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Aerial river passage over a forested Indian reservation in the Amazon explains increased grain harvest downwind Antonio Donato Nobre, Luisa Vallejo, Adriana Cuartas, Jeison Santiago, Demerval Moreira Earth System Science Center (CCST) Brazilian Institute for Space Research (INPE) [email protected] 8 th EGU Leonardo Conference: From evaporation to precipitation: The atmospheric moisture transport October 25– 27, 2016, Ourense - Spain

Aerial river passage over a forested Indian reservation in the … · 2018. 9. 20. · Dalton Valeriano, Luiz E. Maurano OBT/INPE, Title: Aerial river passage over a forested Indian

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Page 1: Aerial river passage over a forested Indian reservation in the … · 2018. 9. 20. · Dalton Valeriano, Luiz E. Maurano OBT/INPE, Title: Aerial river passage over a forested Indian

Aerial river passage over a forested Indian reservation in the Amazon explains increased grain harvest

downwind

Antonio Donato Nobre, Luisa Vallejo, Adriana Cuartas, Jeison Santiago, Demerval Moreira

Earth System Science Center (CCST) Brazilian Institute for Space Research (INPE)

[email protected]

8 th EGU Leonardo Conference: From evaporation to precipitation:

The atmospheric moisture transportOctober 25– 27, 2016, Ourense - Spain

Page 2: Aerial river passage over a forested Indian reservation in the … · 2018. 9. 20. · Dalton Valeriano, Luiz E. Maurano OBT/INPE, Title: Aerial river passage over a forested Indian

GeoClimateChannelled Fluxes of Moisture, Climate Change,

Adaptation and Environmental Services

Funding CNPq CT-HIDRO

CNPq - FAPESP Rede Clima

WindRose Project - Fundação BemTeVi

Page 3: Aerial river passage over a forested Indian reservation in the … · 2018. 9. 20. · Dalton Valeriano, Luiz E. Maurano OBT/INPE, Title: Aerial river passage over a forested Indian
Page 4: Aerial river passage over a forested Indian reservation in the … · 2018. 9. 20. · Dalton Valeriano, Luiz E. Maurano OBT/INPE, Title: Aerial river passage over a forested Indian

Longitude: 52° 12′ 48″

Latitude: 12° 34′ 12″

Altitude: 336m

Longitude: 55° 55′ 16″

Latitude: 13° 3′ 48″

Altitude: 399m

411 km

FLORESTA CERRADO

Comparing

two grain producing

localities in Pre-Amazon

Page 5: Aerial river passage over a forested Indian reservation in the … · 2018. 9. 20. · Dalton Valeriano, Luiz E. Maurano OBT/INPE, Title: Aerial river passage over a forested Indian

SOY 2011 planted area

ha

production

t

productivity

Kg/ha

LUCAS do Rio Verde 226200 757800 3350

Querência 242626 841427 3468

Corn 2011 planted area

ha

production

t

productivity

Kg/ha

LUCAS do Rio Verde 135330 601839 4447

Querência 29039 121964 4200

source IBGE Sidra base de dados Agropecuários

har

vest

har

vest

difference of almost 400 thousand tons

Page 6: Aerial river passage over a forested Indian reservation in the … · 2018. 9. 20. · Dalton Valeriano, Luiz E. Maurano OBT/INPE, Title: Aerial river passage over a forested Indian

Water Deficit, Surplus, Withdraws and

Replenishment along the year

beginning of wet season

beginning of dry season

critical differences

between sites

Page 7: Aerial river passage over a forested Indian reservation in the … · 2018. 9. 20. · Dalton Valeriano, Luiz E. Maurano OBT/INPE, Title: Aerial river passage over a forested Indian

Setembro

Aerial rivers (traj BRAMS) 10 days back trajectories monthly average of daily mean trajectories 2008/2009/2010 ERA Interim reanalysis

Média para o mês

Créditos Projeto Rios VoadoresComputação Demerval Soares Moreira

Xingu

reservation

Page 8: Aerial river passage over a forested Indian reservation in the … · 2018. 9. 20. · Dalton Valeriano, Luiz E. Maurano OBT/INPE, Title: Aerial river passage over a forested Indian

OutubroMédia para o mês

Aerial rivers (traj BRAMS) 10 days back trajectories monthly average of daily mean trajectories 2008/2009/2010 ERA Interim reanalysis

Créditos Projeto Rios VoadoresComputação Demerval Soares Moreira

Xingu

reservation

Page 9: Aerial river passage over a forested Indian reservation in the … · 2018. 9. 20. · Dalton Valeriano, Luiz E. Maurano OBT/INPE, Title: Aerial river passage over a forested Indian

Novembro

Média para o mês

Aerial rivers (traj BRAMS) 10 days back trajectories monthly average of daily mean trajectories 2008/2009/2010 ERA Interim reanalysis

Créditos Projeto Rios VoadoresComputação Demerval Soares Moreira

Xingu

reservation

Page 10: Aerial river passage over a forested Indian reservation in the … · 2018. 9. 20. · Dalton Valeriano, Luiz E. Maurano OBT/INPE, Title: Aerial river passage over a forested Indian

Dezembro

Créditos Projeto Rios VoadoresComputação Demerval Soares Moreira

Média para o mês

Aerial rivers (traj BRAMS) 10 days back trajectories monthly average of daily mean trajectories 2008/2009/2010 ERA Interim reanalysis

Xingu

reservation

Page 11: Aerial river passage over a forested Indian reservation in the … · 2018. 9. 20. · Dalton Valeriano, Luiz E. Maurano OBT/INPE, Title: Aerial river passage over a forested Indian

JaneiroMédia para o mês

Aerial rivers (traj BRAMS) 10 days back trajectories monthly average of daily mean trajectories 2008/2009/2010 ERA Interim reanalysis

Créditos Projeto Rios VoadoresComputação Demerval Soares Moreira

Xingu

reservation

Page 12: Aerial river passage over a forested Indian reservation in the … · 2018. 9. 20. · Dalton Valeriano, Luiz E. Maurano OBT/INPE, Title: Aerial river passage over a forested Indian

FevereiroMédia para o mês

Aerial rivers (traj BRAMS) 10 days back trajectories monthly average of daily mean trajectories 2008/2009/2010 ERA Interim reanalysis

Créditos Projeto Rios VoadoresComputação Demerval Soares Moreira

Xingu

reservation

Page 13: Aerial river passage over a forested Indian reservation in the … · 2018. 9. 20. · Dalton Valeriano, Luiz E. Maurano OBT/INPE, Title: Aerial river passage over a forested Indian

MarçoMédia para o mês

Aerial rivers (traj BRAMS) 10 days back trajectories monthly average of daily mean trajectories 2008/2009/2010 ERA Interim reanalysis

Créditos Projeto Rios VoadoresComputação Demerval Soares Moreira

Xingu

reservation

Page 14: Aerial river passage over a forested Indian reservation in the … · 2018. 9. 20. · Dalton Valeriano, Luiz E. Maurano OBT/INPE, Title: Aerial river passage over a forested Indian

AbrilMédia para o mês

Aerial rivers (traj BRAMS) 10 days back trajectories monthly average of daily mean trajectories 2008/2009/2010 ERA Interim reanalysis

Créditos Projeto Rios VoadoresComputação Demerval Soares Moreira

Xingu

reservation

Page 15: Aerial river passage over a forested Indian reservation in the … · 2018. 9. 20. · Dalton Valeriano, Luiz E. Maurano OBT/INPE, Title: Aerial river passage over a forested Indian

MaioMédia para o mês

Aerial rivers (traj BRAMS) 10 days back trajectories monthly average of daily mean trajectories 2008/2009/2010 ERA Interim reanalysis

Créditos Projeto Rios VoadoresComputação Demerval Soares Moreira

Xingu

reservation

Page 16: Aerial river passage over a forested Indian reservation in the … · 2018. 9. 20. · Dalton Valeriano, Luiz E. Maurano OBT/INPE, Title: Aerial river passage over a forested Indian

background:

eddy flux

covariance

high frequency

turbulent

exchange

short-range

wind footprint

vertical resolution

Page 17: Aerial river passage over a forested Indian reservation in the … · 2018. 9. 20. · Dalton Valeriano, Luiz E. Maurano OBT/INPE, Title: Aerial river passage over a forested Indian

concept: flying rivers

low frequency

net transport

long range wind footprint

horizontal resolution

Page 18: Aerial river passage over a forested Indian reservation in the … · 2018. 9. 20. · Dalton Valeriano, Luiz E. Maurano OBT/INPE, Title: Aerial river passage over a forested Indian

method:

precipitationshed

technique:

Lagrangian flows

Page 19: Aerial river passage over a forested Indian reservation in the … · 2018. 9. 20. · Dalton Valeriano, Luiz E. Maurano OBT/INPE, Title: Aerial river passage over a forested Indian

Inverted learning curve

➢FLEXPART Complex: lagrangian particle dispersion (tracers)with stochastic component (Special Thanks to Ephyslab!!)

subgrid

➢TRAJ Simpler: Trajectory model developed by CPTEC INPE,three-dimensional kinematic model coupled to the RAMSadapted to the tropics (BRAMS)

grid - work reported

➢WindTrek Simplest: Trajectory model to read directly fromERA INTERIM

grid - no interest in chemistry, only vapour transport

Page 20: Aerial river passage over a forested Indian reservation in the … · 2018. 9. 20. · Dalton Valeriano, Luiz E. Maurano OBT/INPE, Title: Aerial river passage over a forested Indian

• in identical repeated runs it changed particle ID and its attributes (altitude, position, humidity)

• Our main interest is connecting atmospheric-rivers climatological-footprints to land cover. Stochastic component compromised its use for our application

(Stohl and James 2004)

Page 21: Aerial river passage over a forested Indian reservation in the … · 2018. 9. 20. · Dalton Valeriano, Luiz E. Maurano OBT/INPE, Title: Aerial river passage over a forested Indian

BRAMS output - Wind

✓ 41 pressure levels✓ Variables: u, v, w (m/s), specific humidity (g/kg)✓ Spatial domain.

Lons: -86.61, -21.738Lats: -49,142, 13,758

✓ Espatial resolution 50km x 50km (0.477⁰ x 0.425 ⁰)✓ Spatial resolution 6 hours

TRAJ (Freitas et al. 1996)

ERA – Interim BRAMS TRAJ

geopotential height geometric height

~ 80 km grid ~ 50 km grid

Page 22: Aerial river passage over a forested Indian reservation in the … · 2018. 9. 20. · Dalton Valeriano, Luiz E. Maurano OBT/INPE, Title: Aerial river passage over a forested Indian

Aerial River Climatology

➢ConvexHull:

convex polygon of minimum area that covers all points of the paths chosen

January February March April

Page 23: Aerial river passage over a forested Indian reservation in the … · 2018. 9. 20. · Dalton Valeriano, Luiz E. Maurano OBT/INPE, Title: Aerial river passage over a forested Indian

It is calculated on the paths for each time step, showing representative spatial variability on a set of trajectories

January February March

January

January

February

February

March

March

April

April

April

➢Directional distribution: (standard deviation ellipses)

1 SD

2 SD

3 SD

Page 24: Aerial river passage over a forested Indian reservation in the … · 2018. 9. 20. · Dalton Valeriano, Luiz E. Maurano OBT/INPE, Title: Aerial river passage over a forested Indian

January mean-daily 10d BackTraj, 2000-2014➢TRAJ

Page 25: Aerial river passage over a forested Indian reservation in the … · 2018. 9. 20. · Dalton Valeriano, Luiz E. Maurano OBT/INPE, Title: Aerial river passage over a forested Indian

January mean-monthly 10d BackTraj, 2000-2014

convex hull and standard deviation elipses

➢TRAJ

Page 26: Aerial river passage over a forested Indian reservation in the … · 2018. 9. 20. · Dalton Valeriano, Luiz E. Maurano OBT/INPE, Title: Aerial river passage over a forested Indian

January mean 10d BackTraj, 2000-2014

Lucas - blue Querencia - magenta

➢TRAJ

Page 27: Aerial river passage over a forested Indian reservation in the … · 2018. 9. 20. · Dalton Valeriano, Luiz E. Maurano OBT/INPE, Title: Aerial river passage over a forested Indian

January February March April

May June July August

September October November December

Monthly mean 10 days BackTraj, 2000-2014➢TRAJ

Page 28: Aerial river passage over a forested Indian reservation in the … · 2018. 9. 20. · Dalton Valeriano, Luiz E. Maurano OBT/INPE, Title: Aerial river passage over a forested Indian

➢Annual cycle of precipitation: TRMM – 3b42

Page 29: Aerial river passage over a forested Indian reservation in the … · 2018. 9. 20. · Dalton Valeriano, Luiz E. Maurano OBT/INPE, Title: Aerial river passage over a forested Indian

➢AR Climatology: monthly means for each locality

Vertical integración up to 5500 m (95% of humidity)

➢TRAJ

Page 30: Aerial river passage over a forested Indian reservation in the … · 2018. 9. 20. · Dalton Valeriano, Luiz E. Maurano OBT/INPE, Title: Aerial river passage over a forested Indian

➢TRAJ

January February March April

May June July August

September October November December

Lucas do Rio Verde

Page 31: Aerial river passage over a forested Indian reservation in the … · 2018. 9. 20. · Dalton Valeriano, Luiz E. Maurano OBT/INPE, Title: Aerial river passage over a forested Indian

➢TRAJ Querência

Page 32: Aerial river passage over a forested Indian reservation in the … · 2018. 9. 20. · Dalton Valeriano, Luiz E. Maurano OBT/INPE, Title: Aerial river passage over a forested Indian

WindTrek Lagrangian rainfall upwind vapor sourcing

Page 33: Aerial river passage over a forested Indian reservation in the … · 2018. 9. 20. · Dalton Valeriano, Luiz E. Maurano OBT/INPE, Title: Aerial river passage over a forested Indian

➢TRAJ

convex hull all 10 days BckTrajectories January 2001

Page 34: Aerial river passage over a forested Indian reservation in the … · 2018. 9. 20. · Dalton Valeriano, Luiz E. Maurano OBT/INPE, Title: Aerial river passage over a forested Indian

➢WindTrek

convex hull all 10 days BckTrajectories January 2001

Page 35: Aerial river passage over a forested Indian reservation in the … · 2018. 9. 20. · Dalton Valeriano, Luiz E. Maurano OBT/INPE, Title: Aerial river passage over a forested Indian

Thank You!

And do not Miss!

Screen "Where have all the swallows gone?”

Thursday Amazon session 10:30 11:00 h

Page 36: Aerial river passage over a forested Indian reservation in the … · 2018. 9. 20. · Dalton Valeriano, Luiz E. Maurano OBT/INPE, Title: Aerial river passage over a forested Indian

fire scars – Xingu indian ReservationFoto Credit Antonio Donato Nobre 11/nov/2012

Page 37: Aerial river passage over a forested Indian reservation in the … · 2018. 9. 20. · Dalton Valeriano, Luiz E. Maurano OBT/INPE, Title: Aerial river passage over a forested Indian

High Xingu Indian Land

Page 38: Aerial river passage over a forested Indian reservation in the … · 2018. 9. 20. · Dalton Valeriano, Luiz E. Maurano OBT/INPE, Title: Aerial river passage over a forested Indian

Fire Scars 2010-2012: 30% burned

Data DETER

Dalton Valeriano, Luiz E. Maurano OBT/INPE,