Stevens Institute of Technology

Amaury Gutiérrez

Disasters

“. . . a situation in which the population of one or more State entities suffers several damages from the impact of a natural or man–made disaster calamity, resulting in loss of life, infrastructure or environment, in a way that disrupts the social structure and disturbs the essential activities of society, affecting livelihoods.”

Natural Disasters

  • Floods
  • Drought
  • Cyclones
  • Landslides
  • Earthquakes
  • Volcanic eruptions

Conflicts

  • Refugee and internal displaced person mapping
  • Conflict damage assessment
  • World Heritage Sites

Earthquakes

  • Unpredictable
  • High Impact
  • Costly and Slow Damage Assessment

Damage Assesment

 

  • Collapsed Buildings

Haiti Port-au-Prince

Problems

  • Resource Allocation
  • Quantify Economic Impact
  • Decision Making
  • Fast Response

Satellite Imagery

Multiespectral

  • Blue, 450-515..520 nm
  • Green, 515..520-590..600 nm
  • Red, 600..630-680..690 nm
  • Near infrared, 750-900 nm
  • Mid-infrared, 1550-1750 nm
  • Far-infrared, 2080-2350 nm
  • Thermal infrared, 10400-12500 nm

Multiespectral

Change Detection

Change Detection

Change Detection

Landcover Classification

Landcover Classification

Drone Imagery

Building Detection

Building Detection

Building Detection

Deep Convolutional Neural Networks 

Online Tools

Public Data Mexico

Ramo 23 (years 2014, 2015)

  • id
  • clave_presupuestaria
  • fondo
  • fondo_short
  • fondo_id
  • nombre_entidad
  • nombre_municipio
  • proyecto
  • clave_entidad
  • clave_municipio
  • monto
  • ciclo
  • clave_localidad
  • nombre_localidad

References

Maria Vakalopoulou, Konstantinos Karantzalos, Nikos Komodakis, Nikos Paragios. Building detection in very high resolution multispectral data with deep learning features. Geoscience and Remote Sensing Symposium (IGARSS), 2015 IEEE International, Jul 2015, Milan, Italy. pp.1873-1876, 2015

Canty M. J. 2010. Image Analysis, Classification and Change Detection in Remote
Sensing, With Algorithms for ENVI/IDL, Second edition. Taylor & Francis, CRC Press.

https://arset.gsfc.nasa.gov/sites/default/files/disasters/GDACS/GDACS%20Satellite%20Mapping%20Coordination%20System.pdf

http://www.hacienda.gob.mx/EGRESOS/PEF/ppef/ppef_09/temas/expo_motivos/23rg.pdf

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By Amaury Gutiérrez

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