Processing Data from Satellite Remote Sensing

Objectives

  • Brief introduction to remote sensing
  • Obtaining NASA remote sensing data
  • MODIS
  • MODIStools package

Active Earth Observing Satellites (EOS) (as of 8/31/2015)

  • Total number of operating satellites: 1,305
  • Total Earth Observing Satellites (EOS): 333
    • United States: 34%
    • China: 21%
    • Japan 6.3%

From the Union of Concerned Scientists Satellite Database and Pixalytics Blog

Debris & Satellites in low Earth orbit

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Image courtesy of European Space Agency

NASA's Earth Observing System

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Passive Remote Sensing

Electromagnetic Radiation

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EarthData

EarthData.nasa.gov

Datasets, news, articles, information

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EarthData

EarthData.nasa.gov

Datasets, news, articles, information

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Moderate Resolution Imaging Spectroradiometer (MODIS)

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2 Satellites Terra launched in 1999, Aqua in 2002.

Technical Details: swath

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Viewing swath width of 2,330 km

Technical Details: spatial coverage

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Covers Earth every one to two days

Technical Details: spectral coverage

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36 spectral bands between 0.405 and 14.385 µm

Technical Details: spatial resolution

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3 spatial resolutions – 250m, 500m, and 1,000m

MODIS Data Processing

  • Tracking and Data Relay Satellite System in White Sands, New Mexico
  • EOS Data and Operations System @ Goddard Space Flight Center in Greenbelt, MD
  • MODIS Adaptive Processing System (MODAPS)
  • 3 DAACs for distribution

MODIS products (a subset...)

Atmosphere

  • Aerosol & Clouds
  • Total Precipitable Water

Cryosphere Products

  • Snow Cover
  • Sea Ice and Ice Surface Temperature

Ocean Products

  • Sea Surface Temperature
  • Sub-surface Chlorophyll-a Concentration
  • Particulate Carbon
  • Photosynthetically Available Radiation

Land Products

  • Surface Reflectance
  • Land Surface Temperature and Emissivity
  • Land Cover Products
  • Vegetation Index Products (NDVI and EVI)
  • Thermal Anomalies - Active Fires
  • Photosynthetically Active Radiation (FPAR) / Leaf Area Index (LAI)
  • Evapotranspiration
  • Primary Productivity
  • Vegetation Continuous Fields
  • Water Mask
  • Burned Area Product

Example product workflow

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MODIS Products used to generate vegetation indices. From the MOD13 Algorithm Theoretical Basis Document.

Data formats

Most NASA EOS data distributed as HDF files, which are very similar to netCDF.

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NetCDF / HDF

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Collection-Level Naming Conventsions

MODIS/Terra Surface Reflectance 8-Day L3 Global 500m SIN Grid V005

  • MODIS/Terra - Instrument/Sensor
  • Surface Reflectance - Geophysical Parameter
  • 8-Day - Temporal Resolution
  • L3 - Processing Level
  • Global - Global or Swath
  • 500m - Spatial Resolution
  • SIN Grid - Gridded or Not
  • V005 - Collection Version

MODIS Gridding system

Filename Conventions

MOD09A1.A2006001.h08v05.005.2006012234657.hdf

  • MOD09A1 - Product Short Name
  • .A2006001 - Julian Date of Acquisition (A-YYYYDDD)
  • .h08v05 - Tile Identifier (horizontalXXverticalYY)
  • .005 - Collection Version
  • .2006012234567 - Julian Date of Production (YYYYDDDHHMMSS)
  • .hdf - Data Format (HDF-EOS)

MODIS Temporal Resolution

  • Daily
  • 8-Day
  • 16-Day
  • Monthly
  • Quarterly
  • Yearly

MODIS Spatial Resolution

  • Bands 1–2 250-meter
  • Bands 3–7 500-meter
  • Bands 8–36 1000-meter

MODIS Data

Distributed Active Archive Centers (DAACs)

Accessing data

The Land Processes Distributed Active Archive Center has a nice “Data Discovery” Tool:

MODIS Products Table

Annual Land Cover Type Description

Detailed layer information

Data access links

Downloading: `http`/`ftp` access

or the LP DAAC2Disk Download Manager which builds a download script.

MODIS Reprojection Tool

MODIS Reprojection Tool: Subset & Reproject

MCD12Q1.A2012001.h12v04.051.2014288200441.hdf

MODIS Web Services

daacmodis.ornl.gov/cgi-bin/MODIS/GLBVIZ_1_Glb/modis_subset_order_global_col5.pl

  • Provide access to regional subsets (<100x100km)
  • Merge across tiles
  • Download full time series

MODIS Subset: Spatial

MODIS Subset: Variables

MODIS Subset: Temporal

Submit email and wait for results…

MODIS Subset: Results & Download

MODIS Subsets: API

Subsets of MODIS Land Products through Simple Object Access Protocol (SOAP).

MODISTools R package.

Presentation Credits

  • Images: NASA
  • Some contents from Steve Ackerman stevea@ssec.wisc.edu, Cooperative Institute for Meteorological Satellite Studies, University of Wisconsin-Madison