Remote Sensing the Urban Heat Island Effect

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    Remote Sensing the Urban Heat Island Effect - Presentation Transcript

    1. Remote Sensing of the Urban Heat Island Effect Christopher S Martin [email_address]
    2. Definition
      • An Urban Heat Island (UHI) is a condition in which the Land Surface and Air Temperatures around a Metropolitan area are significantly greater then the surrounding area.
      • 3 Layers
        • Surface Layer
        • Canopy Layer
        • Boundary Layer
    3. Causes
      • Primary
        • Construction Materials
          • Significantly different properties then found in rural areas
        • Lack of Plants
          • Green leafy plants reflect more heat then they absorb
          • Transmission reduces the amount of thermal energy that reaches the surface
    4. Causes cont’d
      • Secondary
        • “Urban Canyon”
          • Geometry of urban settlements provide multiple surfaces for refection and absorption
          • Blocks cooling via convection
        • Anthropogenic
          • Waste Heat from energy production, consumption
    5.  
    6. Remote Sensing Instruments
      • ASTER
        • Advanced Spaceborne Thermal Emission and Reflection Radiometer
        • Imaging device on the TERRA satellite
      • ETM+
        • Enhanced Thematic Mapper
        • Sensor platform on the LANDSAT satellite
    7. Data
      • Thermal Infrared Band
      • Actual bands vary based on the platform
        • ASTER
          • Bands 10-14, 8.125-11.65 μ m
          • Spatial Resolution of 90m x 90m
        • LANDSAT
          • Band 6, 10.4-12.5 μ m
          • Spatial Resolution of 60m x 60m
    8. Temperature Calculation
      • Land Surface Temperature
        • Is Not the only portion of an UHI
        • IS the only portion that can be measured via satellite
      • Procedure
        • Calibration
        • Convert to BT
        • Calculate LST
    9. Procedure
      • Calibration
        • L=0.0370588·DN+3.2
      • BT Calculation
        • BT = K 2 /{ln[(K 1 /L) + 1]}
      • LST Calculation
        • T s = BT/{1+[(λ ⋅BT/ρ)⋅lnε]}
    10. Separation of Sources
      • Calculated LST contains heat generated from 2 sources:
        • Radiation
        • Anthropogenic Sources
      • This is difficult
        • Kato and Yamaguchi (2005) developed a new method
    11. Separation of Sources cont’d
      • R n =G+LE+H vs R n +A=G+LE+H
      • Estimate the values of each term above
        • In particular, G varies based on material
        • Lots of complex math
        • Includes meteorological data
        • Ultimately end up with H, total value of heat flux
      • H as =H−H n
        • H n is heat from radiant heat flux, i.e. “natural causes”
    12. UHI - Vegetation Relationship
      • The amount of green vegetation in an area directly affects UHI
        • More green = less heat
      • How to quantify this?
        • 3 methods for measuring
    13. NDVI
      • Normalized Difference Vegetation Index
      • A numerical indicator that can be used to assess whether the target being observed contains live green vegetation.
      • NDVI = (NIR - RED)/(NIR + RED)
    14. Vegetation Fraction
      • vegetation fraction derived from a spectral mixture model
      • Uses LSMA to determine if a pixel contains vegetation
        • Works at the sub-pixel level
      • The jury is still out
        • Some indication that is may be more accurate then NDVI
    15. LAI
      • Leaf Area Index
        • Not always a result of remote sensing
        • Two field measurement methods
          • destructive harvesting of leaves within a vertical column passing upward through the entire tree canopy
          • collection of leaf litterfall
      • Can be calculated from NDVI measurement
    16. Other Methods
      • Handheld Temperature Sensors
      • Aerial Temperature Measurement
    17. Mitigation
      • More Trees!
      • High Albedo building materials
        • External surfaces designed to reflect thermal radiation rather then absorb it
    18. Questions?
    19. Sources
      • http://www. citeulike . org/user/csm

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