Deliverables
Key user workshop
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 enhanced MULTIPLY microwave forward operator code for X..L-Band usage
plug-in interface for user-supplied forward 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 as prior information
Physical priors vegetation phenology, soil moisture dynamics, land cover and disturbances
Prototype physical priors for vegetation phenology, soil moisture dynamics, land cover and disturbances
MULTIPLY emulators for efficient optical and microwave forward modelling
Prototype MULTIPLY emulators for efficient optical and microwave forward modelling
Enhanced MULTIPLY microwave forward operator code for X...L-Band usage
MULTIPLY optical and microwave forward operator codes as open source code for SENTINEL-1 and SENTINEL-2
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 product validation report based on historic datasets and ongoing campaigns
Report on the reproducibility of data by the MULTIPLY platform using synthetic datasets
MULTIPLY System Specification Document: here Chapters Emulation Framework and Assimilation Engine
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.
MULTIPLY System Architecture Document
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.
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
Technical note on the software development environment
Software release plan, first 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
Definition of fire impact indicators
MULTIPLY System Specification Document: here Chapter Data Access Components
Algorithm Theoretical Basis Document (ATBD) describing the ecological concepts and theoretical basis essential for developing land surface priors
Data exploration, system operations and information visual interpretation – A vision document
validation of performance impact indicators
Algorithm Theoretical Basis Document (ATBD) for pre-processing of optical data; chapters on coarse resolution instruments.
Report on community engagement
Key user requirements document
MULTIPLY System Specification Document: here Update after iterative improvement
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
Summer/winter school report
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
Preliminary product validation report based on historic datasets and ongoing campaigns
Software release plan, initial version
Software release plan, third yearly update
Data Management Plan
E-learning platform mature (v2)
Implementation of the project web page
E-learning platform on-line (v1)
Publications
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
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
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
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
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
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
Author(s): Ramsauer, Thomas; Weiß, Thomas; Marzahn, Philip
Published in: Zenodo
Software
Author(s): Luis Mario Domenzain; José Gómez-Dans; Professor Philip Lewis
DOI: 10.5281/zenodo.594441; 10.5281/zenodo.2574925
Publisher: Zenodo
Author(s): Gómez-Dans, José; Professor Philip Lewis
DOI: 10.5281/zenodo.1460970; 10.5281/zenodo.594457
Publisher: Zenodo
Author(s): José Gómez-Dans; Professor Philip Lewis; Luis Mario Domenzain
DOI: 10.5281/zenodo.1460955; 10.5281/zenodo.1460955
Publisher: Zenodo