Satellite altimetry over land surfaces€¦ · 1 Satellite altimetry over land surfaces -...

38
1 Satellite altimetry over land surfaces - Applications in hydrology and for land surface properties Frédéric Frappart email: [email protected] XV th Rencontres du Vietnam - 8-14/09/2019 2 nd VSEO Remote Sensing of Inundation, Flooding and Wetland

Transcript of Satellite altimetry over land surfaces€¦ · 1 Satellite altimetry over land surfaces -...

Page 1: Satellite altimetry over land surfaces€¦ · 1 Satellite altimetry over land surfaces - Applications in hydrology and for land surface properties Frédéric Frappart email: frederic.frappart@legos.obs-mip.fr

1

Satellite altimetry over land surfaces

-

Applications in hydrology

and for land surface properties

Frédéric Frappart email: [email protected]

XVth Rencontres du Vietnam - 8-14/09/2019 2nd VSEO Remote Sensing of Inundation, Flooding and Wetland

Page 2: Satellite altimetry over land surfaces€¦ · 1 Satellite altimetry over land surfaces - Applications in hydrology and for land surface properties Frédéric Frappart email: frederic.frappart@legos.obs-mip.fr

2

1) Time series of water level

2) Time series of surface water volume

3) Time series of water discharge

4) Calibration/validation of hydrological models

5) Land surface properties and soil moisture

Contents

XVth Rencontres du Vietnam - 8-14/09/2019 2nd VSEO Remote Sensing of Inundation, Flooding and Wetland

Page 3: Satellite altimetry over land surfaces€¦ · 1 Satellite altimetry over land surfaces - Applications in hydrology and for land surface properties Frédéric Frappart email: frederic.frappart@legos.obs-mip.fr

3

Time series of water level

XVth Rencontres du Vietnam - 8-14/09/2019 2nd VSEO Remote Sensing of Inundation, Flooding and Wetland

Page 4: Satellite altimetry over land surfaces€¦ · 1 Satellite altimetry over land surfaces - Applications in hydrology and for land surface properties Frédéric Frappart email: frederic.frappart@legos.obs-mip.fr

4

Why monitoring water levels using radar

altimetry?

Negro River, Amazon

Lower acqisition period

(10 to 35 days)

Lower accuracy

(> 10 cm)

Larger number of stations than in situ networks Monitoring of rivers, lakes but also floodplains Same reference for all water stages

XVth Rencontres du Vietnam - 8-14/09/2019 2nd VSEO Remote Sensing of Inundation, Flooding and Wetland

Page 5: Satellite altimetry over land surfaces€¦ · 1 Satellite altimetry over land surfaces - Applications in hydrology and for land surface properties Frédéric Frappart email: frederic.frappart@legos.obs-mip.fr

5

• From a database

• Computed using a dedicated software

Time series of water level

XVth Rencontres du Vietnam - 8-14/09/2019 2nd VSEO Remote Sensing of Inundation, Flooding and Wetland

Page 6: Satellite altimetry over land surfaces€¦ · 1 Satellite altimetry over land surfaces - Applications in hydrology and for land surface properties Frédéric Frappart email: frederic.frappart@legos.obs-mip.fr

6

Lake levels: G-REALM

https://ipad.fas.usda.gov/cropexplorer/

XVth Rencontres du Vietnam - 8-14/09/2019 2nd VSEO Remote Sensing of Inundation, Flooding and Wetland

Page 7: Satellite altimetry over land surfaces€¦ · 1 Satellite altimetry over land surfaces - Applications in hydrology and for land surface properties Frédéric Frappart email: frederic.frappart@legos.obs-mip.fr

7

Lake and river levels: Hydroweb

http://hydroweb.theia-land.fr

XVth Rencontres du Vietnam - 8-14/09/2019 2nd VSEO Remote Sensing of Inundation, Flooding and Wetland

Page 8: Satellite altimetry over land surfaces€¦ · 1 Satellite altimetry over land surfaces - Applications in hydrology and for land surface properties Frédéric Frappart email: frederic.frappart@legos.obs-mip.fr

8

River and lake levels: DAHITI

https://dahiti.dgfi.tum.de

XVth Rencontres du Vietnam - 8-14/09/2019 2nd VSEO Remote Sensing of Inundation, Flooding and Wetland

Page 9: Satellite altimetry over land surfaces€¦ · 1 Satellite altimetry over land surfaces - Applications in hydrology and for land surface properties Frédéric Frappart email: frederic.frappart@legos.obs-mip.fr

9

River and lake levels: River & Lake

XVth Rencontres du Vietnam - 8-14/09/2019 2nd VSEO Remote Sensing of Inundation, Flooding and Wetland

Page 10: Satellite altimetry over land surfaces€¦ · 1 Satellite altimetry over land surfaces - Applications in hydrology and for land surface properties Frédéric Frappart email: frederic.frappart@legos.obs-mip.fr

10

Time series of surface water volume

XVth Rencontres du Vietnam - 8-14/09/2019 2nd VSEO Remote Sensing of Inundation, Flooding and Wetland

Page 11: Satellite altimetry over land surfaces€¦ · 1 Satellite altimetry over land surfaces - Applications in hydrology and for land surface properties Frédéric Frappart email: frederic.frappart@legos.obs-mip.fr

11

• Interpolation of altimetry-based water stages on the inundated

areas determined using satellite images (Frappart et al.,

Remote Sens. Env., 2005)

• Creation of hypsometric curves to

estimate the level of a flooded

pixel: h(λ,φ,t) = f(inundation(λ,φ,t) )

Frappart et al., Env. Res.

Lett. (2012)

• Determination of the surface water volume variations

Method

XVth Rencontres du Vietnam - 8-14/09/2019 2nd VSEO Remote Sensing of Inundation, Flooding and Wetland

Page 12: Satellite altimetry over land surfaces€¦ · 1 Satellite altimetry over land surfaces - Applications in hydrology and for land surface properties Frédéric Frappart email: frederic.frappart@legos.obs-mip.fr

12

MODIS-based (e.g., Sakamoto et al., Remote Sens. Env., 2007)

Surface water extent datasets

XVth Rencontres du Vietnam - 8-14/09/2019 2nd VSEO Remote Sensing of Inundation, Flooding and Wetland

Page 13: Satellite altimetry over land surfaces€¦ · 1 Satellite altimetry over land surfaces - Applications in hydrology and for land surface properties Frédéric Frappart email: frederic.frappart@legos.obs-mip.fr

13

GIEMS: Global Inundation Extent Multi-Satellite

Surface water extent datasets

Merging of satellite data with different wavelengths (surface classification, NN, vegetation)

Passive microwave SSM/I emissivities at 19, 37 GHz, H and V polarizations

Active microwave ERS scatterometer backscattering coefficient at 5.25 GHz

Visible and near infrared AVHRR NDVI (visible and near-infrared reflectances)

[Prigent et al., J. Geophys. Res., 2007; Geophys. Res. Lett., 2012 Papa et al., Geophys. Res. Lett., 2006; 2008; J. Geophys. Res., 2010]

Mean fractional surface water extent at annual maximum

Data mapped on equal-area grid with 0.25°x0.25° resolution at equator (773 km²)

Monthly resolution for 1993-2007 (soon 5 days)

and at least extended to 2012 and longer

%

XVth Rencontres du Vietnam - 8-14/09/2019 2nd VSEO Remote Sensing of Inundation, Flooding and Wetland

Page 14: Satellite altimetry over land surfaces€¦ · 1 Satellite altimetry over land surfaces - Applications in hydrology and for land surface properties Frédéric Frappart email: frederic.frappart@legos.obs-mip.fr

14

Examples of surface water volume variations

Frappart et al., Sci. Tot. Env.

(2018)

XVth Rencontres du Vietnam - 8-14/09/2019 2nd VSEO Remote Sensing of Inundation, Flooding and Wetland

Page 15: Satellite altimetry over land surfaces€¦ · 1 Satellite altimetry over land surfaces - Applications in hydrology and for land surface properties Frédéric Frappart email: frederic.frappart@legos.obs-mip.fr

15

Examples of surface water volume variations

Frappart et al., Sci. Tot. Env. (2018)

XVth Rencontres du Vietnam - 8-14/09/2019 2nd VSEO Remote Sensing of Inundation, Flooding and Wetland

Page 16: Satellite altimetry over land surfaces€¦ · 1 Satellite altimetry over land surfaces - Applications in hydrology and for land surface properties Frédéric Frappart email: frederic.frappart@legos.obs-mip.fr

16

Examples of surface water volume variations

Frappart et al., Env. Res. Lett. (2012)

Silva et al., Int. J. Remote Sens. (2012)

Papa et al., J. Geophys. Res. (2010)

543 stations altimétriques

ENVISAT RA-2

XVth Rencontres du Vietnam - 8-14/09/2019 2nd VSEO Remote Sensing of Inundation, Flooding and Wetland

Page 17: Satellite altimetry over land surfaces€¦ · 1 Satellite altimetry over land surfaces - Applications in hydrology and for land surface properties Frédéric Frappart email: frederic.frappart@legos.obs-mip.fr

17

Examples of surface water volume variations

Frappart et al., Environ. Res.

Lett. (2012)

XVth Rencontres du Vietnam - 8-14/09/2019 2nd VSEO Remote Sensing of Inundation, Flooding and Wetland

Page 18: Satellite altimetry over land surfaces€¦ · 1 Satellite altimetry over land surfaces - Applications in hydrology and for land surface properties Frédéric Frappart email: frederic.frappart@legos.obs-mip.fr

18

Time series of water discharge

XVth Rencontres du Vietnam - 8-14/09/2019 2nd VSEO Remote Sensing of Inundation, Flooding and Wetland

Page 19: Satellite altimetry over land surfaces€¦ · 1 Satellite altimetry over land surfaces - Applications in hydrology and for land surface properties Frédéric Frappart email: frederic.frappart@legos.obs-mip.fr

19

River profile

Average river profile of the Amazon mainstem during the 1995-

1996 hydrological cycle (Birkett et al., J. Geophys. Res., 2002)

XVth Rencontres du Vietnam - 8-14/09/2019 2nd VSEO Remote Sensing of Inundation, Flooding and Wetland

Page 20: Satellite altimetry over land surfaces€¦ · 1 Satellite altimetry over land surfaces - Applications in hydrology and for land surface properties Frédéric Frappart email: frederic.frappart@legos.obs-mip.fr

20

River discharge

• Using a rating curve based on in situ discharges:

(Rantz et al., 1982)

for a single satellite altimetry mission:

(Zakharova et al., C. R. Geosci., 2006)

XVth Rencontres du Vietnam - 8-14/09/2019 2nd VSEO Remote Sensing of Inundation, Flooding and Wetland

Page 21: Satellite altimetry over land surfaces€¦ · 1 Satellite altimetry over land surfaces - Applications in hydrology and for land surface properties Frédéric Frappart email: frederic.frappart@legos.obs-mip.fr

21

River discharge

For multiple satellite altimetry missions:

(Bogning et al., Remote Sens., 2018)

XVth Rencontres du Vietnam - 8-14/09/2019 2nd VSEO Remote Sensing of Inundation, Flooding and Wetland

Page 22: Satellite altimetry over land surfaces€¦ · 1 Satellite altimetry over land surfaces - Applications in hydrology and for land surface properties Frédéric Frappart email: frederic.frappart@legos.obs-mip.fr

22

River discharge

• Using rating curves based on simulated discharges from a

hydrological model:

(Paris et al., Water Resour. Res., 2016)

XVth Rencontres du Vietnam - 8-14/09/2019 2nd VSEO Remote Sensing of Inundation, Flooding and Wetland

Page 23: Satellite altimetry over land surfaces€¦ · 1 Satellite altimetry over land surfaces - Applications in hydrology and for land surface properties Frédéric Frappart email: frederic.frappart@legos.obs-mip.fr

23

Calibration/validation of hydrological models

XVth Rencontres du Vietnam - 8-14/09/2019 2nd VSEO Remote Sensing of Inundation, Flooding and Wetland

Page 24: Satellite altimetry over land surfaces€¦ · 1 Satellite altimetry over land surfaces - Applications in hydrology and for land surface properties Frédéric Frappart email: frederic.frappart@legos.obs-mip.fr

24

Validation of hydrological models

Hydrodynamics modeling of the central Amazon using LISFLOOD

(Wilson et al., Geophys. Res. Lett., 2007)

River

Floodplain + model

o altimetry

Topex/Poseidon Track

XVth Rencontres du Vietnam - 8-14/09/2019 2nd VSEO Remote Sensing of Inundation, Flooding and Wetland

Page 25: Satellite altimetry over land surfaces€¦ · 1 Satellite altimetry over land surfaces - Applications in hydrology and for land surface properties Frédéric Frappart email: frederic.frappart@legos.obs-mip.fr

25

Validation of hydrological models

Hydrodynamics modeling of the Amazon using MGB-IPH (Paiva et

al., Water Resour. Res., 2013)

XVth Rencontres du Vietnam - 8-14/09/2019 2nd VSEO Remote Sensing of Inundation, Flooding and Wetland

Page 26: Satellite altimetry over land surfaces€¦ · 1 Satellite altimetry over land surfaces - Applications in hydrology and for land surface properties Frédéric Frappart email: frederic.frappart@legos.obs-mip.fr

26

Assimlation into hydrological models

Hydrodynamics modeling of the Amazon using MGB-IPH (Paiva et

al., Water Resour. Res., 2013)

XVth Rencontres du Vietnam - 8-14/09/2019 2nd VSEO Remote Sensing of Inundation, Flooding and Wetland

Page 27: Satellite altimetry over land surfaces€¦ · 1 Satellite altimetry over land surfaces - Applications in hydrology and for land surface properties Frédéric Frappart email: frederic.frappart@legos.obs-mip.fr

27

Land surface properties and soil moisture

XVth Rencontres du Vietnam - 8-14/09/2019 2nd VSEO Remote Sensing of Inundation, Flooding and Wetland

Page 28: Satellite altimetry over land surfaces€¦ · 1 Satellite altimetry over land surfaces - Applications in hydrology and for land surface properties Frédéric Frappart email: frederic.frappart@legos.obs-mip.fr

28

Global maps of radar altimetry backscatering

ENVISAT (Ku)

ENVISAT (S)

XVth Rencontres du Vietnam - 8-14/09/2019 2nd VSEO Remote Sensing of Inundation, Flooding and Wetland

Page 29: Satellite altimetry over land surfaces€¦ · 1 Satellite altimetry over land surfaces - Applications in hydrology and for land surface properties Frédéric Frappart email: frederic.frappart@legos.obs-mip.fr

29

Global maps of radar altimetry backscatering

ENVISAT (Ku)

SARAL (Ka)

XVth Rencontres du Vietnam - 8-14/09/2019 2nd VSEO Remote Sensing of Inundation, Flooding and Wetland

Page 30: Satellite altimetry over land surfaces€¦ · 1 Satellite altimetry over land surfaces - Applications in hydrology and for land surface properties Frédéric Frappart email: frederic.frappart@legos.obs-mip.fr

30

Global maps of radar altimetry backscatering

ENVISAT (Ku)

ENVISAT (S)

XVth Rencontres du Vietnam - 8-14/09/2019 2nd VSEO Remote Sensing of Inundation, Flooding and Wetland

Page 31: Satellite altimetry over land surfaces€¦ · 1 Satellite altimetry over land surfaces - Applications in hydrology and for land surface properties Frédéric Frappart email: frederic.frappart@legos.obs-mip.fr

31 Télédétection RADAR : théorie et applications dans le domaine de l'environnement

Global maps of radar altimetry backscatering

ENVISAT (Ku)

SARAL (Ka)

Page 32: Satellite altimetry over land surfaces€¦ · 1 Satellite altimetry over land surfaces - Applications in hydrology and for land surface properties Frédéric Frappart email: frederic.frappart@legos.obs-mip.fr

32

Backscattering as a function of frequency

Frappart et al., Phys. Chem. Earth (2015)

XVth Rencontres du Vietnam - 8-14/09/2019 2nd VSEO Remote Sensing of Inundation, Flooding and Wetland

Page 33: Satellite altimetry over land surfaces€¦ · 1 Satellite altimetry over land surfaces - Applications in hydrology and for land surface properties Frédéric Frappart email: frederic.frappart@legos.obs-mip.fr

33

Backscattering as a function of frequency

Frappart et al., Phys. Chem. Earth (2015)

XVth Rencontres du Vietnam - 8-14/09/2019 2nd VSEO Remote Sensing of Inundation, Flooding and Wetland

Page 34: Satellite altimetry over land surfaces€¦ · 1 Satellite altimetry over land surfaces - Applications in hydrology and for land surface properties Frédéric Frappart email: frederic.frappart@legos.obs-mip.fr

34

Backscattering as a function of incidence

Fatras et al., Remote Sens. Env. (2015)

XVth Rencontres du Vietnam - 8-14/09/2019 2nd VSEO Remote Sensing of Inundation, Flooding and Wetland

Page 35: Satellite altimetry over land surfaces€¦ · 1 Satellite altimetry over land surfaces - Applications in hydrology and for land surface properties Frédéric Frappart email: frederic.frappart@legos.obs-mip.fr

35

Backscattering as a function of incidence

Fatras et al., Remote Sens. Env. (2015)

XVth Rencontres du Vietnam - 8-14/09/2019 2nd VSEO Remote Sensing of Inundation, Flooding and Wetland

Page 36: Satellite altimetry over land surfaces€¦ · 1 Satellite altimetry over land surfaces - Applications in hydrology and for land surface properties Frédéric Frappart email: frederic.frappart@legos.obs-mip.fr

36

Backscattering as a function of incidence

Fatras et al., Remote Sens. Env. (2015)

XVth Rencontres du Vietnam - 8-14/09/2019 2nd VSEO Remote Sensing of Inundation, Flooding and Wetland

Page 37: Satellite altimetry over land surfaces€¦ · 1 Satellite altimetry over land surfaces - Applications in hydrology and for land surface properties Frédéric Frappart email: frederic.frappart@legos.obs-mip.fr

37

Soil moisture inversion

Soil moisture inversion over

sand surfaces insemi-arid

areas

Fatras et al., Remote Sens.

Env. (2012)

XVth Rencontres du Vietnam - 8-14/09/2019 2nd VSEO Remote Sensing of Inundation, Flooding and Wetland

Page 38: Satellite altimetry over land surfaces€¦ · 1 Satellite altimetry over land surfaces - Applications in hydrology and for land surface properties Frédéric Frappart email: frederic.frappart@legos.obs-mip.fr

38

Flood extent estimates

Papa et al., Int. J. Remote Sens. (2006)

% of inundation (July 1993)

Months with floods

Flood if σ0 > 20 dB at C-band using Topex/Poseidon Flood extent incresases of 4% when σ0 increases of 1 dB

XVth Rencontres du Vietnam - 8-14/09/2019 2nd VSEO Remote Sensing of Inundation, Flooding and Wetland