an integrated open source set of tools for urban...
TRANSCRIPT
T L C
& R SL a b
Telecommunications and Remote Sensing Lab. Dept. ECBE, Univ. of Pavia
AN INTEGRATED, OPEN-SOURCE SET OF
TOOLS FOR URBAN RISK MONITORING
USING EARTH OBSERVATION DATA IN A
CONTEXT OF CULTURAL HERITAGE
PRESERVATION
Daniele De Vecchi, Mostapha Harb, Daniel Aurelio Galeazzo, Fabio Dell’Acqua
Department of Industrial and Information Engineering, University of Pavia, Pavia, Italy
Aerospace Section, EUCENTRE Foundation, Pavia, Italy
Contact: [email protected]
T L C
& R SL a b
Telecommunications and Remote Sensing Lab. Dept. ECBE, Univ. of Pavia
INTRODUCTION
T L C
& R SL a b
Telecommunications and Remote Sensing Lab. Dept. ECBE, Univ. of Pavia
Cultural Heritage sites are subjected to
various types of risk…
T L C
& R SL a b
Telecommunications and Remote Sensing Lab. Dept. ECBE, Univ. of Pavia
NATURAL DISASTERS
Risk of
natural
disasters
T L C
& R SL a b
Telecommunications and Remote Sensing Lab. Dept. ECBE, Univ. of Pavia
POLLUTION
Effect of
pollution on
cultural
heritage
T L C
& R SL a b
Telecommunications and Remote Sensing Lab. Dept. ECBE, Univ. of Pavia
URBAN SPRAWLING
Urban
expansion is one of
the most
demandingactivities in terms of
natural
resources
T L C
& R SL a b
Telecommunications and Remote Sensing Lab. Dept. ECBE, Univ. of Pavia
In the context of risk monitoring..
T L C
& R SL a b
Telecommunications and Remote Sensing Lab. Dept. ECBE, Univ. of Pavia
EXPOSURE PROXIES
Medium Resolution High Resolution
Unsupervised built-up area Building footprints
Age of built-up area
(evolution in time)Building height
Building regularity
Building alignment
Building density
Roof type
T L C
& R SL a b
Telecommunications and Remote Sensing Lab. Dept. ECBE, Univ. of Pavia
EARTH OBSERVATION TOOLS
T L C
& R SL a b
Telecommunications and Remote Sensing Lab. Dept. ECBE, Univ. of Pavia
EARTH OBSERVATION TOOLS
Earth Observation
Tools
Image Processing
GIS tools
Vulnerability-oriented
T L C
& R SL a b
Telecommunications and Remote Sensing Lab. Dept. ECBE, Univ. of Pavia
EARTH OBSERVATION TOOLS
QGIS plugin - User interface
Workflows - Scripts
Preprocessing Conversion Segmentation Classification Features Multi PostGISSecondary indicators
T L C
& R SL a b
Telecommunications and Remote Sensing Lab. Dept. ECBE, Univ. of Pavia
Workflows - Scripts
github.com/SENSUM-project/sensum_rs ldt.unipv.it/sensum-docs/lib.html
python "C:/Users/Daniele/scripts/stacksatellite.py" "F:/Sensum_xp/IZR/Built_up" "Edison" "5" --restrict_to_city "F:/Sensum_xp/DLR_validation/IZR/Built_up/sensum_TK_utm.shp" --pca_ob_method --segmentation_parameters 5 5 50 1
EARTH OBSERVATION TOOLS
T L C
& R SL a b
Telecommunications and Remote Sensing Lab. Dept. ECBE, Univ. of Pavia
EARTH OBSERVATION TOOLS
QGIS plugin
github.com/SENSUM-project/sensum_rs_qgis
plugins.qgis.org/plugins/sensum_eo_tools/ ldt.unipv.it/sensum-docs/
T L C
& R SL a b
Telecommunications and Remote Sensing Lab. Dept. ECBE, Univ. of Pavia
ESA G-POD INTEGRATION
T L C
& R SL a b
Telecommunications and Remote Sensing Lab. Dept. ECBE, Univ. of Pavia
ISTANBUL TEST CASE
T L C
& R SL a b
Telecommunications and Remote Sensing Lab. Dept. ECBE, Univ. of Pavia
ISTANBUL TEST CASE
> 14 Million people (2014)
Extension of 5,342 km2
Close to North Anatolian fault
T L C
& R SL a b
Telecommunications and Remote Sensing Lab. Dept. ECBE, Univ. of Pavia
ISTANBUL TEST CASE
Areas under threat
Natural
disasters
Population
pressure
Industrial
pollution
Uncontrolled
expansion
T L C
& R SL a b
Telecommunications and Remote Sensing Lab. Dept. ECBE, Univ. of Pavia
ISTANBUL TEST CASE
Historic areas of Istanbul
T L C
& R SL a b
Telecommunications and Remote Sensing Lab. Dept. ECBE, Univ. of Pavia
WORKFLOW
Download from USGS repository
1984 - 2014
Stack satellite algorithm
Dissimilarity-based
Unsupervised change
detection algorithm
T L C
& R SL a b
Telecommunications and Remote Sensing Lab. Dept. ECBE, Univ. of Pavia
RESULTS
T L C
& R SL a b
Telecommunications and Remote Sensing Lab. Dept. ECBE, Univ. of Pavia
CAN I TRY IT?
T L C
& R SL a b
Telecommunications and Remote Sensing Lab. Dept. ECBE, Univ. of Pavia
CONCLUSION
T L C
& R SL a b
Telecommunications and Remote Sensing Lab. Dept. ECBE, Univ. of Pavia
CONCLUSION
Set of tools to extract exposure-relatedinformation
Track the expansion in time
FOSS
Early warning against threats to
heritage area from urban expansion
T L C
& R SL a b
Telecommunications and Remote Sensing Lab. Dept. ECBE, Univ. of Pavia
http://www.sensum-project.eu/ http://www.rasor-project.eu/http://marsite.eu/