EXPLORING THE EARTH SYSTEM DATA CUBE

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1 EXPLORING THE EARTH SYSTEM DATA CUBE A Workshop exploring trajectories, outliers & extreme events, and causal relations in the emerging multidimensional Earth system data cube DATE AND LOCATION: Max-Planck-Institute for Biogeochemistry, Jena, Germany Date: Nov (informal arrival dinner on Nov. 25.), 2015 BACKGROUND: Across Europe (and elsewhere), many projects and scientists are working in parallel on the question of how to tap into the potential of a simultaneous exploration of multiple Earth Observations (EOs). New missions and reprocessing of existing data archives confront scientists with an unprecedented amount of data simultaneously monitoring the land surface from multiple perspectives. The CAB-LAB project aims to support the exploration of multiple ESA- EOs (together with other relevant data streams) to better characterize the trajectories of land ecosystem changes. This endeavour requires developing and applying novel, ideally robust and generally multivariate statistical methods and data mining tools to explore the emerging high dimensional Earth system data cube. The focal topic for this workshop is co-interpreting EOs for their capacity to extract longer-term transformations, detect impacts of extreme anomalies, and ideally also discover causal relations affecting land ecosystems. This path into new approaches is a pressing scientific challenge, currently being tackled on many fronts. Participants are invited from across this diverse community to explore the issues together. The ultimate goals is achieving a better understanding of the trajectory of land-surface processes and their relation to other components of the Earth system in particular, the atmosphere and hydrological cycle, and the role of humans. In this context, the CAB-LAB team will also introduce the Earth System Data Cube that it is developing, together with prototypes of mechanisms to empower the scientific community to explore EOs towards a better understanding of landatmosphere interactions.

2 AIMS: Bringing together scientists of different disciplines i.e. o Environmental scientists actively working on (the exploration of EOs for) detecting, interpreting, and attributing extremes and anomalies in land-surface processes. o Statistical and mathematical scientists actively working on developing novel approaches to deal with high-dimensional data i.e. time series to map transient changes, detect multivariate extremes, novelty data constellations, or developing statistical attribution schemes or new ideas on causal inference. o The interested community that aims at exploring the emerging Earth system data cube for different purposes from an Earth system, societal perspective, or methodological perspective. Exchanging experiences, initiating collaborations, and maximizing synergies amongst the European scientists interested in the methodological devolvement s or applications for exploring the suite of ESA data. Gaining an overview of European research activities exploring the suite of EOs in tandem, beyond univariate/disciplinary approaches. Identifying common strategic scientific goals for the coming years, where collaboration could lead to an added value for all participants, i.e. developing a scientific roadmap. Hence, the workshop will help identifying where ESA support can strength other research initiatives, by tailoring its products and data analytic toolkit to the needs of the community. ORGANIZING TEAM: M. Mahecha 1, M. Reichstein 1, R. Perez 1, S. Cornell 2, C. Brockmann 3, F. Gans 1, M. Flach 1, S. Sippel 1, 1 Max-Planck-Institute for Biogeochemistry, Germany 2 Stockholm Resilience Centre, Sweden 3 Brockmann Consult GmbH, Germany CONTACT: Miguel D. Mahecha, mmahecha@bgc-jena.mpg.de or LINK:

3 WORKSHOP STRUCTURE We have slots for very few people to present their ideas and we aimed at getting a nice overview from data products, methodological advances to scientific applications. The reason for not giving the word to all is that we primarily intend to discuss and work towards a Scientific Roadmap. However, please bring along short presentations from 1-3 slides to present your ideas wherever appropriate in the middle of the workshop. Ideally, the results of the workshop will be summarized in a outlook paper that will be published together in two forms: A: scientific paper and B: letter to the scientific community a Scientific Roadmap that should inform the ESA, ileaps and other relevant institutions about our finding and perspectives. Day 0: Informal get together 19:00 - open Informal (unsupported) dinner at the who are there early Map: Note: In the unlikely case that this café is closed, we move one door further to Day 1: Scientific overview 8:30-9:00 Registration Birgitta Wiehl Map: 9:00-9:15 Grand context Markus Reichstein 9:15-9:45 The Earth System Data Cube (ESDC) & Objectives of this meeting 9:45-10:20 Short intros by all teams participating Miguel Mahecha and the CAB-LAB team participants To-do: Prepare one slide per affiliation/team presenting their major capacities/questions 10:20-10:40 Teaser talk 1: Diego Miralles How to solve the EO data cube to reveal land-climate interactions 10:40-11:00 Coffee break

4 11:00-11:20 Teaser talk 2: Jonathan Donges Coupled Network Approaches to infer interactions in the Earth system 11:20-12:30 Environmental perspectives/requirements on Describing trajectories in the ESDC Abrupt regime shifts Extreme anomalies 12:30-13:30 Lunch 13:30-13:50 Teaser talk 3: Thomas Kaminski JRC-TIP: Method, Data, Products, and Applications 13:50 14:10 Teaser talk 4: Gustau Camps-Valls The role of modern machine learning in Earth observation 14:10 14:30 Teaser talk 5: Jonas Peters State of causal inference from real world data 14:30-15:30 Break-out groups (tbd), e.g. Data assimilation using the ESDC Machine learning using the ESDC Causal inference using the ESDC 15:30 16:00 Coffee break 16:00-17:00 Break-out groups (can be re-arranged) 17:00 18:00 (maximum ) Report from break out groups Plenary discussion on Mathematical perspectives/requirements on Coupled system analysis Causality in the ESDC etc :30 Dinner 20:30-21:30 Scientific discussion

5 Day 2: Scientific roadmap development 9:00-9:20 Teaser talk 6: Victor Gutierrez-Velez Remote sensing for monitoring socialecological change 9:20-9:40 Teaser talk 7: Sarah Cornell Planetary boundaries and challenges 9:40 10:30 Societal perspectives/requirements on Exploiting the ESDC including societal aspects 10:30 10:50 Coffee break 10:50-12:30 Elements of a scientific roadmap Methodological challenges and needs Scientific questions to be addressed with the ESDC Designing pilot case studies 12:30-13:30 Lunch 13:30-17:30 (including a coffee break) or in break out groups : Wrap up and common discussion on upcoming challenges and requirements to the ESA (projects), Feedback to ileaps and the community perspectives for interdisciplinary collaborations requirements from environmental practitioners to methodological developments Planning of common perspectives paper 17:30 18:00 Final discussion: towards a scientific roadmap Informal dinner with people who stay in town

6 Getting to Jena by air Arrival at Berlin Airport: Take the train to Jena Paradies station (roughly 3 hours). To get to the institute, please follow the directions described below. Arrival at Leipzig-Halle Airport: Take a shuttle or any train to Leipzig s main station (Hauptbahnhof). The Intercity to Jena Paradies station takes about 1 hour. To get to the institute, please follow the directions described below. Arrival at Munich Airport: Take a shuttle or any train to Munich s main station (Hauptbahnhof). The Intercity to Jena Paradies station takes about 2:30 hours. To get to the institute, please follow the directions described below. Arrival at Frankfurt/Main Airport: Take the train to Jena Westbahnhof (duration: about 3 hours) and follow the directions described below. Getting to Jena by car North-South direction: Autobahn A9, at the junction Hermsdorfer Kreuz change to Autobahn A4 direction Erfurt - Frankfurt/Main. Take Exit 53 at Jena Göschwitz and drive towards Jena city center (Zentrum) on road B88. Take a left turn into Winzerlaer Straße, and follow this road and the signposting to Beutenberg Campus. Turn left into the Campus area and follow the Hans-Knöll-Straße uphill. At the top take a left turn towards the MPI for Biogeochemistry. East-West direction: Autobahn A4, take Exit 53 at Jena Göschwitz and drive towards Jena city center (Zentrum) on road B88. Take a left turn into Winzerlaer Straße, and follow this road and the signposting to Beutenberg Campus. Turn left into the Campus area and follow the Hans-Knöll-Straße uphill. At the top take a left turn towards the MPI for Biogeochemistry. How to get to the Institute Coming from the North (Berlin), South (Munich) or East (Dresden) you arrive at the train station Jena Paradies. Take a short walk to the city center bus terminal Teichgraben. The bus lines number 10, 11, 12, and 13 with the directions

7 Damaschkeweg, Beutenberg Campus or Göschwitz go to Beutenberg Campus, where the Institute is. Coming from the West (Frankfurt/Main) you will arrive at the train station Westbahnhof. Walk down Westbahnhofstraße and turn left, walk through the underpass; cross the street at the traffic light to the bus stop Westbahnhofstraße and take one of the bus lines 10, 11, 12, or 13 with the directions Damaschkeweg, Beutenberg Campus or Göschwitz go to Beutenberg Campus. You need to buy a bus ticket in the bus from the ticket machine (1,90, normally requires coins). The buses run about every 10 minutes on weekdays, and take about 10 minutes to the Beutenberg Campus stop. From the bus stop, follow the direction of the bus, take a right, go straight up the hill and then turn to the left at the end of the street. Here you can see our building with the round tower (about 5-10 minutes walk). Next to the main entrance (big glass door) is a box where you can ring the bell to get the door opened. We will pick you up in the entrance hall. Accommodation To get to the Hotel from the Paradies train station, take the tram number 5. The tram stop is marked in the map. You need to buy a tram ticket in the tram or in the machine of the stop (1,90 requires coins). Get out at the 2nd stop (Ernst Abbe Platz) end of the line. Get to the Carl-Zeiß-Straße and then turn right and walk around 4 minutes until arrive to Hotel VielHarmonie.

8 Restaurant: evening Theatercafé Jena Schillergäßchen 1, Jena if for any reasons this does not work out, we would move to: Gaststätte Grünowski Schillergäßchen Jena Restaurant: evening Papiermühle Erfurter Straße

9 Environment, absolute? The quality infrastructure of the planetary bou! The workshop is kindly supported and co-organized by:!

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