Foundation for Space Science, Technology and Applications Vanildes Ribeiro - System Analyst –...

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Foundation for Space Science, Technology and Applications Vanildes Ribeiro - System Analyst – FUNCATE - [email protected] Gilberto Queiroz – Researcher - INPE – [email protected] The Amazon Deforestation Monitoring System: A large environmental database developed on TerraLib and PostgreSQL

Transcript of Foundation for Space Science, Technology and Applications Vanildes Ribeiro - System Analyst –...

Page 1: Foundation for Space Science, Technology and Applications Vanildes Ribeiro - System Analyst – FUNCATE - vanildes@funcate.org.brvanildes@funcate.org.br.

Foundation for Space Science, Technology and Applications

Vanildes Ribeiro - System Analyst – FUNCATE - [email protected]

Gilberto Queiroz – Researcher - INPE – [email protected]

The Amazon Deforestation Monitoring System: A large environmental database developed

on TerraLib and PostgreSQL

Page 2: Foundation for Space Science, Technology and Applications Vanildes Ribeiro - System Analyst – FUNCATE - vanildes@funcate.org.brvanildes@funcate.org.br.

Non profit private foundation

Engaged on projects of spatial applied research and spatial technology transfer.

Founded in 1982 (25 years)

Technical agreements with Brazilian Research Partners

Mineral Technology Center

Brazilian Technology Institute Science

Aerospatial Technical Center

Brazilian Air Force

National Institute for Space Research

Foundation for Space Science, Technology and Applications

vanildes
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FUNCATE

Meteorology

Earth Science

Spatial Engineering

Multidisciplinary projects

Human resources allocation

Financial management of research projects

Foundation for Space Science, Technology and Applications

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Foundation for Space Science, Technology and Applications

Earth Sciences - ES

Digital Cartography Remote Sensing Geographic Information

Systems Information Technology Training

Project on Earth Sciences

Land Use and deforestation

Municipal administration Environmental evaluation Corporate GIS Web based GIS

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The Amazon rainforest monitoring system of the PRODES project.

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Goals

To produce deforestation maps of the Brazilian Amazon.

To calculate the annual deforestation rate

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Brazil uses remote sensing satellite data to monitor deforestation in the Brazilian Amazon biome, which covers an area of 4,7 million square kilometers.

 Every year a deforestation map and a yearly deforestation rate, are produced and disseminated through the Internet.

The monitoring requires that a complete coverage of satellite images, with 20 to 30 meters resolution, to be acquired, automatically processed and analyzed by technicians.

Background

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Background

Amazon deforestation in 2003 mapped by PRODES

Increasing Deforestation in Amazon

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Background

• PRODES was initiated at the end of the 80's using analogical interpretation process.

•     In the following years deforestation mapping evolved to a fully digital procedure using SPRING. Deforestation mapping demanded 229 independent databases, each one covering one LANDSAT 5 satellite image, creating an environment of complex management.

•     The complexity would increase with the use of images from other satellites (CBERS, LANDSAT, DMC), which are needed to guarantee data availability under a satellite operational breakdown.

•     TerraAmazon was developed to simplify deforestation mapping in this scenario with the advantage of delivering faster results.

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Technologies Multiplatform LINUX or Windows machines.

  Developed using C++ and the graphical widget toolkit QT.

  Database server running on PostgreSQL version 8.2, on a LINUX Server.

  Developed based on TerraLib open source technology (www.terralib.org).

  Web site running on TerraLib PHP extension and TerraLib OGC WMS server.

 Repository of image processing algorithms SPRING

www.dpi.inpe.br/spring

TerraLib implements methods for image and vector data processing and analysis.

TerraPHP extends PHP to access TerraLib for web applications.

SPRING implements a variety algorithms for images and vector data processing.

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Methodology

TerraAmazon manages all operations using a unique corporate database in a distributed and concurrent environment.

Cells were created by partitioning the project extents using a 0.25 degrees grid.

 Each interpreter can lock one or more cells to process using a long transactions schema.

Image processing tools are used to automatically extract deforestation polygons and include: TIFF format image import, georeferencing using control points, enhancement and color composition, mixture model, segmentation, and classification.

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Methodology

Georeferencing

Image IN

Import Image

Reference Image

Control points

Corrected Image

Auditing

Auditing OK?

Mixture Model

Segmentation

Soil ImageShade Image or

Agregado ( accumulated

deforestation + no forest + hydrography)

Interpretation and Edition

Dissemination

Auditing ok?

Approved Image

Clouds Classification

Several clouds?

Auditing

Classified Image

Raster2Vector

Vectors

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Methodology

RAW

SPR GRID

ESRI ASCII GRID

GeoTIFF

JPEG

Georeferencing

Import Image

Mixture Model

Interpretation and Edition

Dissemination

Classification

Segmentation

Auditing

Import Image

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Methodology

Interpolators:

Near Neighborhood

Bilinear

Bicubic

• Interactive

interfaces

• Equalization

functions

Georeferencing

Import Image

Mixture Model

Interpretation and Edition

Dissemination

Classification

Segmentation

Auditing

Georeferencing

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Methodology

Soil Image

Vegetation Image

Shade Image

Georeferencing

Import Image

Mixture Model

Interpretation and Edition

Dissemination

Classification

Segmentation

Auditing

Mixture Model

Original Image

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Methodology

Input Soil Image

Output Vectors

Georeferencing

Import Image

Mixture Model

Interpretation and Edition

Dissemination

Classification

Segmentation

Auditing

Segmentation

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Georeferencing

Import Image

Mixture Model

Interpretation and Edition

Dissemination

Classification

Segmentation

Auditing

Classification

Methodology

K-means

classification

Input Image

Input Image and Output Clouds

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CLIP CLOUDS BY CELL

Methodology

Georeferencing

Import Image

Mixture Model

Interpretation and Edition

Dissemination

Classification

Segmentation

Auditing

Classification

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MethodologyStarting edition:

• Defining the scene (satellite,path,row and date);• Creating a Task;

Georeferencing

Import Image

Mixture Model

Interpretation and Edition

Dissemination

Classification

Segmentation

Auditing

I nterpretation and Edition

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MethodologyInterpreter has to “check-in” cells to

work.

Georeferencing

Import Image

Mixture Model

Interpretation and Edition

Dissemination

Classification

Segmentation

Auditing

I nterpretation and Edition

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Unified database Multi-userConcurrent use

Red cells are blocked and green cells are enable to this user

Methodology

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Methodology

Drawing a polygon

Georeferencing

Import Image

Mixture Model

Interpretation and Edition

Dissemination

Classification

Segmentation

Auditing

I nterpretation and Edition

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Methodology

Classifying the deforestation polygon

Georeferencing

Import Image

Mixture Model

Interpretation and Edition

Dissemination

Classification

Segmentation

Auditing

I nterpretation and Edition

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Methodology

deforestation defined

Georeferencing

Import Image

Mixture Model

Interpretation and Edition

Dissemination

Classification

Segmentation

Auditing

I nterpretation and Edition

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Methodology

Georeferencing

Import Image

Mixture Model

Interpretation and Edition

Dissemination

Classification

Segmentation

Auditing

I nterpretation and Edition

Demonstration...

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Methodology

Use same edition tools of

interpretation;

Rejected areas are returned to

interpreter;

Usually short corrections are made;

Auditor is specialist in remote

sensing;

Check inconsistency and report to

coordinator;

Georeferencing

Import Image

Mixture Model

Interpretation and Edition

Dissemination

Classification

Segmentation

AuditingAuditing

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Results

Final Map Classes:

Georeferencing

Import Image

Mixture Model

Interpretation and Edition

Dissemination

Classification

Segmentation

Auditing

Dissemination

ForestDeforestarionCloudsNo ForestHydrography

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ResultsFinal Calculated Areas (km²):

Georeferencing

Import Image

Mixture Model

Interpretation and Edition

Dissemination

Classification

Segmentation

Auditing

Dissemination

DeforestationForest

Clouds

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Results

Georeferencing

Import Image

Mixture Model

Interpretation and Edition

Dissemination

Classification

Segmentation

Auditing

Dissemination

Historical Series

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Results

Management tools: Task Control

Georeferencing

Import Image

Mixture Model

Interpretation and Edition

Dissemination

Classification

Segmentation

Auditing

Dissemination

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Results

Deforestation map of 2005 - 2006

Georeferencing

Import Image

Mixture Model

Interpretation and Edition

Dissemination

Classification

Segmentation

Auditing

Dissemination

Page 32: Foundation for Space Science, Technology and Applications Vanildes Ribeiro - System Analyst – FUNCATE - vanildes@funcate.org.brvanildes@funcate.org.br.

LANDSAT - TM

CBERS - CCD

DMC

Multi-satellites were used to map deforestation in 2005 to minimize cloud coverage impacts.

Figures

221 CBERS images, 223 LANDSAT images and 18 DMC images were used to map deforestation for the 2004-2005 period.

70 CBERS images and 211 LANDSAT images were used for the 2005-2006 period.

Page 33: Foundation for Space Science, Technology and Applications Vanildes Ribeiro - System Analyst – FUNCATE - vanildes@funcate.org.brvanildes@funcate.org.br.

Figures

Up to 20 concurrent users accessed the system during the interpretation phase in 2006.

These users added 213,693 new deforestation polygons and 595,575 new cloud polygons.

Currently the database stores 2,380,880 polygons of different categories

The most complex polygon has 69,925 vertices, with the average number of vertices in a polygon being 59. The average number of holes per polygon is 7.

The volume of data stored in the database is 237 gigabytes.     .

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WebSites

Deforestation database: http://www3.funcate.org..br/prodes2

TerraAmazon: http://www.dpi.inpe.br/terraamazon

Page 35: Foundation for Space Science, Technology and Applications Vanildes Ribeiro - System Analyst – FUNCATE - vanildes@funcate.org.brvanildes@funcate.org.br.

Managers:Ubirajara FreitasVanildes Ribeiro

TerraAmazon Developers:Mário PetinattiEric Abreu

Tools Developers:Rui Mauricio Frederico BedeHilton Medeiros

Team

Web Developers:André Carvalho

Paulo Gazeta

Documentation:Cristhiane SantosIsabele Anunciação

Page 36: Foundation for Space Science, Technology and Applications Vanildes Ribeiro - System Analyst – FUNCATE - vanildes@funcate.org.brvanildes@funcate.org.br.

Thank you!

TerraAmazon is distributed

under a LGPL License.