort operational chain) Wang and Hu (2016)
International Joint call on Sargassum, 19/10/249
WP2 Understanding and modelling
Sargassum distribution
Build an integrated Lagrangian-physiological Sargassum model to simulate the
large-scale distribution of Sargassum biomass
} Sargassum growth and mortality (mesoscosm experiments)
} Sargassum drift, dispersion and aggregation drivers
Comparison with long term and large scale satellite observations (2009-2019)
à Useful for carry out sensitivity studies to different forcing (e.g., Amazon,
warming, circulation interannual variability)
International Joint call on Sargassum, 19/10/2410
WP3 Seasonal forecast
Provide a seasonal and mechanistic ensemble forecast of the large
scale Sargassum distribution (from t0 to t0+7 months)
} Implementation of a Sargassum module in the MERCATOR operational
platform
} Validation/tunning in re-forecast mode over the last ten years and
operational implementation for the last year of the project
} Production / Free diffusion through web interface
Huo et al. (2016)
International Joint call on Sargassum, 19/10/2411
WP4 Toward fine-scale forecast of sargassum
stranding in Martinique and Guadeloupe
4.2 High-resolution ocean
circulation modelling
4.1 In-situ hydrodynamics observations
4.3 Probabilistic forecasting
Statistical forecast using satellite-derived algae indexes
and simulated high resolution hydrodynamic
trajectories
Downscale the seasonal forecast at the scale of the Martinique and Guadeloupe islands :
à Need to considers as closely as possible the complexity and nature of the coastline
International Joint call on Sargassum, 19/10/2412
Results expected
Observations. Improved teledetection techniques
Causes of the phenomenon. A better understanding of the causes of the
proliferation and sensitivity to river runoff, upwelling, equatorial dynamics,
warming
Tools A mechanistic modelling of the Sargassum populations that will
implement the biology and complex drift properties of the Sargassum drafts.
Forecast A seasonal and mechanistic forecast of the Sargassum distribution
with confidence interval :
à large scale
à Martinique and Guadeloupe regional scale
Web-application providing large scale distribution and stranding forecast
Thank you for your attention
International Joint call on Sargassum, 19/10/2413

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FORESEA Julien Jouanno, IRD-LEGOS

  • 1. FORESEA: “FOREcasting seasonal Sargassum Events in the Atlantic” Julien Jouanno, IRD-LEGOS International Joint call on Sargassum, 19/10/24, CWTC Guadeloupe1
  • 2. The consortium International Joint call on Sargassum, 19/10/242 LEGOS: coordination, modelling MIO: biological modelling, remote sensing LIS : remote sensing MARBEC : lagrangian modelling LOCEAN : high resolution modelling Mercator Ocean : operational LaRGE : probabilistic and high resolution modelling BOREA : in-situ coastal observations L3MA : biological and lagrangian modelling CICESE : lagrangian modelling Already planned interactions with : ANR SARGASSUM-ORIGINS,ANR SAVE-C, Interreg CaribCoast, H2020 Blue Growth TRIATLAS,TOSCA SAREDA-DA project, ICARE and ODATIS data centers 30 scientists from 9 research centres : remote sensing, ocean modelling, in-situ observations, probabilistic and mechanistic forecasting
  • 3. International Joint call on Sargassum, 19/10/243 } A basin scale phenomenon Context RESEARCH | REPORT Wang et al. (2019) } Large year to year variability of Sargassum MODIS Sargassum observations (Ody et al., PlosOne, 2019) Improving our capacities of seasonal forecast will help the civil society to face the intensity of the large-scale bloom at the scale of the Tropical Atlantic Sargassum during these two cruises, and highlight the large-scale Sargassum distribution in the Tropical North Atlantic, for two different seasons of the same year (Fig 4). MODIS AFAI com- posites showed that Sargassum was detected along the whole of the cruise track, except in the Fig 4. MODIS AFAI composites for the West Atlantic (A) and Transatlantic (B) cruises (1 km resolution). Composites were computed using all the available MODIS AFAI images for a zone encompassing the cruise track over its duration. The cruise track is represented by a white dashed line and stations are symbolized by dots with colors indicating the observed raft types (as in Fig 1). The detection area observed north of 24˚N near the Canary Islands in the Transatlantic cruise MODIS composite is attributed to the presence of Trichodesmium that has a red edge signature similar to Sargassum. Observations of abnormally high concentrations of these cyanobacteria were indeed reported on Canary Islands shores and coastal waters in summer 2017 by [59]. https://doi.org/10.1371/journal.pone.0222584.g004 Pelagic Sargassum aggregations in the Tropical North Atlantic Ocean
  • 4. Context } Some difficulties to overcome… Pelagic Sargassum aggregations in the Tropical North Atlantic Ocean ✓ Large uncertainties on biomass estimates from space ✓ Forecasting the seasonal circulation, heat and biogeochemical content • river forcing • climatic mode • … Ody et al. (2019)
  • 5. International Joint call on Sargassum, 19/10/245 } Some difficulties to overcome… Context ✓ Sargassum physiology and dynamics • Growth • Mortality • Aggregation • Drift ✓ Local ocean circulation and its fluctuations • Transport from the open sea to the coasts • Possible accumulation of Sargassum eddy generation and growth in the central Caribbean (Andrade and Barton 2000; Oey et al. 2003). By contrast, other numerical model studies (Murphy et al. 1999; Barnier et al. 2001) propose that there is a strong influ- ence of the rings produced by the North Brazil Current found an enhancement of the eddy activity in the central Caribbean during July–October. They suggest that this maximum could be due to direct action of both wind stress and wind stress curl, together with a strong me- ridional surface gradient of salinity caused by intense FIG. 1. Model domain and snapshot of sea surface height (SSH) and surface currents at day 15 May 2007. It illustrates the interaction of a NBC ring with the Barbados (located at 138N, 588W) and the occurrence of large anticyclonic eddies in the region from the Lesser Antilles to the Nicaraguan coast. Surface current vectors are only shown for speeds greater than 0.15 m s21 . 2042 J O U R N A L O F P H Y S I C A L O C E A N O G R A P H Y VOLUME 42 Jouanno et al. (2012) ?
  • 6. International Joint call on Sargassum, 19/10/246 FORESEA proposes interdisciplinary research activities to } advance our current knowledge on the large-scale distribution and variability of the Sargassum events } integrate this knowledge into a mechanistic seasonal forecast } refine the forecast through cost effective probabilistic methodologies at the scale of the Martinique and Guadeloupe coastal areas (short term and seasonal) Aims
  • 7. International Joint call on Sargassum, 19/10/247 Management of the project WP1 Remote sensing Improve the detection of Sargassum from space LIS, MIO, ICARE, OceanScope WP2 Modeling Sargassum distribution and fluctuations MIO MARBEC L3MA LEGOS WP3 Seasonal forecasting of abundance in the Caribbean LEGOS MERCATOR WP4 Coastal dynamics and local stranding Forecast BOREA LaRGE LOCEAN General public, fishermen, … Stakeholders, managers, …
  • 8. International Joint call on Sargassum, 19/10/248 WP1 Remote sensing } Improve identification algorithms } Synergies/merging between different sensors } Detection of Sargassum pathways near the coast with high resolution satellite sensors } Near-real time daily estimates of Sargassum remote sensing with km resolution using MODIS (ICARE best effort operational chain) Wang and Hu (2016)
  • 9. International Joint call on Sargassum, 19/10/249 WP2 Understanding and modelling Sargassum distribution Build an integrated Lagrangian-physiological Sargassum model to simulate the large-scale distribution of Sargassum biomass } Sargassum growth and mortality (mesoscosm experiments) } Sargassum drift, dispersion and aggregation drivers Comparison with long term and large scale satellite observations (2009-2019) à Useful for carry out sensitivity studies to different forcing (e.g., Amazon, warming, circulation interannual variability)
  • 10. International Joint call on Sargassum, 19/10/2410 WP3 Seasonal forecast Provide a seasonal and mechanistic ensemble forecast of the large scale Sargassum distribution (from t0 to t0+7 months) } Implementation of a Sargassum module in the MERCATOR operational platform } Validation/tunning in re-forecast mode over the last ten years and operational implementation for the last year of the project } Production / Free diffusion through web interface Huo et al. (2016)
  • 11. International Joint call on Sargassum, 19/10/2411 WP4 Toward fine-scale forecast of sargassum stranding in Martinique and Guadeloupe 4.2 High-resolution ocean circulation modelling 4.1 In-situ hydrodynamics observations 4.3 Probabilistic forecasting Statistical forecast using satellite-derived algae indexes and simulated high resolution hydrodynamic trajectories Downscale the seasonal forecast at the scale of the Martinique and Guadeloupe islands : à Need to considers as closely as possible the complexity and nature of the coastline
  • 12. International Joint call on Sargassum, 19/10/2412 Results expected Observations. Improved teledetection techniques Causes of the phenomenon. A better understanding of the causes of the proliferation and sensitivity to river runoff, upwelling, equatorial dynamics, warming Tools A mechanistic modelling of the Sargassum populations that will implement the biology and complex drift properties of the Sargassum drafts. Forecast A seasonal and mechanistic forecast of the Sargassum distribution with confidence interval : à large scale à Martinique and Guadeloupe regional scale Web-application providing large scale distribution and stranding forecast
  • 13. Thank you for your attention International Joint call on Sargassum, 19/10/2413