Big Data im Bereich der Erdbeobachtung. Christian Briese
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1 Big Data im Bereich der Erdbebachtung Christian Briese
2 Big Data im Bereich der Erdbebachtung Mtivatin New Sensrs New Platfrms Enrmus amunt f earth bservatin (EO) data We need a new way t handle and prcess Big EO Data FFG: IKT der Zukunft - Daten und Mehr, 22. Oktber
3 Sensrs Frm accurate single bservatins t dense sampling f the bject resp. landscape Sensrs pushed t the physical limit: Digital Cameras Laser scanners (LiDAR) Radar Sensrs Ech Sunders FFG: IKT der Zukunft - Daten und Mehr, 22. Oktber
4 Sensr Platfrms Static Tripd Kinematik Mbile Air-brne Satellite-brne riegl.cm riegl.cm Manual r autmatic cntrl Sentinel-1 (ESA) Manned r unmanned (e.g. UAV) Smart Picture s measurement tls Image Credit: Smart Picture FFG: IKT der Zukunft - Daten und Mehr, 22. Oktber
5 EO at a glbal scale based n satellite data Based n ASAR Images Sabel, D., Z. Bartalis, W. Wagner, M. Dubkva, J.-P. Klein (2012) Develpment f a Glbal Backscatter Mdel in supprt t the Sentinel-1 missin design, Remte Sensing f Envirnment, 120, FFG: IKT der Zukunft - Daten und Mehr, 22. Oktber
6 ESA: Develpment f the space sensr fleets FFG: IKT der Zukunft - Daten und Mehr, 22. Oktber
7 Overview f the Sentinel Satellites Surce: ESA, FFG: IKT der Zukunft - Daten und Mehr, 22. Oktber
8 Timeline: Sentinel Satellites Surce: ESA, FFG: IKT der Zukunft - Daten und Mehr, 22. Oktber
9 Traditinal Apprach Des nt Wrk fr Sentinel-1 Sentinel-1 Interfermetric Wide swath (IW) mde One satellite, ver landmasses (IW, 15 minutes duty cycle per rbit) SLC data acquisitins nly 3,75 minutes during each duty cycle Data-vlume estimates (Single Plarizatin, raw frmat, excl. anntatin) Prduct Type Data rate [MB/s] Data acq. per rbit Data vlume per rbit Data vlume per day Data vlume per year Data vlume 7.5 years Data vlume 20 years IW L1 SLC min 28.7 GB GB TB 1.1 PB 3.1 PB IW L1 GRD-HR min 29.2 GB GB TB 1.2 PB 3.1 PB IW L1 GRD-MR min 4.7 GB 68.2 GB 25.0 TB TB TB IW L1 BRW min 6.3 MB 92.0 MB 33.6 GB GB GB Ttal GB GB TB 2.5 PB 6.7 PB ~ 3 days ~ 6 days Cmparable in size t the cmplete ASAR data vlume Average Revisit time fr tw Sentinel-1 satellites ESA FFG: IKT der Zukunft - Daten und Mehr, 22. Oktber
10 New Paradigm in EO Data Prcessing is Needed Main reasns Data vlume and data transfer rates Increasing cmplexity f algrithms with increasing reslutin Higher scientific standards Slutins Algrithms must be validated with big data sets and cmpeting algrithms Algrithms ensembles needed Bring sftware t data Cperatin & specialisatin IT Slutins exists Tls fr cllabratin Virtualisatin Parallelisatin Clud Cmputing Big Data Challenge is t change the behaviur f peple & rganisatins! Open-mindedness, willingness t share, transparency, and participatry decisin making are prbably crucial if ne wants t succeed FFG: IKT der Zukunft - Daten und Mehr, 22. Oktber
11 Ggle Earth Engine FFG: IKT der Zukunft - Daten und Mehr, 22. Oktber
12 Big EO Science University f Maryland led study t map glbal frest lss and gain frm 2000 t 2012 at a spatial reslutin f 30 meters grwing seasn Landsat 7 ETM+ images pixels Hansen et al. (2013) High-reslutin glbal maps f 21st-century frest cver change, Science, 342, FFG: IKT der Zukunft - Daten und Mehr, 22. Oktber
13 Earth Observatin Data Centre (EODC) A bttm-up initiative with tp-dwn guidance First prpsed by an Austrian EO expert grup but with a strng internatinal rientatin frm the very beginning Tw feasibility studies supprted by the Austrian Aernautics and Space Agency (FFG-ALR) and ESA Cperatin mdel was develped starting frm the example f an existing cperatin between public and private partners fr pen surce develpments Adapted t ur gals and needs Strngly shaped by legal cnsideratins Eurpean and natinal regulatins n state aid, public prcurement law, Anti trust law, persnnel law Key challenges Build the trust that everybdy will benefit frm the cperatin Obtain financial cmmitments frm cperatin partners FFG: IKT der Zukunft - Daten und Mehr, 22. Oktber
14 EODC Kperatinspartner FFG: IKT der Zukunft - Daten und Mehr, 22. Oktber
15 EODC Services Cmmunity-Building Services Cmmunicatin platfrms Develpment f standards Prject management Supprt f Cmmunities Data Services Acquisitin Distributin Archiving Near-real-time services Satellite raw data Gedata Mdel frecasts Sftware Services Licence management Sftware develpment Sale f cmmercial sftware User supprt Platfrm Services Scientific platfrms Develpment platfrms Prcessing f Big Data Clud-based web applicatins Visualisatins User-tailred Apps FFG: IKT der Zukunft - Daten und Mehr, 22. Oktber
16 FFG: IKT der Zukunft - Daten und Mehr, 22. Oktber
17 time Re-engineering f SAR Prcessing Line fr S-1 x y Open surce cde Fast parallel prcessing Optimized data frmatting Fast access in time and spatial dmain Efficient data archiving FFG: IKT der Zukunft - Daten und Mehr, 22. Oktber
18 Summary EODC represents a new mdel f cperatin in earth bservatin EODC is still in develpment Opening and start f peratins planned fr 2015 Big EO data can be an integral part f general Big Data activities and there is rm fr cperatin beynd different fields Interested in mre infrmatin and/r future cperatin? Send me an ! christian.briese@edc.eu FFG: IKT der Zukunft - Daten und Mehr, 22. Oktber
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