The Future of Geospatial Big Data Giovanni Marchisio, Ph.D., Director Product Development
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1 The Future of Geospatial Big Data Giovanni Marchisio, Ph.D., Director Product Development Nuclear Power Plant, Doel, Belgium December 10, 2011 WorldView-2
2 Why Geospatial Big Data? We Are the Innovators of Our Industry Geospatial Big Data is the next Frontier! DigitalGlobe Proprietary. (C) DigitalGlobe. All right reserved.
3 DigitalGlobe s global infrastructure provides realtime coverage of over 45% of Earth s land surface Secure data center that processes over 1 billion km 2 of imagery annually and disseminates over multiple networks to thousands of downstream users. 12 Remote Ground Terminals globally with real-time coverage of over 45% of Earth s land surface Secure, 24/7 mission operations center that flies a 6-satellite constellation and supports secure interfaces with US Government DigitalGlobe Proprietary and Confidential 3
4 DigitalGlobe high performance satellite capacity can address many global missions simultaneously Target Areas Recoverage Rate Applied Capacity Global Land Use Group Percent Land Area Group Area (sqkm) Group Percent Image Ops Image Window Annual Area (sqkm) Annual Capacity Urban Areas 1.50% 2,224, % 52 Year 115,674,000 7% LOC Corridors 3.00% 4,449, % 52 Year 231,348,000 15% Arable Land 13.13% 19,471,790 50% 40 Season 778,871,600 48% Permanent Crops 4.71% 6,984,930 50% 40 Season 279,397,200 17% Permanent Pastures 26.00% 38,558, % 2 Year 77,116,000 5% Forests 32.00% 47,456, % 2 Year 94,912,000 6% Other (e.g., barren) 9.95% 14,755, % 1 Year 14,755,850 1% Antarctica 9.71% 14,399, % 1 Summer 14,399,930 1% Total Land Area > % 148,300,000 1,606,474,580 DigitalGlobe Proprietary and Confidential 4
5 What is Geospatial Big Data TM? It is a living digital inventory of the surface of the earth: every structure, vehicle, road, tree, rock, field and patch of dirt It is enabled by DigitalGlobe sability to collect over 1 billion km2 of high resolution satellite imagery every year. It is possible because we can convert this imagery automatically and at scale into searchable, analytics ready information layers. It enables us to answer two kinds of questions: - Show me there tell me everything we know about a particular place; and - Show me where tell me where I need to pay attention. DigitalGlobe Proprietary. (C) DigitalGlobe. All right reserved.
6 How do we compare with other Big Data silos? ~100 Archive Size (Petabytes) 63 ~3 ~3 Facebook Images/Video DigitalGlobe Imagery Netflix Video Walmart Customer Data Sources: Facebook IPO Prospectus, May 2012; Bloomberg, May 2013; SAS, 2012 DigitalGlobe Proprietary. (C) DigitalGlobe. All right reserved.
7 Our Vision: to provide a living digital inventory of everything on the surface of the planet FUSION WITH NON-IMAGE DATA MACHINE LEARNING & CROWDSOURCING + + MODELS & KNOWLEDGE BASES Global A Priory Knowledge Local Hi-res Multitemporal Measurements Local Hi-res Knowledge Global Augmented Knowledge DigitalGlobe Proprietary. (C) DigitalGlobe. All right reserved.
8 We can process and see the world every day Last 24 Hours 8
9 We can process and see the world every day Last 7 Days 9
10 We can process and see the world every day Last 1 Month 10
11 We can process and see the world every day Last 6 Months 11
12 DigitalGlobe Proprietary. (C) DigitalGlobe. All right reserved.
13 Examples of GBD Layers Base Layers Surface Reflectance Country Scale Orthomosaics 3D Terrain Data Very High Resolution LULC Maps Agricultural: field boundaries Agricultural: crop identification Agricultural: crop monitoring Agricultural: crop rotation Forestry: forest acreage determination Forestry: tree species differentiation Geology Maps Objects and Facilities Detection Car, plane, containers counts Parking Lot identification Oil tank detection and measurements Quantifying Human Presence Built-up extent Building footprints Building centroids and areas Population density estimates Village boundaries with population counts Detection of building patterns: slums Detection of new construction Detection of building improvements Disaster and Crisis Management Damaged houses Burned houses Flooded houses Debris fields Downed trees Plane wreckage DigitalGlobe Proprietary. (C) DigitalGlobe. All right reserved.
14 Monitor crop rotation
15 Monitor crop rotation 15
16 Monitor factory output 16
17 Monitor factory output 17
18 Monitor factory output 18
19 Identify new construction and new buildings 12/18/
20 Identify new construction and new buildings 09/30/
21 Identify new construction and new buildings New Construction 10/6/
22 Identify new construction and new buildings New Construction 7/11/
23 Identify man-made structures 23
24 Mapping Unchartered Territory in Africa PopCount 125 PopStd 14 PopCount 267 PopStd 31 DigitalGlobe Proprietary. (C) DigitalGlobe. All right reserved.
25 Producing High-res Res Population Density Estimates DigitalGlobe Proprietary. (C) DigitalGlobe. All right reserved.
26 DigitalGlobe Population Density Estimates DigitalGlobe s WV2 (50m cells) DigitalGlobe Proprietary. (C) DigitalGlobe. All right reserved.
27 Producing High-res Res Population Density Estimates DigitalGlobe Proprietary. (C) DigitalGlobe. All right reserved.
28 Population Density Estimates Available Today LandScan (1Km cells) DigitalGlobe Proprietary. (C) DigitalGlobe. All right reserved.
29 But.machine learning is hard Use Humans and Machines! Imagery Automated Processing Crowd CrowdRank TM Expert Analysis Key features Reliability Algorithm 29
30 How might we quickly analyze this image?
31 We could have a human analyst examine it
32 Two analysts would make the job go faster
33 Many analysts would speed it even more
34 Our CrowdRank Technology Develops the Consensus of the Crowd
35 Turning This Image
36 Into This Damage Map, In an Hour
37 which can be searched and analyzed to form useful information Destroyed Property Value = $1.95M
38 MH 370: World s largest crowdsourcing project?
39 Media Frenzy Drives Traffic to DigitalGlobe HTTP Requests per Minute
40 Some impressive statistics CROWD 8 MILLION GUEST USER ACCOUNTS MAPS VIEWED 775 IMAGERY ANALYZED MILLION MAP VIEWS 250 IMAGE STRIPS ANALYZED BY THE CROWD NEW ADDRESSES 911 THOUSAND S CAPTURED@ TAGS SERVER LOAD 14 MILLION TAGS PLACED 500 THOUSAND HTTP REQUESTS PER SECOND
41 Conclusion Through a combination of computer vision, machine learning, crowdsourcing, DigitalGlobe has begun turning large volumes of raw very high resolution imagery into actionable knowledge scaling to state and country sized regions. These dynamically evolving Geospatial Big Data TM layers enable the information and insight applications that will make us, by 2020, the indispensable source of information about our changing planet. DigitalGlobe Proprietary. (C) DigitalGlobe. All right reserved. DigitalGlobe Proprietary and Business Confidential
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