Skip to main content

MULTIscale SENTINEL land surface information retrieval PLatform

Deliverables

Key user workshop

Key user workshop

Prototype database of vegetation characteristics

Prototype database of vegetation characteristics that can be used in combination with CCI land cover for validation

Prototype of functional diversity metrics into the MULTIPLY platform

Prototype of functional diversity metrics into the MULTIPLY platform

Prototype enhanced MULTIPLY microwave

Prototype enhanced MULTIPLY microwave forward operator code for X..L-Band usage

Plug-in interface for user-supplied forward operators

plug-in interface for user-supplied forward operators

On-line database of optical observation operators

On-line database of optical observation operators, with codes, instructions and examples, incl. an evaluation of usefulness within the context of MULTIPLY

Implementation of automated land cover detection into MULTIPLY

Implementation of automated land cover detection into MULTIPLY as prior information

Physical priors

Physical priors vegetation phenology, soil moisture dynamics, land cover and disturbances

Prototype physical priors

Prototype physical priors for vegetation phenology, soil moisture dynamics, land cover and disturbances

MULTIPLY emulators

MULTIPLY emulators for efficient optical and microwave forward modelling

Prototype MULTIPLY emulators

Prototype MULTIPLY emulators for efficient optical and microwave forward modelling

Enhanced MULTIPLY microwave

Enhanced MULTIPLY microwave forward operator code for X...L-Band usage

MULTIPLY optical and microwave forward operator codes

MULTIPLY optical and microwave forward operator codes as open source code for SENTINEL-1 and SENTINEL-2

Flexible plugin interface

Flexible plugin interface (API) for the integration of user defined prior models into the MULTIPLY platform

Final implementation of functional diversity metrics into the MULTIPLY platform

Final implementation of functional diversity metrics into the MULTIPLY platform

Final product validation report

Final product validation report based on historic datasets and ongoing campaigns

Report on the reproducibility of data

Report on the reproducibility of data by the MULTIPLY platform using synthetic datasets

MULTIPLY System Specification Document: Chapters Emulation Framework and Assimilation Engine

MULTIPLY System Specification Document: here Chapters Emulation Framework and Assimilation Engine

MULTIPLY System Specification Document: Chapter Postprocessing Framework, User Interfaces, System deployment and System Verification final product

MULTIPLY System Specification Document: here Chapter Postprocessing Framework, User Interfaces, System deployment and System Verification final product

A meta-data catalogue on the availability of time series data for validation of multiple EO- data sources and multiple EO-products.

A meta-data catalogue on the availability of time series data for validation of multiple EO- data sources and multiple EO-products.

MULTIPLY System Architecture Document

MULTIPLY System Architecture Document

ATBD for pre-processing: chapters on high resolution instruments

Algorithm Theoretical Basis Document (ATBD) for pre-processing: chapters on high resolution instruments for the processing of optical data, on Sentinel-1 pre-processing and the pre-processing of ancillary data for priors.

Reports of kick-off meeting, project meetings (7) and final meeting.

Reports of kick-off meeting, project meetings (7) and final meeting.

Routine for functional fingerprinting of vegetation types

Routine for functional fingerprinting of vegetation types based on consistent data rich EO-products

User demonstrator report on contribution of joint retrieval for agricultural applications

User demonstrator report on contribution of joint retrieval for agricultural applications

Technical note on the software development environment

Technical note on the software development environment

Software release plan, first yearly update

Software release plan, first yearly update

Software release plan, second yearly update

Software release plan, second yearly update

A meta-data catalogue on the availability of time series data for validation of multiple EO- data sources and multiple EO-products from ongoing campaigns

A meta-data catalogue on the availability of time series data for validation of multiple EO- data sources and multiple EO-products from ongoing campaigns

Definition of fire impact indicators

Definition of fire impact indicators

MULTIPLY System Architecture Document: Chapter Data Access Components

MULTIPLY System Specification Document: here Chapter Data Access Components

ATBD describing the ecological concepts and theoretical basis

Algorithm Theoretical Basis Document (ATBD) describing the ecological concepts and theoretical basis essential for developing land surface priors

Vision document

Data exploration, system operations and information visual interpretation – A vision document

Validation of performance impact indicators

validation of performance impact indicators

ATBD for pre-processing of optical data: chapters on coarse resolution instruments

Algorithm Theoretical Basis Document (ATBD) for pre-processing of optical data; chapters on coarse resolution instruments.

Report on community engagement

Report on community engagement

Key user requirements document

Key user requirements document

MULTIPLY System Specification Document:Update after iterative improvement

MULTIPLY System Specification Document: here Update after iterative improvement

MULTIPLY System Specification Document: Input Data Exploration Tools, User Interfaces and Results Visualisation

MULTIPLY System Specification Document: here Chapters Input Data Exploration Tools, User Interfaces and Results Visualisation

User demonstrator report on joint retrieval impacts on climate-vegetation modelling

User demonstrator report on joint retrieval impacts on climate-vegetation modelling

Summer/winter school report

Summer/winter school report

MULTIPLY System Specification Document: Chapter Postprocessing Framework, User Interfaces, System deployment and System Verification prototype

MULTIPLY System Specification Document: here Chapter Postprocessing Framework, User Interfaces, System deployment and System Verification prototype

User demonstrator report on use of joint retrieval for improving and cross-validating satellite products

User demonstrator report on use of joint retrieval for improving and cross-validating satellite products

Preliminary product validation report

Preliminary product validation report based on historic datasets and ongoing campaigns

Software release plan, initial version

Software release plan, initial version

Software release plan, third yearly update

Software release plan, third yearly update

E-learning platform mature (v2)

E-learning platform mature (v2)

Implementation of the project web page

Implementation of the project web page

E-learning platform on-line (v1)

E-learning platform on-line (v1)

Publications

Generality of relationships between leaf pigment contents and spectral vegetation indices in Mallorca (Spain)

Author(s): Lea Hallik, Taras Kazantsev, Andres Kuusk, Jeroni Galmés, Magdalena Tomás, Ülo Niinemets
Published in: Regional Environmental Change, Issue 17/7, 2017, Page(s) 2097-2109, ISSN 1436-3798
DOI: 10.1007/s10113-017-1202-9

Auto-correcting for atmospheric effects in thermal hyperspectral measurements

Author(s): J. Timmermans, M. Buitrago-Acevedo, A. Corbin, W. Verhoef
Published in: International Journal of Applied Earth Observation and Geoinformation, Issue 71, 2018, Page(s) 20-28, ISSN 0303-2434
DOI: 10.1016/j.jag.2018.04.007

Confronting Soil Moisture Dynamics from the ORCHIDEE Land Surface Model With the ESA-CCI Product: Perspectives for Data Assimilation

Author(s): Nina Raoult, Bertrand Delorme, Catherine Ottlé, Philippe Peylin, Vladislav Bastrikov, Pascal Maugis, Jan Polcher
Published in: Remote Sensing, Issue 10/11, 2018, Page(s) 1786, ISSN 2072-4292
DOI: 10.3390/rs10111786

Reflectance Properties of Hemiboreal Mixed Forest Canopies with Focus on Red Edge and Near Infrared Spectral Regions

Author(s): Lea Hallik, Andres Kuusk, Mait Lang, Joel Kuusk
Published in: Remote Sensing, Issue 11/14, 2019, Page(s) 1717, ISSN 2072-4292
DOI: 10.3390/rs11141717

Estimation of FAPAR over Croplands Using MISR Data and the Earth Observation Land Data Assimilation System (EO-LDAS)

Author(s): Maxim Chernetskiy, Jose Gómez-Dans, Nadine Gobron, Olivier Morgan, Philip Lewis, Sina Truckenbrodt, Christiane Schmullius
Published in: Remote Sensing, Issue 9/7, 2017, Page(s) 656, ISSN 2072-4292
DOI: 10.3390/rs9070656

Comparison of the GPM IMERG Final Precipitation Product to RADOLAN Weather Radar Data over the Topographically and Climatically Diverse Germany

Author(s): Thomas Ramsauer, Thomas Weiß, Philip Marzahn
Published in: Remote Sensing, Issue 10/12, 2018, Page(s) 2029, ISSN 2072-4292
DOI: 10.3390/rs10122029

Datasets

RADOLAN_API - A Soil Moisture Data Set derived from Weather Radar Data

Author(s): Ramsauer, Thomas; Weiß, Thomas; Marzahn, Philip
Published in: Zenodo

Software

jgomezdans/prosail: Pip package bug fix release

Author(s): Luis Mario Domenzain; José Gómez-Dans; Professor Philip Lewis
DOI: 10.5281/zenodo.594441; 10.5281/zenodo.2574925
Publisher: Zenodo

jgomezdans/gp_emulator: Added inverse emulators

Author(s): Gómez-Dans, José; Professor Philip Lewis
DOI: 10.5281/zenodo.1460970; 10.5281/zenodo.594457
Publisher: Zenodo

jgomezdans/prosail: Release 2.0.2

Author(s): José Gómez-Dans; Professor Philip Lewis; Luis Mario Domenzain
DOI: 10.5281/zenodo.1460955; 10.5281/zenodo.1460955
Publisher: Zenodo