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National Aeronautics and Space Administration www.nasa.gov ARSET Applied Remote Sensing Training http://arset.gsfc.nasa.gov @NASAARSET Remote Sensing for Wildfire Applications Instructors: Cindy Schmidt and Amber McCullum Week 2

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Page 1: Remote Sensing for Wildfire Applications - ARSET · PDF fileRemote Sensing for Wildfire Applications ... local disaster events GeoGateway interface showing Napa earthquake interferogram

National Aeronautics and

Space Administration

www.nasa.gov

ARSETApplied Remote Sensing Traininghttp://arset.gsfc.nasa.gov

@NASAARSET

Remote Sensing for Wildfire Applications

Instructors: Cindy Schmidt and Amber McCullum

Week 2

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National Aeronautics and Space Administration Applied Remote Sensing Training Program 2

Course Structure

• One session per week on June 9, 16, 23, and 30, 2016

– 11 a.m. – 12 p.m. EDT (UTC-4)

– 6 p.m. – 7 p.m. EDT (UTC-4)

• Each session may include

– Presentation

– A homework assignment

• Q&A following each session or by email to Tim Stough

([email protected]) or Amita Mehta ([email protected])

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National Aeronautics and Space Administration Applied Remote Sensing Training Program 3

Course Material

Webinar presentations, exercises, homework assignments, and recordings

http://arset.gsfc.nasa.gov/disasters/webinars/disaster-overview-2016

Links will be available on the

ARSET course page

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National Aeronautics and Space Administration Applied Remote Sensing Training Program 4

Homework and Certificate

• Homework

– Answers to homework questions via Google form

– Available at http://arset/disasters/webinars/disaster-overview-2016

– Certificate of Completion

– Attend all 4 webinar sessions

– Complete all homework assignments

– Certificates will be emailed approximately 2 months after the course finishes by

Marines Martins ([email protected])

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National Aeronautics and Space Administration Applied Remote Sensing Training Program 5

Course Objectives

• Participants will become aware of

available NASA resources for

disaster management

• Participants will learn to access

remote sensing observations for

local disaster events

GeoGateway interface showing Napa earthquake interferogram with

Line of Sight profile across the main rupture.

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National Aeronautics and Space Administration Applied Remote Sensing Training Program 6

Course Outline

Week 1: Monitoring Earthquakes, and Tsunamis

Using NASA Remote Sensing and Models

Week 2: Overview of Remote Sensing for

Wildfire Applications

Week 3: Observation of Oil Spills Using Remote

Sensing Measurements

Week 4: Monitoring Storms, Flooding, and

Landslides Using Remote Sensing Observations

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National Aeronautics and Space Administration Applied Remote Sensing Training Program 7

• Global Wildfire Issues and

Management Questions

• Remote Sensing Wildfire Products

• Remote Sensing Wildfire Tools

Fort McMurray wildfire, May 24, 2016

Image acquired from the MODIS instrument on NASA’s Aqua satellite

Wildfire Agenda

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National Aeronautics and Space Administration Applied Remote Sensing Training Program 8

Wildfires: Global Critical Issues

• Loss of human life and property

• Air pollution

• Habitat loss

• Hydrological regime changes and increased

risk of landslides

• Increased frequency, duration, and severity

due to fire suppression methods and climate

change

www.epa.gov

www.nasa.gov

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National Aeronautics and Space Administration Applied Remote Sensing Training Program 9

Global Wildfire Management Questions

• What are the pre- and post-burn forest conditions?

• What are the social and economic aspects of wildfires?

• How are land use changes affecting fire regimes?

• How can remote sensing be used to improve fire response measures and

pre- and post-burn mitigation efforts?

– What are the tools managers can use to make these assessments?

http://www.voicechronicle.com

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Burn Severity Mapping

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National Aeronautics and Space Administration Applied Remote Sensing Training Program 11

Burn Severity MappingBurned Area Reflectance Classification

USDA Forest Service, Remote Sensing Applications Center, http://fsweb.rsac.fs.fed.us

SeverityImagery

2007 Black Pine 2 Fire, Idaho, USA

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National Aeronautics and Space Administration Applied Remote Sensing Training Program 12

Typical Spectral Signatures

USDA Forest Service, RSAC

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National Aeronautics and Space Administration Applied Remote Sensing Training Program 13

Healthy Vegetation vs. Burned Areas

USDA Forest Service, RSAC

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National Aeronautics and Space Administration Applied Remote Sensing Training Program 14

Healthy Vegetation vs. Burned Areas

USDA Forest Service, RSAC

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National Aeronautics and Space Administration Applied Remote Sensing Training Program 15

Data Processing

• An image processing method depends on which sensor is used…

Normalized Burn Ratio (NBR)

NBR = (NIR – SWIR) / (NIR + SWIR)

dNBR = Prefire NBR – Postfire NBR

Normalized Difference Vegetation Index (NDVI)

NDVI = (NIR – RED) / (NIR + RED)

dNDVI = Prefire NDVI – Postfire NDVI

Pre

fire

Po

stf

ire

Reflectance NBR or NDVI

dNBR or dNDVI BARC

Difference

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Remote Sensing Wildfire Products

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National Aeronautics and Space Administration Applied Remote Sensing Training Program 17

• Pre-Fire Mapping– Vegetation density and extent

– Soil moisture/drought severity

– Topography

• Active Fire Mapping– Total area currently burning

– Fire Radiative Power (FRP) using thermal bands

• Post-Fire Mapping– Total area burned

– Burn severity

– Post-fire vegetation regrowth (NDVI)

Above: A USGS

Landfire map.

Left: 2007 Black Pine

2 Fire, Idaho, U.S.

On the left: imagery,

right: severity. USDA

RSAC.

Products Derived from NASA Satellites for Wildfire Management

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National Aeronautics and Space Administration Applied Remote Sensing Training Program 18

• Landsat

– LANDFIRE

– Burn Severity Mapping

• MODIS

– Thermal Anomalies

– Burned Area

• VIIRS

– Active Fire Product

Remote Sensing Wildfire Products

Above: MODIS (Terra) shows fires around the world. NASA; Bottom Left: Image captured by

VIIRS (Suomi-NPP) of the Fort McMurray Fires May 16, 2016. NASA; Bottom Right: Mosaic of

the MODIS 500m burned area product. MODIS-FIRE/UMD.

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National Aeronautics and Space Administration Applied Remote Sensing Training Program 19

LANDFIRE

• Products: delivered at 30m spatial resolution

• Vegetation data layers using Landsat Imagery

from 1999-present

– Current and historic vegetation composition and

structure of the entire U.S.

Interagency Partnership Between USFS and USGS

• Fuel and fire regime data layers

– Fire behavior and fuel loading models for entire U.S. 1999-present

• Disturbance data

– Fuel, vegetation, natural, and prescribed disturbance by type and year. 1999-present

Landfire map. http://www.landfire.gov

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National Aeronautics and Space Administration Applied Remote Sensing Training Program 20

• Provides snapshots of active burning fires and burned areas

• The Active Fire product: actively burning locations on a daily basis at 1km resolution (additional 8 day and monthly products)

• Fire product: multiple attributes such as fire mask, fire pixel table, and maximum fire radiative power

• The Thermal Anomalies product: detects other thermal anomalies such as volcanic signatures

MODIS Land ProductsThermal Anomalies (MYD14A1)

Global Fire Map (Apr 1-10, 2014); NASA FIRMS/NASA LANCE

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National Aeronautics and Space Administration Applied Remote Sensing Training Program 21

• The combined Terra & Aqua MODIS

Burned Area product is a monthly,

gridded 500m product

• Detects approximate date of

burning

• More info: http://modis-fire.umd.edu

(Right) Example of the MODIS 500 m burned area product for sub equatorial Africa. The different colors indicate the approximate day of the burning detected between August and October in 2000. Image Credit: MODIS Fire Team

MODIS Land Products

Burned Area (MCD45A1)

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National Aeronautics and Space Administration Applied Remote Sensing Training Program 22

• The Visible Infrared Imaging Radiometer Suite (VIIRS) sensor– Launched Oct 28, 2011

• VIIRS active fire product released to the public: Oct 22, 2012

• Spatial Resolution: – 750m (M-band)

– 375m (I-band)

• Data is still preliminary and evaluation & calibration continue

• Current research: develop active fire product at 350m (I-band) Fort McMurray wildfire in Alberta, Canada, collected by the VIIRS

instrument on May 16, 2016.

VIIRS Active Fire Product

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Remote Sensing Wildfire Web Tools

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National Aeronautics and Space Administration Applied Remote Sensing Training Program 24

• Fire Information for Resource

Management System (FIRMS)

• VIIRS Active Fire Maps (CONUS

and Global)

• US Forest Service Active Fire

Mapping Program

• NASA Worldview

Clockwise from top left: FIRMS,

VIIRS Active Fire Maps, Worldview,

U.S. Forest Service Active Fire Map

Remote Sensing Wildfire Web-Tools

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National Aeronautics and Space Administration Applied Remote Sensing Training Program 25

• Delivers

– Global MODIS & VIIRS hotspots and fire

locations

– MODIS burned area images

• Historical data (more than 7 days)

using ‘Archive Download’ tool

• Available in various formats:

– Email alerts

– GIS-friendly format

– As visualization in Web Fire Mapper or

Worldview

Fire Information for Resource Management System (FIRMS)

http://earthdata.nasa.gov/earth-observation-data/near-real-time/firms

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National Aeronautics and Space Administration Applied Remote Sensing Training Program 26

• MODIS (1 km) and VIIRS (375 m)

• Download as Shapefile, KML,

WMS, Txt

• Available for the last 24, 48 hours

and 7 days

FIRMS

Downloading Active Fire Data

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National Aeronautics and Space Administration Applied Remote Sensing Training Program 27

• MODIS (1 km) and VIIRS (375 m)

• Download as Shapefile, KML,

WMS, Txt

• Available for the last 24, 48 hours

and 7 days

FIRMS

Downloading Active Fire Data

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National Aeronautics and Space Administration Applied Remote Sensing Training Program 28

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National Aeronautics and Space Administration Applied Remote Sensing Training Program 29

Fort McMurray Fire

June 7, 2016

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National Aeronautics and Space Administration Applied Remote Sensing Training Program 30

• MODIS (Collection 5) fire/hotspot

information older than the last 7

days

• Available as shapefiles or comma-

separated text files (.csv)

• Information must be requested

• Once processed, you will receive an

email with instructions on how to

download your data

FIRMS

Downloading Archived Fire Data

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National Aeronautics and Space Administration Applied Remote Sensing Training Program 31

• MODIS (Collection 5) fire/hotspot

information older than the last 7

days

• Available as shapefiles or comma-

separated text files (.csv)

• Information must be requested

• Once processed, you will receive an

email with instructions on how to

download your data

FIRMS

Downloading Archived Fire Data

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National Aeronautics and Space Administration Applied Remote Sensing Training Program 32

• MODIS (Collection 5) fire/hotspot

information older than the last 7

days

• Available as shapefiles or comma-

separated text files (.csv)

• Information must be requested

• Once processed, you will receive an

email with instructions on how to

download your data

FIRMS

Downloading Archived Fire Data

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National Aeronautics and Space Administration Applied Remote Sensing Training Program 33

FIRMSDownloading Archived Fire Data

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National Aeronautics and Space Administration Applied Remote Sensing Training Program 34

VIIRS Active Fire Maps

• CONUS Active Fire Map

– Can view active fire detections

– Can download VIIRS imagery (M-band and I-band)

• Available in GeoTIFF, ASCII and KMZ formats

• Global Active Fire Map

– Can view active and archived fire detections only

• Tutorial available for downloading VIIRS active fire

data

http://viirsfire.geog.umd.edu/pages/mapsData

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National Aeronautics and Space Administration Applied Remote Sensing Training Program 35

VIIRS Active Fire MapCONUS

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National Aeronautics and Space Administration Applied Remote Sensing Training Program 36

VIIRS Active Fire MapCONUS

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National Aeronautics and Space Administration Applied Remote Sensing Training Program 37

VIIRS Active Fire MapCONUS

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National Aeronautics and Space Administration Applied Remote Sensing Training Program 38

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National Aeronautics and Space Administration Applied Remote Sensing Training Program 39

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National Aeronautics and Space Administration Applied Remote Sensing Training Program 40

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National Aeronautics and Space Administration Applied Remote Sensing Training Program 41

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National Aeronautics and Space Administration Applied Remote Sensing Training Program 42

VIIRS Active Fire MapGlobal

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National Aeronautics and Space Administration Applied Remote Sensing Training Program 43

VIIRS Active Fire MapGlobal

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National Aeronautics and Space Administration Applied Remote Sensing Training Program 44

• Satellite detection and monitoring of wildfire

activity in CONUS, Alaska, Hawaii, and Canada

• Leverages NASA and NOAA assets:

– GOES, AVHRR, MODIS, VIIRS

• Provision of comprehensive, NRT data are

essential

• Facilitates decision support for strategic planning

and response for U.S. and Canadian fire

agencies

U.S. Forest Service Active Fire Mapping Program

http://activefiremaps.fs.fed.us

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National Aeronautics and Space Administration Applied Remote Sensing Training Program 45

U.S. Forest Service Active Fire Mapping Programhttp://activefiremaps.fs.fed.us/googleearth.php

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National Aeronautics and Space Administration Applied Remote Sensing Training Program 46

U.S. Forest Service Active Fire Mapping Programhttp://activefiremaps.fs.fed.us/googleearth.php

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National Aeronautics and Space Administration Applied Remote Sensing Training Program 47

U.S. Forest Service Active Fire Mapping Programhttp://activefiremaps.fs.fed.us/googleearth.php

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National Aeronautics and Space Administration Applied Remote Sensing Training Program 48

U.S. Forest Service Active Fire Mapping ProgramVisualizing VIIRS current fire activity in Google Earth

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National Aeronautics and Space Administration Applied Remote Sensing Training Program 49

NASA Worldviewhttps://earthdata.nasa.gov/labs/worldview

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Contacts

• ARSET Disaster

• ARSET Land Management and Wildfire Contacts

– Cynthia Schmidt: [email protected]

– Amber McCullum: [email protected]

• General ARSET Inquiries

– Ana Prados: [email protected]

• ARSET Website:

– http://arset.gsfc.nasa.gov/

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National Aeronautics and

Space Administration

www.nasa.gov

ARSETApplied Remote Sensing Traininghttp://arset.gsfc.nasa.gov

@NASAARSET

Thank You!

Next Week: Observing Oil Spills Using Remote Sensing

Measurements