Remote Sensing of the Urban Heat Island Effect Christopher S Martin [email_address]
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
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
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
 
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
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
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
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]}
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
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”
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
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)
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
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
Other Methods Handheld Temperature Sensors Aerial Temperature Measurement
Mitigation More Trees! High Albedo building materials External surfaces designed to reflect thermal radiation rather then absorb it
Questions?
Sources http://www. citeulike . org/user/csm

Remote Sensing the Urban Heat Island Effect

  • 1.
    Remote Sensing ofthe Urban Heat Island Effect Christopher S Martin [email_address]
  • 2.
    Definition An UrbanHeat 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 ConstructionMaterials 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 InstrumentsASTER 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 InfraredBand 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 LandSurface 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+3.2BT Calculation BT = K 2 /{ln[(K 1 /L) + 1]} LST Calculation T s = BT/{1+[(λ ⋅BT/ρ)⋅lnε]}
  • 10.
    Separation of SourcesCalculated LST contains heat generated from 2 sources: Radiation Anthropogenic Sources This is difficult Kato and Yamaguchi (2005) developed a new method
  • 11.
    Separation of Sourcescont’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 - VegetationRelationship 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 DifferenceVegetation 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 vegetationfraction 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 AreaIndex 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 HandheldTemperature Sensors Aerial Temperature Measurement
  • 17.
    Mitigation More Trees!High Albedo building materials External surfaces designed to reflect thermal radiation rather then absorb it
  • 18.
  • 19.