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SMOS validation sites: Goulburn & Murrumbidgee Cecilia Azcurra Supervisor: Jeff Walker
19

SMOS validation sites: Goulburn & Murrumbidgee Cecilia Azcurra Supervisor: Jeff Walker.

Mar 31, 2015

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Page 1: SMOS validation sites: Goulburn & Murrumbidgee Cecilia Azcurra Supervisor: Jeff Walker.

SMOS validation sites:Goulburn & Murrumbidgee

Cecilia Azcurra

Supervisor: Jeff Walker

Page 2: SMOS validation sites: Goulburn & Murrumbidgee Cecilia Azcurra Supervisor: Jeff Walker.

Background

The SMOS satellite will be the first dedicated to the measurement of soil moisture Will measure soil moisture on a 50 x 50 km scale

Ground-based measurements to be used for calibration and validation of soil moisture derived from SMOS

SMOS validation sites are being identified world-wide Australian validation sites will cover a semi-arid

climate

Page 3: SMOS validation sites: Goulburn & Murrumbidgee Cecilia Azcurra Supervisor: Jeff Walker.

SMOS validation

There is a discrepancy between the scale of SMOS measurements and that of the ground-based (point) measurements

Heterogeneous land cover is an issue Other issues include urban areas and standing

water Sampling needs to represent the soil

moisture over SMOS-sized pixels How many point measurements are required to

obtain the spatial average?

Page 4: SMOS validation sites: Goulburn & Murrumbidgee Cecilia Azcurra Supervisor: Jeff Walker.

The study areas

Page 5: SMOS validation sites: Goulburn & Murrumbidgee Cecilia Azcurra Supervisor: Jeff Walker.

Goulburn catchment

Page 6: SMOS validation sites: Goulburn & Murrumbidgee Cecilia Azcurra Supervisor: Jeff Walker.

Goulburn catchment study area

Page 7: SMOS validation sites: Goulburn & Murrumbidgee Cecilia Azcurra Supervisor: Jeff Walker.

Oct-31

Goulburn catchment data

Page 8: SMOS validation sites: Goulburn & Murrumbidgee Cecilia Azcurra Supervisor: Jeff Walker.

Goulburn catchment dataOct-31

0

0.1

0.2

0.3

0.4

0.5

0.6

12 AM 3 AM 6 AM 9 AM 12 PM 3 PM 6 PM 9 PM 12 AM

Vol

um

etr

ic s

oil m

ois

ture

(v/

v)

K3 M2 M3 M5 M6 S1 S3 S4 S5 S6 S7

Oct-31, Station M5

0

0.1

0.2

0.3

0.4

0.5

0.6

12 AM 3 AM 6 AM 9 AM 12 PM 3 PM 6 PM 9 PM 12 AM

Vo

lum

etr

ic s

oil

mo

istu

re (

v/v)

0

5

10

15

20

25

Ra

infa

ll (m

m)

Hydraprobe (0-5cm) Cumulative Rainfall

Page 9: SMOS validation sites: Goulburn & Murrumbidgee Cecilia Azcurra Supervisor: Jeff Walker.

Goulburn catchment dataNov-07

0

0.1

0.2

0.3

0.4

0.5

0.6

12 AM 3 AM 6 AM 9 AM 12 PM 3 PM 6 PM 9 PM 12 AM

Vol

umet

ric s

oil m

oist

ure

(v/v

)

K3 M2 M3 M5 M6 S1 S3 S4 S5 S6 S7

Nov-14

0

0.1

0.2

0.3

0.4

0.5

0.6

12 AM 3 AM 6 AM 9 AM 12 PM 3 PM 6 PM 9 PM 12 AM

Vol

umet

ric s

oil m

oist

ure

(v/v

)

K3 M2 M3 M5 M6 S1 S3 S4 S5 S6 S7

Nov-21

0

0.1

0.2

0.3

0.4

0.5

0.6

12 AM 3 AM 6 AM 9 AM 12 PM 3 PM 6 PM 9 PM 12 AM

Vol

umet

ric s

oil m

oist

ure

(v/v

)

K1 K3 M3 M5 M6 S1 S3 S4 S5 S6 S7

Page 10: SMOS validation sites: Goulburn & Murrumbidgee Cecilia Azcurra Supervisor: Jeff Walker.

Yanco region

Soil moisture from air measurements Over 11 days

12 Monitoring stations

Page 11: SMOS validation sites: Goulburn & Murrumbidgee Cecilia Azcurra Supervisor: Jeff Walker.

Kyeamba Creek

Soil moisture from air measurements Over 3 days

Regional sampling 14 Monitoring stations

Page 12: SMOS validation sites: Goulburn & Murrumbidgee Cecilia Azcurra Supervisor: Jeff Walker.

General approach

Page 13: SMOS validation sites: Goulburn & Murrumbidgee Cecilia Azcurra Supervisor: Jeff Walker.

0.00

0.05

0.10

0.15

0.20

0.25

0.30

0.35

0.40

0.45

0.50

31-Oct7-Nov

14-Nov21-Nov

Vol

umet

ric s

oil m

oist

ure

(v/v

)

-0.10

-0.08

-0.06

-0.04

-0.02

0.00

0.02

0.04

0.06

0.08

0.10

Diff

eren

ce w

ith a

irbor

ne s

oil m

oist

ure

(v/v

)

PLMR Difference (regional samping)

0.00

0.05

0.10

0.15

0.20

0.25

0.30

0.35

0.40

0.45

0.50

31-Oct7-Nov

14-Nov21-Nov

Vol

umet

ric s

oil m

oist

ure

(v/v

)

-0.10

-0.08

-0.06

-0.04

-0.02

0.00

0.02

0.04

0.06

0.08

0.10

Diff

eren

ce w

ith a

irbor

ne s

oil m

oist

ure

(v/v

)

PLMR Difference (regional samping) Difference (monitoring stations)

Preliminary results – Goulburn catchment

RMSE (regional) = 0.0275 v/v

RMSE (monitoring stations) = 0.0571 v/v

Page 14: SMOS validation sites: Goulburn & Murrumbidgee Cecilia Azcurra Supervisor: Jeff Walker.

0.00

0.05

0.10

0.15

0.20

0.25

0.30

0.35

0.40

0.45

0.50

30-Oct1-Nov

3-Nov5-Nov

7-Nov9-Nov

11-Nov13-Nov

15-Nov17-Nov

19-Nov

Vol

umet

ric s

oil m

oist

ure

(v/v

)

-0.10

-0.08

-0.06

-0.04

-0.02

0.00

0.02

0.04

0.06

0.08

0.10

Diff

eren

ce w

ith a

irbor

n so

il m

oist

ure

(v/v

)

PLMR Difference (monitoring stations)

Preliminary results – Yanco region

RMSE = 0.0359 v/v

Page 15: SMOS validation sites: Goulburn & Murrumbidgee Cecilia Azcurra Supervisor: Jeff Walker.

Next steps

Regional sampling data For Goulburn catchment Re-sampling to determine the number of samples

required to determine the spatial mean Monitoring stations

Identify which stations are representative of the area

Page 16: SMOS validation sites: Goulburn & Murrumbidgee Cecilia Azcurra Supervisor: Jeff Walker.
Page 17: SMOS validation sites: Goulburn & Murrumbidgee Cecilia Azcurra Supervisor: Jeff Walker.

Bootstrap sampling - Goulburn catchment

Oct

-31

Nov

-07

Nov

-14

Nov

-21

Page 18: SMOS validation sites: Goulburn & Murrumbidgee Cecilia Azcurra Supervisor: Jeff Walker.

Preliminary results - Goulburn catchment

Soil moisture measurement type

From air Regional samplingMonitoring stations

(6am to 10am average)

DateSoil

moisture

(% v/v)

Soil moisture

(% v/v)

Error

(% v/v)

Soil moisture

(% v/v)

Error

(% v/v)

31-Oct-0546.23 47.54 1.31 38.20 -8.03

07-Nov-0537.80 36.41 -1.39 32.50 -5.30

14-Nov-0517.84 18.57 0.73 19.33 1.49

21-Nov-0516.12 11.01 -5.11 10.15 -5.97

Page 19: SMOS validation sites: Goulburn & Murrumbidgee Cecilia Azcurra Supervisor: Jeff Walker.

Preliminary results - Yanco region

Air Monitoring Stations

SM (% v/v) SM (% v/v) Error (% v/v)

31-Oct-06 4.36 5.07 0.71

02-Nov-06 2.76 4.76 2.00

03-Nov-06 16.59 13.26 -3.33

04-Nov-06 11.02 11.60 0.58

05-Nov-06 6.48 9.57 3.09

07-Nov-06 4.18 6.90 2.72

09-Nov-06 3.82 6.23 2.41

13-Nov-06 19.20 23.25 4.05

14-Nov-06 11.33 17.58 6.25

16-Nov-06 10.46 14.38 3.92

18-Nov-06 5.41 11.11 5.70