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Department for Geodesy and Geoinformation Vienna University of Technology The International Soil Moisture Network Background, experiences, outlook International Soil Moisture Network Wouter Dorigo [email protected] ESA/ESTEC Contract No.22954/09/NL/CT http://ismn.geo.tuwien.ac.at

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Page 1: International Soil Moisture Network - TU Wien · 2013. 8. 1. · SMOSnet Soil Moisture Network Study Long-term endorsement of GEWEX Decisive impetus given by ESA‘s Soil Moisture

Department for Geodesy and Geoinformation Vienna University of Technology

The International Soil Moisture Network Background, experiences, outlook

International Soil Moisture Network

Wouter Dorigo [email protected]

ESA/ESTEC Contract No.22954/09/NL/CT

http://ismn.geo.tuwien.ac.at

Page 2: International Soil Moisture Network - TU Wien · 2013. 8. 1. · SMOSnet Soil Moisture Network Study Long-term endorsement of GEWEX Decisive impetus given by ESA‘s Soil Moisture

What do we do?

7/31/2013 The International Soil Moisture Network 2

Page 3: International Soil Moisture Network - TU Wien · 2013. 8. 1. · SMOSnet Soil Moisture Network Study Long-term endorsement of GEWEX Decisive impetus given by ESA‘s Soil Moisture

SMOSnet Soil Moisture Network Study

Long-term endorsement of GEWEX Decisive impetus given by ESA‘s Soil

Moisture Ocean Salinity mission In-situ observations needed for cal/val of

SSM estimates Two phases

Design and implementation phase (2010-2011)

Operational phase (now in 1st CCN)

7/31/2013 The International Soil Moisture Network 3

Page 4: International Soil Moisture Network - TU Wien · 2013. 8. 1. · SMOSnet Soil Moisture Network Study Long-term endorsement of GEWEX Decisive impetus given by ESA‘s Soil Moisture

Many in-situ data sets available worldwide

7/31/2013 4 The International Soil Moisture Network

Page 5: International Soil Moisture Network - TU Wien · 2013. 8. 1. · SMOSnet Soil Moisture Network Study Long-term endorsement of GEWEX Decisive impetus given by ESA‘s Soil Moisture

Spatio-temporal availability

Historical as well as current measurements 1952-2012

7/31/2013 5

1952 1958 1964 1970 1976 1982 1988 1994 2000 2006 2012

VASUSDA-ARSUMSUOLUMBRIAUDC_SMOSSWEX_POLANDSNOTELSMOSMANIASCANRUSWET-VALDAIRUSWET-GRASSRUSWET-AGROREMEDHUSOZNETMONGOLIAMOL-RAOMETEROBSMAQUIOWAIIT_KANPURICNHYU_CHEONGMICHEONHYDROL-NET_PERUGIAHSC_SELMACHEONHOBEFMIFLUXNET_AMERIFLUXCOSMOSCHINACAMPANIACALABRIAARMAMMA

ERA-INTERIMGLDAS-NOAH

DMSP 5D-2/F8-F13, SSMITRMM TMIAqua AMSR-EERS-1/2 SCATMetOp ASCATSMOS

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Several in-situ soil moisture datasets are available…

Why International Soil Moisture Network?

Page 7: International Soil Moisture Network - TU Wien · 2013. 8. 1. · SMOSnet Soil Moisture Network Study Long-term endorsement of GEWEX Decisive impetus given by ESA‘s Soil Moisture

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… extremely heterogenous in measurement techniques…

Soil moisture definitions

Sensors (type, position)

Installation depths

Measured time intervals

Calibration,…

Why International Soil Moisture Network?

Page 8: International Soil Moisture Network - TU Wien · 2013. 8. 1. · SMOSnet Soil Moisture Network Study Long-term endorsement of GEWEX Decisive impetus given by ESA‘s Soil Moisture

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… as well as in data formats (data type, naming, content, NaN) …

Why International Soil Moisture Network?

REMEDHUS

OZNET - MSMM OZNET - SASMAS

MESONET

Page 9: International Soil Moisture Network - TU Wien · 2013. 8. 1. · SMOSnet Soil Moisture Network Study Long-term endorsement of GEWEX Decisive impetus given by ESA‘s Soil Moisture

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… and in distribution methods Means of distribution (Email, ftp, http) Metadata often insufficient and not standardised

On the SM measurements themselves (Quality flags, sensor details, etc.) Additional meteorological variables (P, T, etc.) Site information (soil parameters, altitude, slope, land cover/use, etc.)

Irregular availability: daily (SCAN) to provision upon request (SMOSMANIA)

Why International Soil Moisture network?

So, for a distributed quantitative comparison there is a need for:

Harmonisation of measurements

Standardisation of data and metadata Centralised web hosting facility

Page 10: International Soil Moisture Network - TU Wien · 2013. 8. 1. · SMOSnet Soil Moisture Network Study Long-term endorsement of GEWEX Decisive impetus given by ESA‘s Soil Moisture

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Overview ISMN

In situ soil moisture data and metadata provided by network 1

In situ soil moisture data and metadata provided by network 2

Data conversion, harmonisation

and quality checking

In situ soil moisture data and metadata provided by network 3

Web interface Storage in data base Output

Query by user

International Soil Moisture Network

Page 11: International Soil Moisture Network - TU Wien · 2013. 8. 1. · SMOSnet Soil Moisture Network Study Long-term endorsement of GEWEX Decisive impetus given by ESA‘s Soil Moisture

Data portal

7/31/2013 12 The International Soil Moisture Network

40 networks 1600 stations >600 SM data sets

http://ismn.geo.tuwien.ac.at/

Page 12: International Soil Moisture Network - TU Wien · 2013. 8. 1. · SMOSnet Soil Moisture Network Study Long-term endorsement of GEWEX Decisive impetus given by ESA‘s Soil Moisture

Data portal

Data viewer for first look Aditional information

Sensor types, installation Soil and air temperature Precipitation Snow depth and snow

water equivalent …

Standardised output in ASCII

Metadata output as XML INSPIRE ISO 19115

7/31/2013 13 The International Soil Moisture Network

Page 13: International Soil Moisture Network - TU Wien · 2013. 8. 1. · SMOSnet Soil Moisture Network Study Long-term endorsement of GEWEX Decisive impetus given by ESA‘s Soil Moisture

Data selection

Spatial and temporal

7/31/2013 14 The International Soil Moisture Network

Page 14: International Soil Moisture Network - TU Wien · 2013. 8. 1. · SMOSnet Soil Moisture Network Study Long-term endorsement of GEWEX Decisive impetus given by ESA‘s Soil Moisture

Near real time updates

7/31/2013 The International Soil Moisture Network 15

8 networks - >500 stations updated on daily basis

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User community

7/31/2013 The International Soil Moisture Network 16

~700 registered users

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User community

The International Soil Moisture Network 17

Provenance

Page 17: International Soil Moisture Network - TU Wien · 2013. 8. 1. · SMOSnet Soil Moisture Network Study Long-term endorsement of GEWEX Decisive impetus given by ESA‘s Soil Moisture

User community

7/31/2013 The International Soil Moisture Network 18

Interest

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Automated quality control

7/31/2013 19 The International Soil Moisture Network

To develop the methods, we first need to understand the signal itself

Page 19: International Soil Moisture Network - TU Wien · 2013. 8. 1. · SMOSnet Soil Moisture Network Study Long-term endorsement of GEWEX Decisive impetus given by ESA‘s Soil Moisture

Automated quality control

7/31/2013 20

Approaches based on geophysical plausability 0.0 < SM < 0.6 m3m- AND saturation point (from HWSD) Soil temperatures < 0°C (fom GLDAS-Noah)

Dorigo et al., “Global automated quality control of in-situ soil moisture data from the ISMN“, VZJ, 2012

Page 20: International Soil Moisture Network - TU Wien · 2013. 8. 1. · SMOSnet Soil Moisture Network Study Long-term endorsement of GEWEX Decisive impetus given by ESA‘s Soil Moisture

Automated quality control

7/31/2013 21

Approaches based on geophysical plausibility Rise in surface SM should be anticipated by precipitation

Page 21: International Soil Moisture Network - TU Wien · 2013. 8. 1. · SMOSnet Soil Moisture Network Study Long-term endorsement of GEWEX Decisive impetus given by ESA‘s Soil Moisture

Automated quality control

7/31/2013 22 The International Soil Moisture Network

Page 22: International Soil Moisture Network - TU Wien · 2013. 8. 1. · SMOSnet Soil Moisture Network Study Long-term endorsement of GEWEX Decisive impetus given by ESA‘s Soil Moisture

Automated quality control

Dorigo et al., “Global automated quality control of in-situ soil moisture data from the ISMN“, VZJ, 2012

7/31/2013 23 The International Soil Moisture Network

Spectrum-based approaches Spike test

Page 23: International Soil Moisture Network - TU Wien · 2013. 8. 1. · SMOSnet Soil Moisture Network Study Long-term endorsement of GEWEX Decisive impetus given by ESA‘s Soil Moisture

Automated quality control

Dorigo et al., “Global automated quality control of in-situ soil moisture data from the ISMN“, VZJ, 2012

7/31/2013 24 The International Soil Moisture Network

Spectrum-based approaches Breaks and unresponsive signal

Page 24: International Soil Moisture Network - TU Wien · 2013. 8. 1. · SMOSnet Soil Moisture Network Study Long-term endorsement of GEWEX Decisive impetus given by ESA‘s Soil Moisture

Automated quality control

7/31/2013 25 The International Soil Moisture Network

Page 25: International Soil Moisture Network - TU Wien · 2013. 8. 1. · SMOSnet Soil Moisture Network Study Long-term endorsement of GEWEX Decisive impetus given by ESA‘s Soil Moisture

Spatial aspects

7/31/2013 26 The International Soil Moisture Network

QC tells us something about the measurement quality, but not about the suitability of a site as a whole. Mismatch in depth -> can be greatly solved by scaling Spatial representativeness -> using scaling techniques (dense networks)

Page 26: International Soil Moisture Network - TU Wien · 2013. 8. 1. · SMOSnet Soil Moisture Network Study Long-term endorsement of GEWEX Decisive impetus given by ESA‘s Soil Moisture

Spatial mismatch + random errors

7/31/2013 27 The International Soil Moisture Network

Triple collocation of ISMN, ERA-Interim H-Tessel, and microwave-based soil moisture

Gruber et al., VZJ, 2013

Page 27: International Soil Moisture Network - TU Wien · 2013. 8. 1. · SMOSnet Soil Moisture Network Study Long-term endorsement of GEWEX Decisive impetus given by ESA‘s Soil Moisture

What‘s next?

Expansion by integrating new networks and extending existing data sets Online implementation of new QC methods and flags Dialogue with data providers regarding new QC methods: Can they learn from

us, can we learn from them? -> Synergy of network-based and ISMN-based QC

How can we make it a community-based effort? Can we learn from other data centres? What can GTN-H do in this respect?

Is the ISMN ready to go operational? SMOS-funding will eventually stop, does this also imply the termination of the

ISMN?

Standardisation of methods/networks?

7/31/2013 28 The International Soil Moisture Network

Page 28: International Soil Moisture Network - TU Wien · 2013. 8. 1. · SMOSnet Soil Moisture Network Study Long-term endorsement of GEWEX Decisive impetus given by ESA‘s Soil Moisture

http://ismn.geo.tuwien.ac.at/

Many thanks to all the networks contributing to ISMN!

• Dorigo, W., Van Oevelen, P., Wagner, W., Drusch, M., Mecklenburg, S., Robock, A., & Jackson, T. (2011). A New International Network for in Situ Soil Moisture Data. EOS Transactions, 92, 141-142

• Dorigo, W.A., Wagner, W., Hohensinn, R., Hahn, S., Paulik, C., Xaver, A., Gruber, A., Drusch, M., Mecklenburg, S., van Oevelen, P., Robock, A., & Jackson, T. (2011). The International Soil Moisture Network: a data hosting facility for global in situ soil moisture measurements. Hydrology and Earth System Sciences, 15, 1675-1698

• Dorigo, W.A., Xaver, A., Vreugdenhil, M., Gruber, A., Hegyiová, A., Sanchis-Dufau, A.D., Wagner, W., & Drusch, M. (2012). Global automated quality control of in-situ soil moisture data from the International Soil Moisture Network. Vadose Zone Journal, doi:10.2136/vzj2012.0097

• Gruber, A., Dorigo, W., Zwieback, S., Xaver, A., & Wagner, W. Characterizating random errors of in-situ soil moisture measurements from the International Soil Moisture Network. Vadose Zone Journal, doi:10.2136/vzj2012.0170