Pierre Tandeo Initiallement par John Puentes (Telecom Bretagne) Processing legacy data 26 Novembre 2013, Ifremer, Brest
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1 Pierre Tande Initiallement par Jhn Puentes (Telecm Bretagne) Prcessing legacy data 26 Nvembre 13, Ifremer, Brest
2 Intrductin Classical Appraches Cnclusins Pertinence f prcessing legacy data Applicatin t the SST IFREMER Brest Cnference n Big Data P. Tande (1), J. Puentes (1), B. Chaprn (2), E. Autret (2), R. Fablet (1) and R. garell (1) pierre.tande@telecm-bretagne.eu (1) Lab-STICC, Telecm Bretagne (2) LOS, IFREMER 26 th f Nvember 13 pierre.tande@telecm-bretagne.eu (1) Lab-STICC, BigTelecm Data - Applicatin Bretagne (2) tlos, the SST IFREMER 26 th f Nvember 13 1/ 12
3 Spatial ceangraphy Intrductin Classical Appraches Cnclusins Cntext Issues years f satellite data: di erent sensrs varius physical variables large missing data Currently: nly <% used reslutin increases Figure: Sea surface wind, clur and temperature pierre.tande@telecm-bretagne.eu (1) Lab-STICC, BigTelecm Data - Applicatin Bretagne (2) tlos, the SST IFREMER 26 th f Nvember 13 2/ 12
4 Intrductin Classical Appraches Cnclusins Cntext Issues Sea Surface Temperature (SST) Name Descriptin Spatial reslutin Tempral reslutin AMSRE Micrwave 25 km 24 h SEVIRI Infrared km 1h METOP Infrared 5km 12 h Figure: Di erent satellite sensrs t measure SST ( 2G/day) pierre.tande@telecm-bretagne.eu (1) Lab-STICC, BigTelecm Data - Applicatin Bretagne (2) tlos, the SST IFREMER 26 th f Nvember 13 3/ 12
5 Gal & Issues Intrductin Classical Appraches Cnclusins Cntext Issues Gal: Uses: Issues: reduce infrmatin synthetic/realistic GCM input cean circulatin thers (e.g., eclgy, climate) blend di erent data? interplate missing data? use histrical data? Figure: Synthetic SST field (1) Lab-STICC, BigTelecm Data - Applicatin Bretagne (2) tlos, the SST IFREMER 26 th f Nvember 13 4/ 12
6 Cmpute statistics Intrductin Classical Appraches Cnclusins Use histrical data Spati-tempral interplatin Results First rder: glbal mean climatlgy Secnd rder: tempral cvariance spatial cvariance Figure: SST climatlgy (1) Lab-STICC, BigTelecm Data - Applicatin Bretagne (2) tlos, the SST IFREMER 26 th f Nvember 13 5/ 12
7 Cmpute statistics Intrductin Classical Appraches Cnclusins Use histrical data Spati-tempral interplatin Results First rder: glbal mean climatlgy Secnd rder: tempral cvariance spatial cvariance Crrelatin t (day) Figure: Tempral crrelatins pierre.tande@telecm-bretagne.eu (1) Lab-STICC, BigTelecm Data - Applicatin Bretagne (2) tlos, the SST IFREMER 26 th f Nvember 13 5/ 12
8 Cmpute statistics Intrductin Classical Appraches Cnclusins Use histrical data Spati-tempral interplatin Results First rder: glbal mean climatlgy Secnd rder: tempral cvariance spatial cvariance y (km) φ L min 0.25 L max Variance (K 2 ) x (km) 0 Figure: Anistrpic spatial varigrams pierre.tande@telecm-bretagne.eu (1) Lab-STICC, BigTelecm Data - Applicatin Bretagne (2) tlos, the SST IFREMER 26 th f Nvember 13 5/ 12
9 Intrductin Classical Appraches Cnclusins Use histrical data Spati-tempral interplatin Results Relevant t stre data with large missing values? Kalman filtering: spati-tempral cvariances di erent reslutins (5 km, km, 25 km) Case f study: highly dynamical regin year 08 Di erent experiments: missing data rates frm % t % Figure: Zne f study the Argentinian casts pierre.tande@telecm-bretagne.eu (1) Lab-STICC, BigTelecm Data - Applicatin Bretagne (2) tlos, the SST IFREMER 26 th f Nvember 13 6/ 12
10 Intrductin Classical Appraches Cnclusins Use histrical data Spati-tempral interplatin Results Missing data rate changes % % 49 S 49 S % 49 S S S 21 S S S 51 S S 52 S S 55 W 54 W 53W S W S W 56 W 55 W 54 W 53W 13 52W 49 S 56 W 49 S 55 W 54 W 53W 52W S S S 21 S S 51 S S SST (Â C) 18 SST (Â C) S SST (Â C) S S SST (Â C) 51 S 19 SST (Â C) SST (Â C) S 53 S W 54 W 53W 52W 53 S W 56 W 55 W 54 W 53W 52W 56 W pierre.tande@telecm-bretagne.eu (1) Lab-STICC, BigTelecm Data - Applicatin Bretagne (2) tlos, the SST IFREMER 55 W 54 W 53W 52W 26th f Nvember 13 7/ 12
11 Intrductin Classical Appraches Cnclusins Missing data rate changes Use histrical data Spati-tempral interplatin Results RMSE LR (25 km) MR (15 km) HR (5 km) % NaN Figure: RMSE as a functin f missing values pierre.tande@telecm-bretagne.eu (1) Lab-STICC, BigTelecm Data - Applicatin Bretagne (2) tlos, the SST IFREMER 26 th f Nvember 13 8/ 12
12 Issues Intrductin Classical Appraches Cnclusins Cnclusins Perspectives Histrical data: large database varius reslutins/variables nly <% used Questin: hw t use all the infrmatin? Future data: high spatial reslutin high strage cst Questins: stre everything? criteria t select relevant data? pierre.tande@telecm-bretagne.eu (1) Lab-STICC, BigTelecm Data - Applicatin Bretagne (2) tlos, the SST IFREMER 26 th f Nvember 13 9/ 12
13 Intrductin Classical Appraches Cnclusins Cnclusins Perspectives Use histrical data 0 Find similar features: patch-based apprach distance between images prject n reduced bases Prblems: # 0 physical meaning? realistic interplatin? tempral cnsistency? # 0 Figure: Inpainting methd pierre.tande@telecm-bretagne.eu (1) Lab-STICC, BigTelecm Data - Applicatin Bretagne (2) tlos, the SST IFREMER 26th f Nvember 13 / 12
14 Use histrical data Intrductin Classical Appraches Cnclusins Cnclusins Perspectives Learn relatinships between: lw reslutin data high reslutin data # Methds: dwnscaling learn cntur statistics Figure: Super reslutin methd pierre.tande@telecm-bretagne.eu (1) Lab-STICC, BigTelecm Data - Applicatin Bretagne (2) tlos, the SST IFREMER 26 th f Nvember 13 11/ 12
15 Intrductin Classical Appraches Cnclusins Cnclusins Perspectives Use histrical data Learn relatinships between: 32 S 15 C 36 S S di erent variables using latent variables 44 S E 24 E 36E 5 48 E E S 1 36 S Meters Recent prjects: 0.5 S 0 ANR EMOCEAN: IFREMER Telecm Bretagne Ocean Data Lab OUC (China) Nephelae platfrm: IFREMER / CERSAT data access cmputing pwer S E 24 E 36 E 48 E 0.5 E # 32 S 36 S S 44 S 24 E 12 E 36E 48 E E Figure: Synergy between SST and SSH pierre.tande@telecm-bretagne.eu (1) Lab-STICC, BigTelecm Data - Applicatin Bretagne (2) tlos, the SST IFREMER 26th f Nvember 13 12/ 12
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