40c8a94cc3cdd85c759c6f6b7862ddf3 data_a2019v4p96.pdf 6b8efbc671260f51a3e37d252c9daa6a0691cfb2 data_a2019v4p96.pdf 7cf09591f86091c094ebf8eb254306ce22069e18c16538f202cf88b0297fa55a data_a2019v4p96.pdf Title: A Portal Offering Standard Visualization and Analysis on top of an Open Data Cube for Sub-National Regions: The Catalan Data Cube Example Subject: The amount of data that Sentinel fleet is generating over a territory such as Catalonia makes it virtually impossible to manually download and organize as files. The Open Data Cube (ODC) offers a solution for storing big data products in an efficient way with a modest hardware and avoiding cloud expenses. The approach will still be useful up to the next decade. Yet, ODC requires a level of expertise that most people who could benefit from the information do not have. This paper presents a web map browser that gives access to the data and goes beyond a simple visualization by combining the OGC WMS standard with modern web browser capabilities to incorporate time series analytics. This paper shows how we have applied this tool to analyze the spatial distribution of the availability of Sentinel 2 data over Catalonia and revealing differences in the number of useful scenes depending on the geographical area that ranges from one or two images per month to more than one image per week. The paper also demonstrates the usefulness of the same approach in giving access to remote sensing information to a set of protected areas around Europe participating in the H2020 ECOPotential project. Keywords: Open Data Cube; Earth Observations; interoperability; visualization; Sentinel; Analysis Ready Data Author: Joan Maso, Alaitz Zabala, Ivette Serral and Xavier Pons Creator: LaTeX with hyperref package Producer: pdfTeX-1.40.18 CreationDate: Wed Jul 10 09:09:40 2019 CEST ModDate: Wed Jul 10 09:09:40 2019 CEST Tagged: no UserProperties: no Suspects: no Form: none JavaScript: no Pages: 17 Encrypted: no Page size: 595.276 x 841.89 pts (A4) Page rot: 0 File size: 12967954 bytes Optimized: no PDF version: 1.5 name type encoding emb sub uni object ID ------------------------------------ ----------------- ---------------- --- --- --- --------- AVEUZX+URWPalladioL-Ital Type 1 Custom yes yes no 90 0 IUQEET+URWPalladioL-Bold Type 1 Custom yes yes no 91 0 LZDGTK+Rpxb Type 1 Builtin yes yes no 92 0 HFFUMK+URWPalladioL-Roma Type 1 Custom yes yes no 93 0 YFHUPG+VnURWPalladioL Type 1 Custom yes yes no 94 0 HCMFVC+Rpxr Type 1 Builtin yes yes no 95 0 YFPZNW+TimesNewRomanPS-BoldItalicMT Type 1C 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HideWindowUI: false FitWindow: true CenterWindow: false DisplayDocTitle: false NonFullScreenPageMode: UseNone Direction: L2R ViewArea: CropBox ViewClip: CropBox PrintArea: CropBox PageClip: CropBox PageLayout: SinglePage PageMode: UseNone Outlines: Item: Title: ぉのぴひはつふっぴどはのぜ〴〩਼㰠⽓ 䝯呯 䐠⡳散瑩潮⸲ Item: Title: こっちぬどのでぜ〴ぜ〰いはぷのぜ〴ぜ〰ぴとづぜ〴ぜ〰いちぴちぜ〴ぜ〰ぃふぢづぜ〴ぜ〰ぴはぜ〴ぜ〰ちぜ〴ぜ〰がづぶづぬぜ〴ぜ〰はてぜ〴ぜ〰ちぜ〴ぜ〰ぐひはぶどのっづ〬ぜ〴ぜ〰げづでどはのぜ〴ぜ〰はひぜ〴ぜ〰ぐひはぴづっぴづつぜ〴ぜ〰ぁひづちぜ〴〩਼㰠⽓ 䝯呯 䐠⡳散瑩潮⸳ Item: Title: ぁつつどのでぜ〴ぜ〰ぅちびべぜ〴ぜ〰ちのつぜ〴ぜ〰ぉのぴづひはばづひちぢぬづぜ〴ぜ〰ざどびふちぬどぺちぴどはのぜ〴ぜ〰ぴはぜ〴ぜ〰ぴとづぜ〴ぜ〰いちぴちぜ〴ぜ〰ぃふぢづぜ〴〩਼㰠⽓ 䝯呯 䐠⡳散瑩潮⸴ Item: Title: ぅへばぬはひちぴはひべぜ〴ぜ〰ぁのちぬべびどびぜ〴ぜ〰はてぜ〴ぜ〰ごどねづぜ〴ぜ〰こづひどづびぜ〴ぜ〰はのぜ〴ぜ〰ぴとづぜ〴ぜ〰ぃちぴちぬはのどちぜ〴ぜ〰いちぴちぜ〴ぜ〰ぃふぢづぜ〴〩਼㰠⽓ 䝯呯 䐠⡳畢獥捴楯渮㐮ㄩ‾㸊⡜㌷㙜㌷㝜〰こふねねちひどぺどのでぜ〴ぜ〰こっづのづぜ〴ぜ〰ぁひづちぜ〴ぜ〰ちのつぜ〴ぜ〰ぃぬはふつぜ〴ぜ〰ぃはぶづひちでづぜ〴ぜ〰はてぜ〴ぜ〰ぅちっとぜ〴ぜ〰こっづのづぜ〴〩਼㰠⽓ 䝯呯 䐠⡳畢獥捴楯渮㐮㈩‾㸊⡜㌷㙜㌷㝜〰ぁのどねちぴどはのぜ〴ぜ〰はてぜ〴ぜ〰ぴとづぜ〴ぜ〰ごづねばはひちぬぜ〴ぜ〰ぅぶはぬふぴどはのぜ〴ぜ〰ちのつぜ〴ぜ〰ごづねばはひちぬぜ〴ぜ〰ぐひはてどぬづびぜ〴〩਼㰠⽓ 䝯呯 䐠⡳畢獥捴楯渮㐮㌩‾㸊⡜㌷㙜㌷㝜〰ごづねばはひちぬぜ〴ぜ〰こぴちぴどびぴどっびぜ〴〩਼㰠⽓ 䝯呯 䐠⡳畢獥捴楯渮㐮㐩‾㸊⡜㌷㙜㌷㝜〰ぃはぶづひちでづぜ〴ぜ〰ぅぶはぬふぴどはのぜ〴ぜ〰どのぜ〴ぜ〰ぃちぴちぬはのどちぜ〴ぜ〰ちぬはのでぜ〴ぜ〰うどひびぴぜ〴ぜ〰すづちひぜ〴ぜ〰はてぜ〴ぜ〰こづのぴどのづぬ〭〲ぜ〴ぜ〰ぁっぱふどびどぴどはのびぜ〴〩਼㰠⽓ 䝯呯 䐠⡳散瑩潮⸵ Children: Item: Title: こふねねちひどぺどのでぜ〴ぜ〰こっづのづぜ〴ぜ〰ぁひづちぜ〴ぜ〰ちのつぜ〴ぜ〰ぃぬはふつぜ〴ぜ〰ぃはぶづひちでづぜ〴ぜ〰はてぜ〴ぜ〰ぅちっとぜ〴ぜ〰こっづのづぜ〴〩਼㰠⽓ 䝯呯 䐠⡳畢獥捴楯渮㐮㈩‾㸊⡜㌷㙜㌷㝜〰ぁのどねちぴどはのぜ〴ぜ〰はてぜ〴ぜ〰ぴとづぜ〴ぜ〰ごづねばはひちぬぜ〴ぜ〰ぅぶはぬふぴどはのぜ〴ぜ〰ちのつぜ〴ぜ〰ごづねばはひちぬぜ〴ぜ〰ぐひはてどぬづびぜ〴〩਼㰠⽓ 䝯呯 䐠⡳畢獥捴楯渮㐮㌩‾㸊⡜㌷㙜㌷㝜〰ごづねばはひちぬぜ〴ぜ〰こぴちぴどびぴどっびぜ〴〩਼㰠⽓ 䝯呯 䐠⡳畢獥捴楯渮㐮㐩‾㸊⡜㌷㙜㌷㝜〰ぃはぶづひちでづぜ〴ぜ〰ぅぶはぬふぴどはのぜ〴ぜ〰どのぜ〴ぜ〰ぃちぴちぬはのどちぜ〴ぜ〰ちぬはのでぜ〴ぜ〰うどひびぴぜ〴ぜ〰すづちひぜ〴ぜ〰はてぜ〴ぜ〰こづのぴどのづぬ〭〲ぜ〴ぜ〰ぁっぱふどびどぴどはのびぜ〴〩਼㰠⽓ 䝯呯 䐠⡳散瑩潮⸵ Item: Title: ぁのどねちぴどはのぜ〴ぜ〰はてぜ〴ぜ〰ぴとづぜ〴ぜ〰ごづねばはひちぬぜ〴ぜ〰ぅぶはぬふぴどはのぜ〴ぜ〰ちのつぜ〴ぜ〰ごづねばはひちぬぜ〴ぜ〰ぐひはてどぬづびぜ〴〩਼㰠⽓ 䝯呯 䐠⡳畢獥捴楯渮㐮㌩‾㸊⡜㌷㙜㌷㝜〰ごづねばはひちぬぜ〴ぜ〰こぴちぴどびぴどっびぜ〴〩਼㰠⽓ 䝯呯 䐠⡳畢獥捴楯渮㐮㐩‾㸊⡜㌷㙜㌷㝜〰ぃはぶづひちでづぜ〴ぜ〰ぅぶはぬふぴどはのぜ〴ぜ〰どのぜ〴ぜ〰ぃちぴちぬはのどちぜ〴ぜ〰ちぬはのでぜ〴ぜ〰うどひびぴぜ〴ぜ〰すづちひぜ〴ぜ〰はてぜ〴ぜ〰こづのぴどのづぬ〭〲ぜ〴ぜ〰ぁっぱふどびどぴどはのびぜ〴〩਼㰠⽓ 䝯呯 䐠⡳散瑩潮⸵ Item: Title: ごづねばはひちぬぜ〴ぜ〰こぴちぴどびぴどっびぜ〴〩਼㰠⽓ 䝯呯 䐠⡳畢獥捴楯渮㐮㐩‾㸊⡜㌷㙜㌷㝜〰ぃはぶづひちでづぜ〴ぜ〰ぅぶはぬふぴどはのぜ〴ぜ〰どのぜ〴ぜ〰ぃちぴちぬはのどちぜ〴ぜ〰ちぬはのでぜ〴ぜ〰うどひびぴぜ〴ぜ〰すづちひぜ〴ぜ〰はてぜ〴ぜ〰こづのぴどのづぬ〭〲ぜ〴ぜ〰ぁっぱふどびどぴどはのびぜ〴〩਼㰠⽓ 䝯呯 䐠⡳散瑩潮⸵ Item: Title: ぃはぶづひちでづぜ〴ぜ〰ぅぶはぬふぴどはのぜ〴ぜ〰どのぜ〴ぜ〰ぃちぴちぬはのどちぜ〴ぜ〰ちぬはのでぜ〴ぜ〰うどひびぴぜ〴ぜ〰すづちひぜ〴ぜ〰はてぜ〴ぜ〰こづのぴどのづぬ〭〲ぜ〴ぜ〰ぁっぱふどびどぴどはのびぜ〴〩਼㰠⽓ 䝯呯 䐠⡳散瑩潮⸵ Item: Title: いどびっふびびどはのぜ〴ぜ〰ぜ〴㙜〰ぜ〴ぜ〰ぐづひびばづっぴどぶづびぜ〴〩਼㰠⽓ 䝯呯 䐠⡳畢獥捴楯渮㔮ㄩ‾㸊⡜㌷㙜㌷㝜〰ぃちのぜ〴ぜ〰しづぜ〴ぜ〰ぁばばぬべぜ〴ぜ〰ぴとづぜ〴ぜ〰きづぴとはつはぬはでべぜ〴ぜ〰ぴはぜ〴ぜ〰くぴとづひぜ〴ぜ〰げづでどはのび〿ぜ〴〩਼㰠⽓ 䝯呯 䐠⡳畢獥捴楯渮㔮㈩‾㸊⡜㌷㙜㌷㝜〰いはづびぜ〴ぜ〰ぴとづぜ〴ぜ〰ぐひづびづのぴづつぜ〴ぜ〰くばづのぜ〴ぜ〰いちぴちぜ〴ぜ〰ぃふぢづぜ〴ぜ〰ぁばばひはちっとぜ〴ぜ〰こっちぬづぜ〴ぜ〰ふば〿ぜ〴〩਼㰠⽓ 䝯呯 䐠⡳畢獥捴楯渮㔮㌩‾㸊⡜㌷㙜㌷㝜〰ぃちのぜ〴ぜ〰ぴとづぜ〴ぜ〰こっひづづのぜ〴ぜ〰あちびづつぜ〴ぜ〰ぁのちぬべぴどっびぜ〴ぜ〰あづぜ〴ぜ〰ごひちのびぬちぴづつぜ〴ぜ〰どのぴはぜ〴ぜ〰ちぜ〴ぜ〰うふぬぬぜ〴ぜ〰げづびはぬふぴどはのぜ〴ぜ〰ぁのちぬべぴどっび〿ぜ〴〩਼㰠⽓ 䝯呯 䐠⡳散瑩潮⸶ Children: Item: Title: ぃちのぜ〴ぜ〰しづぜ〴ぜ〰ぁばばぬべぜ〴ぜ〰ぴとづぜ〴ぜ〰きづぴとはつはぬはでべぜ〴ぜ〰ぴはぜ〴ぜ〰くぴとづひぜ〴ぜ〰げづでどはのび〿ぜ〴〩਼㰠⽓ 䝯呯 䐠⡳畢獥捴楯渮㔮㈩‾㸊⡜㌷㙜㌷㝜〰いはづびぜ〴ぜ〰ぴとづぜ〴ぜ〰ぐひづびづのぴづつぜ〴ぜ〰くばづのぜ〴ぜ〰いちぴちぜ〴ぜ〰ぃふぢづぜ〴ぜ〰ぁばばひはちっとぜ〴ぜ〰こっちぬづぜ〴ぜ〰ふば〿ぜ〴〩਼㰠⽓ 䝯呯 䐠⡳畢獥捴楯渮㔮㌩‾㸊⡜㌷㙜㌷㝜〰ぃちのぜ〴ぜ〰ぴとづぜ〴ぜ〰こっひづづのぜ〴ぜ〰あちびづつぜ〴ぜ〰ぁのちぬべぴどっびぜ〴ぜ〰あづぜ〴ぜ〰ごひちのびぬちぴづつぜ〴ぜ〰どのぴはぜ〴ぜ〰ちぜ〴ぜ〰うふぬぬぜ〴ぜ〰げづびはぬふぴどはのぜ〴ぜ〰ぁのちぬべぴどっび〿ぜ〴〩਼㰠⽓ 䝯呯 䐠⡳散瑩潮⸶ Item: Title: いはづびぜ〴ぜ〰ぴとづぜ〴ぜ〰ぐひづびづのぴづつぜ〴ぜ〰くばづのぜ〴ぜ〰いちぴちぜ〴ぜ〰ぃふぢづぜ〴ぜ〰ぁばばひはちっとぜ〴ぜ〰こっちぬづぜ〴ぜ〰ふば〿ぜ〴〩਼㰠⽓ 䝯呯 䐠⡳畢獥捴楯渮㔮㌩‾㸊⡜㌷㙜㌷㝜〰ぃちのぜ〴ぜ〰ぴとづぜ〴ぜ〰こっひづづのぜ〴ぜ〰あちびづつぜ〴ぜ〰ぁのちぬべぴどっびぜ〴ぜ〰あづぜ〴ぜ〰ごひちのびぬちぴづつぜ〴ぜ〰どのぴはぜ〴ぜ〰ちぜ〴ぜ〰うふぬぬぜ〴ぜ〰げづびはぬふぴどはのぜ〴ぜ〰ぁのちぬべぴどっび〿ぜ〴〩਼㰠⽓ 䝯呯 䐠⡳散瑩潮⸶ Item: Title: ぃちのぜ〴ぜ〰ぴとづぜ〴ぜ〰こっひづづのぜ〴ぜ〰あちびづつぜ〴ぜ〰ぁのちぬべぴどっびぜ〴ぜ〰あづぜ〴ぜ〰ごひちのびぬちぴづつぜ〴ぜ〰どのぴはぜ〴ぜ〰ちぜ〴ぜ〰うふぬぬぜ〴ぜ〰げづびはぬふぴどはのぜ〴ぜ〰ぁのちぬべぴどっび〿ぜ〴〩਼㰠⽓ 䝯呯 䐠⡳散瑩潮⸶ Item: Title: ぃはのっぬふびどはのびぜ〴〩਼㰠⽓ 䝯呯 䐠⡳散瑩潮⸶ Item: Title: げづてづひづのっづび Filters: FilterPipeline: FlateDecode Fonts: Type1: Font: BaseFont: VSHNAE+Rpcxr FontSubset: true FirstChar: 169 LastChar: 169 FontDescriptor: FontName: VSHNAE+Rpcxr Flags: Symbolic FontBBox: -212, -286, 1344, 973 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