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Page 1: Linking Earth Observation data and Sustainable Development … · Linking Earth Observation data and Sustainable Development across the Atlantic Discover new uses of Earth Observation

Linking Earth Observation data and Sustainable Development across the Atlantic

Discover new uses of Earth Observation data

03 - 05 December 2019Estoril, Portugal

Session 8: Earth Observation Data, Tools and Services

By Antonio Geraldo FerreiraLABOMAR-UFC

Incorporated on the3rd Marine Technologies Workshop

ATLANTIC SST PREDICTION BY USING ANN

Page 2: Linking Earth Observation data and Sustainable Development … · Linking Earth Observation data and Sustainable Development across the Atlantic Discover new uses of Earth Observation

MOTIVATION

Climate Prediction and monitoring are essential for

political and technical decision making, at

Northeastern Brazilian Region (NEB), because this

region suffer extreme weather and climate events

like drought and floods, and the Pacific and Atlantic

Ocean play a crucial role in defining the NEB rainy

season (February to May) quality.

Page 3: Linking Earth Observation data and Sustainable Development … · Linking Earth Observation data and Sustainable Development across the Atlantic Discover new uses of Earth Observation

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SST Seasonal Patterns in the AtlanticNOAA/AVRR DATA

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Page 4: Linking Earth Observation data and Sustainable Development … · Linking Earth Observation data and Sustainable Development across the Atlantic Discover new uses of Earth Observation

CEARÁ STATE – BRAZIL RAINY SEASON

March

2009

April

2009

May

2009

Page 5: Linking Earth Observation data and Sustainable Development … · Linking Earth Observation data and Sustainable Development across the Atlantic Discover new uses of Earth Observation

Banabuiú Reservoir – Situation in May 05, 2015

Rainy Season 2015 (February to April) – 23,1% below the Normal

2014

Page 6: Linking Earth Observation data and Sustainable Development … · Linking Earth Observation data and Sustainable Development across the Atlantic Discover new uses of Earth Observation

Comparison

between the

Banabuiú reservoir

water mirror situation

August, 2011 (-)

July, 2014 (-)

September, 2015 (-)

Banabuiú Reservoir - Ceará State

Page 7: Linking Earth Observation data and Sustainable Development … · Linking Earth Observation data and Sustainable Development across the Atlantic Discover new uses of Earth Observation

Stored volume – Daily Level

Capacity: 1,601.00 (hm3)

Wat

erM

irro

rPe

rcen

tual

WaterVolume

Evolution (%)

WaterMiror

Evolution (%)

Banabuiú Reservoir

Page 8: Linking Earth Observation data and Sustainable Development … · Linking Earth Observation data and Sustainable Development across the Atlantic Discover new uses of Earth Observation

PIRATA - Prediction and Research Moored Array in the Tropical Atlantic

Page 9: Linking Earth Observation data and Sustainable Development … · Linking Earth Observation data and Sustainable Development across the Atlantic Discover new uses of Earth Observation

(a) Buoy 19S 34W. MAE (oC): Climatology = 0.46; LS-SVM = 0.24. Date: 10/2015 to 09/2018

(b) Buoy 21 N 23W. MAE (oC): CFSv2 = 0.29; LS-SVM = 0.36. Date: 04/2015 to 03/2018

TEST MONTHS

SST MONTHLY PREDICTION USING ANN

(a) (b)

Page 10: Linking Earth Observation data and Sustainable Development … · Linking Earth Observation data and Sustainable Development across the Atlantic Discover new uses of Earth Observation

SST ATLANTIC DIPOLO PREDICTION TOOLBASED ON AI

Page 11: Linking Earth Observation data and Sustainable Development … · Linking Earth Observation data and Sustainable Development across the Atlantic Discover new uses of Earth Observation

Thank you for your attention

[email protected]