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Robert Taylor
Mehdi Heris
Austin Troy, PhD
University of Colorado Denver
Presented at the Partners in Community Forestry Conference 2015
How Urban Tree Canopy Regulates Microclimate and Urban Heat
Islands: A Study from Denver and Baltimore
Why do we care about urban heat?
http://www.urban-climate-energy.com/urbanHeatIsland.htmEPA
How does land cover change impact urban
energy budget?
• Absorptivity, reflectivity, transmissivity, and
emissivity.
• Different surfaces absorb and reflect
different quantities in different wavelengths
of the spectrum. Impervious surface absorbs
lots of radiation in the short-wave portion
• Different surfaces shed heat (emissivity) at
different rates
• Building canyons can impede release of long-
wave energy to atmosphere
• Convective heat transfer
• Anthropogenic heat
• Less evapotranspiration (see next slide)
How do trees work with urban heat?
• Evapotranspiration: e.g. 40,000
GPY for large oak. ET cools air by
using heat from air to evaporate
water and can reduce temp.
Effects can be up to 9ºF
• Direct shade (we’ll get to this
later): in summer only 10-30% of
sun’s E reaches area below
• Higher emissivity and less stored
heat
impervious surface to canopy ratio
North Side
South Side
60 42 8 19 6.7 68 7 76 100
40.72 102 8% 19% 6.7% 68% 7% 0.76 -0.99
Colfax Corridor
Temperature
roof color canopy building area parking area
impervious
surfaces
vacant land
CanImp
index
compactness
index
39.46 107.0 12% 20% 0.8% 51% 1% 0.49 -0.90
40 38 12 20.0 1 51 1 50 90
North Side
South Side
Surface Temperature and Morphology
in Denver
Our project: Urban heat at two scales
http://thinkgreendegrees.com/wp-content/uploads/2012/08/urban-heat-island-comparison.gif
Research Questions
1. How does the heat island effect differ in a humid temperate city
(Baltimore) versus and semi-arid zone city (Denver)?
2. How does the spatial pattern of tree canopy mediate trees’
influence on the heat island effect and how does this effect vary
between Denver and Baltimore?
3. How can we calculate the amount of tree shade that directly hits
buildings and does the proportion of shaded building area vary
between Denver and Baltimore?
Question 1: Heat island in Denver
vs. Baltimore
Tree Canopy Comparison
Denver has 31.8 square km of tree canopy coverage Baltimore has 48.4 square km of tree canopy coverage
18
Surface Temperature: Baltimore
From ASTER Satellite
Surface Temperature: Denver
Nighttime August 2003 Daytime June 2012
Transect analysis
20
trend of building area (vertical axis), distance from center (horizontal axis), average
patch area radius of circles), and temperature (color)
21
trend of building area (vertical axis), distance from center (horizontal axis), average
patch area radius of circles), and temperature (color)
22
Transect analysis
x axis: distance from downtowns
23
24
Denver Baltimore
Why?
• In eastern city surrounded by natural forest, outskirts cool down
much quicker at night due to high emissivity relative to city
• In semi-arid location, trees are not endemic to outskirts, rather
urbanization results in MORE trees than would otherwise be there.
• The fact that urbanized areas tend to go along with trees means that
heat trapping effect of impervious area is largely offset by increase in
tree cover relative to surrounding prairie.
• Exceptions: downtown, where tons of building area relative to trees;
airport, where lots of impervious area
Question 2: Spatial patterns of
trees and urban heat mitigation
Average patch circularity
At 500 m scale:
• Circularity of patch
geometries
cirRatio = (math.pi * 4* area) / math.pow (perimeter,2)
27
Patch circularity(blue is low, red is high)
Patch edge/area ratio
At 500 m scale:
• Average edge/area ratio
28
Patch edge area ratio (blue is low, red is high)
Patch area/patch envelope ratio
At 500 m scale:
• Average patch area/patch envelope ratio
29
Patch area envelope ratio (blue is low, red is high)
Results of Correlations
30
Temperature
5th Jul 2014
Temperature
29th Jun
2012
Temperature
18th Jun 2005
(nighttime)
Temperature
24th Aug
2009
Patch density (number of patches) 0.64 0.57 0.05 0.17
Total patch area -0.39 -0.27 -0.30 0.02
Patch average area -0.28 -0.23 -0.11 -0.03
Patch length 0.39 0.41 -0.12 0.16
Patch circularity 0.38 0.31 0.10 0.12
Patch Length / area ratio 0.44 0.35 0.18 0.11
Patch Envelope Length / width
ratio
0.07 0.08 -0.12 0.08
Patch area to envelope area ratio -0.22 -0.14 -0.24 0.08
Moran's I 0.29 0.34 0.44 0.07
Temperature
5th Jul 2014
Temperature
29th Jun
2012
Temperature
18th Jun
2005
(nighttime)
Temperature
24th Aug
2009
Road area 0.13 0.17 -0.06 0.06
Water area -0.14 -0.25 0.25 -0.01
Grass area -0.04 0.06 -0.36 0.06
Parking area 0.77 0.63 0.31 0.15
Housing unit 2000 0.64 0.56 0.16 0.12
Housing unit 2010 0.64 0.56 0.17 0.12
Building area 0.82 0.71 0.21 0.16
Tree Canopy area -0.47 -0.27 -0.30 0.02
Patch area to
minimum bounding
envelope area ratio
-0.02 0.05 0.01 -0.05
Patch orientation 0.21 0.15 0.07 0.21
Minimum bounding
geometry length to
width ratio
0.02 0.01 0.02 0.02
Gray= Nighttime temperature
Yellow= Relatively high correlation values
Orange= Statistically insignificant correlations
Patch correlation trend analysis
Levelling off point around 5000 sq m. 31
we measured correlation of temperature and patch-length/area-ratio
when the patch average area increases
Results so far for Baltimore
• “Edginess” has less of an impact on increasing temperatures for small
patches than large patches of forest; influence increases until 5000 square
meter patch size
• Effects of tree canopy pattern when controlling for impervious/ built area
(R-squared ~ .78):
• Patch area decreases temp
• Patch density (means more, small patches) increases temp
• Patch length increases temp
• Patch circularity (associated more with individual crowns) increases temp
• Patch edge to area ratio increases temp
• Circularity and edge-area results may seem at odds, but they proxy
different things
32
Question 3: Quantifying tree
shade hitting buildings: Denver
vs. Baltimore
Analysis of shade based on LiDAR
6pm Shadow from Buildings & Canopy
34
35
Shade Effects – Solar Angle & Azimuth
Shade Effects – Integrated over time
9am
6am
12pm
3pm
6pm
Shade Effects – Isolated & CombinedTrees Buildings Trees & Buildings
3D Shade Approach: 8am
3D Shade Approach: 9am
Methods
1) Data Processing
2) Insolation
Calculations
3) Shade Calculations
4) Insolation-Shade
Integration
Data Processing
Insolation
Calculations
Shade
Calculations
Insolation-
Shade
Calculations
Data Processing
Statistical
Processing
Unclassified
LiDAR Data
Vector Data
DEM Buildings
DEM
Deciduous
DEM
Coniferous
DSM
Sun’s Position
Data
LAI
Solar Potential
Grid Roof
Surface
Shade Effect
Grid Surface
Solar Potential
Post-Shade
Effect
Aggregated
Shade Effect
per Apt. Unit
Resulting
Statistical
Relationships
1
2 3
4
5
41
Total Shade Comparison
0
100
200
300
400
500
600
ShadeArea[km^2]
Hours
Denver Shade
Area
Baltimore Shade
Area
Total Tree Shade : 4 hour interval (summed) * 3 days (June 15, July 15, August 15)
0
10
20
30
40
50
60
70
80
90
100
1 2 3 4 5 6 7 8 9 10 11 12
ShadeArea[km^2]
Hours
Denver Shade Area
Baltimore Shade Area
Roof-Tree Intersection Shade Comparison
Roof-Tree Intersection Shade : 4 hour interval (summed) * 3 days (June 15, July 15, August 15)
0
2
4
6
8
10
12
1 2 3 4 5 6 7 8 9 10 11 12
ShadeArea[km^2]
Hours
Denver Shade Area
Baltimore Shade Area
0
5
10
15
20
25
30
35
40
45
ShadeArea[km^2]
Hours
Denver Shade
Area
Baltimore Shade
Area
Conclusion and next steps
• Heat island effect is very different in eastern and western US
• Western cities surrounded by treeless lands tend to have more trees
relative to natural surroundings than do eastern cities
• Spatial pattern of tree canopy has a big impact on heat mitigation
• Tree shade varies between Denver and Baltimore: more overall tree
shade in Baltimore, but more tree shade hitting buildings in Denver
by far
• Next step: relate this to energy consumption data
Thanks to the Baltimore Ecosystem Study and the USDA Forest Service’s Northern Research Station and
Northeastern Area State and Private Forestry Program for their support of this research
Robert Taylor
Mehdi Heris
Austin Troy, PhD
University of Colorado Denver
Austin.troy@ucdenver.edu
Thanks! Questions?

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How Urban Tree Canopy Regulates Microclimate and Urban Heat Islands: A Study from Denver and Baltimore

  • 1. Robert Taylor Mehdi Heris Austin Troy, PhD University of Colorado Denver Presented at the Partners in Community Forestry Conference 2015 How Urban Tree Canopy Regulates Microclimate and Urban Heat Islands: A Study from Denver and Baltimore
  • 2. Why do we care about urban heat? http://www.urban-climate-energy.com/urbanHeatIsland.htmEPA
  • 3. How does land cover change impact urban energy budget? • Absorptivity, reflectivity, transmissivity, and emissivity. • Different surfaces absorb and reflect different quantities in different wavelengths of the spectrum. Impervious surface absorbs lots of radiation in the short-wave portion • Different surfaces shed heat (emissivity) at different rates • Building canyons can impede release of long- wave energy to atmosphere • Convective heat transfer • Anthropogenic heat • Less evapotranspiration (see next slide)
  • 4. How do trees work with urban heat? • Evapotranspiration: e.g. 40,000 GPY for large oak. ET cools air by using heat from air to evaporate water and can reduce temp. Effects can be up to 9ºF • Direct shade (we’ll get to this later): in summer only 10-30% of sun’s E reaches area below • Higher emissivity and less stored heat
  • 5.
  • 6.
  • 7.
  • 8. impervious surface to canopy ratio
  • 9.
  • 10.
  • 11.
  • 12. North Side South Side 60 42 8 19 6.7 68 7 76 100 40.72 102 8% 19% 6.7% 68% 7% 0.76 -0.99 Colfax Corridor Temperature roof color canopy building area parking area impervious surfaces vacant land CanImp index compactness index 39.46 107.0 12% 20% 0.8% 51% 1% 0.49 -0.90 40 38 12 20.0 1 51 1 50 90 North Side South Side Surface Temperature and Morphology in Denver
  • 13.
  • 14. Our project: Urban heat at two scales http://thinkgreendegrees.com/wp-content/uploads/2012/08/urban-heat-island-comparison.gif
  • 15. Research Questions 1. How does the heat island effect differ in a humid temperate city (Baltimore) versus and semi-arid zone city (Denver)? 2. How does the spatial pattern of tree canopy mediate trees’ influence on the heat island effect and how does this effect vary between Denver and Baltimore? 3. How can we calculate the amount of tree shade that directly hits buildings and does the proportion of shaded building area vary between Denver and Baltimore?
  • 16. Question 1: Heat island in Denver vs. Baltimore
  • 17. Tree Canopy Comparison Denver has 31.8 square km of tree canopy coverage Baltimore has 48.4 square km of tree canopy coverage
  • 19. Surface Temperature: Denver Nighttime August 2003 Daytime June 2012
  • 21. trend of building area (vertical axis), distance from center (horizontal axis), average patch area radius of circles), and temperature (color) 21
  • 22. trend of building area (vertical axis), distance from center (horizontal axis), average patch area radius of circles), and temperature (color) 22
  • 23. Transect analysis x axis: distance from downtowns 23
  • 25. Why? • In eastern city surrounded by natural forest, outskirts cool down much quicker at night due to high emissivity relative to city • In semi-arid location, trees are not endemic to outskirts, rather urbanization results in MORE trees than would otherwise be there. • The fact that urbanized areas tend to go along with trees means that heat trapping effect of impervious area is largely offset by increase in tree cover relative to surrounding prairie. • Exceptions: downtown, where tons of building area relative to trees; airport, where lots of impervious area
  • 26. Question 2: Spatial patterns of trees and urban heat mitigation
  • 27. Average patch circularity At 500 m scale: • Circularity of patch geometries cirRatio = (math.pi * 4* area) / math.pow (perimeter,2) 27 Patch circularity(blue is low, red is high)
  • 28. Patch edge/area ratio At 500 m scale: • Average edge/area ratio 28 Patch edge area ratio (blue is low, red is high)
  • 29. Patch area/patch envelope ratio At 500 m scale: • Average patch area/patch envelope ratio 29 Patch area envelope ratio (blue is low, red is high)
  • 30. Results of Correlations 30 Temperature 5th Jul 2014 Temperature 29th Jun 2012 Temperature 18th Jun 2005 (nighttime) Temperature 24th Aug 2009 Patch density (number of patches) 0.64 0.57 0.05 0.17 Total patch area -0.39 -0.27 -0.30 0.02 Patch average area -0.28 -0.23 -0.11 -0.03 Patch length 0.39 0.41 -0.12 0.16 Patch circularity 0.38 0.31 0.10 0.12 Patch Length / area ratio 0.44 0.35 0.18 0.11 Patch Envelope Length / width ratio 0.07 0.08 -0.12 0.08 Patch area to envelope area ratio -0.22 -0.14 -0.24 0.08 Moran's I 0.29 0.34 0.44 0.07 Temperature 5th Jul 2014 Temperature 29th Jun 2012 Temperature 18th Jun 2005 (nighttime) Temperature 24th Aug 2009 Road area 0.13 0.17 -0.06 0.06 Water area -0.14 -0.25 0.25 -0.01 Grass area -0.04 0.06 -0.36 0.06 Parking area 0.77 0.63 0.31 0.15 Housing unit 2000 0.64 0.56 0.16 0.12 Housing unit 2010 0.64 0.56 0.17 0.12 Building area 0.82 0.71 0.21 0.16 Tree Canopy area -0.47 -0.27 -0.30 0.02 Patch area to minimum bounding envelope area ratio -0.02 0.05 0.01 -0.05 Patch orientation 0.21 0.15 0.07 0.21 Minimum bounding geometry length to width ratio 0.02 0.01 0.02 0.02 Gray= Nighttime temperature Yellow= Relatively high correlation values Orange= Statistically insignificant correlations
  • 31. Patch correlation trend analysis Levelling off point around 5000 sq m. 31 we measured correlation of temperature and patch-length/area-ratio when the patch average area increases
  • 32. Results so far for Baltimore • “Edginess” has less of an impact on increasing temperatures for small patches than large patches of forest; influence increases until 5000 square meter patch size • Effects of tree canopy pattern when controlling for impervious/ built area (R-squared ~ .78): • Patch area decreases temp • Patch density (means more, small patches) increases temp • Patch length increases temp • Patch circularity (associated more with individual crowns) increases temp • Patch edge to area ratio increases temp • Circularity and edge-area results may seem at odds, but they proxy different things 32
  • 33. Question 3: Quantifying tree shade hitting buildings: Denver vs. Baltimore
  • 34. Analysis of shade based on LiDAR 6pm Shadow from Buildings & Canopy 34
  • 35. 35
  • 36. Shade Effects – Solar Angle & Azimuth
  • 37. Shade Effects – Integrated over time 9am 6am 12pm 3pm 6pm
  • 38. Shade Effects – Isolated & CombinedTrees Buildings Trees & Buildings
  • 41. Methods 1) Data Processing 2) Insolation Calculations 3) Shade Calculations 4) Insolation-Shade Integration Data Processing Insolation Calculations Shade Calculations Insolation- Shade Calculations Data Processing Statistical Processing Unclassified LiDAR Data Vector Data DEM Buildings DEM Deciduous DEM Coniferous DSM Sun’s Position Data LAI Solar Potential Grid Roof Surface Shade Effect Grid Surface Solar Potential Post-Shade Effect Aggregated Shade Effect per Apt. Unit Resulting Statistical Relationships 1 2 3 4 5 41
  • 42. Total Shade Comparison 0 100 200 300 400 500 600 ShadeArea[km^2] Hours Denver Shade Area Baltimore Shade Area Total Tree Shade : 4 hour interval (summed) * 3 days (June 15, July 15, August 15) 0 10 20 30 40 50 60 70 80 90 100 1 2 3 4 5 6 7 8 9 10 11 12 ShadeArea[km^2] Hours Denver Shade Area Baltimore Shade Area
  • 43. Roof-Tree Intersection Shade Comparison Roof-Tree Intersection Shade : 4 hour interval (summed) * 3 days (June 15, July 15, August 15) 0 2 4 6 8 10 12 1 2 3 4 5 6 7 8 9 10 11 12 ShadeArea[km^2] Hours Denver Shade Area Baltimore Shade Area 0 5 10 15 20 25 30 35 40 45 ShadeArea[km^2] Hours Denver Shade Area Baltimore Shade Area
  • 44. Conclusion and next steps • Heat island effect is very different in eastern and western US • Western cities surrounded by treeless lands tend to have more trees relative to natural surroundings than do eastern cities • Spatial pattern of tree canopy has a big impact on heat mitigation • Tree shade varies between Denver and Baltimore: more overall tree shade in Baltimore, but more tree shade hitting buildings in Denver by far • Next step: relate this to energy consumption data
  • 45. Thanks to the Baltimore Ecosystem Study and the USDA Forest Service’s Northern Research Station and Northeastern Area State and Private Forestry Program for their support of this research Robert Taylor Mehdi Heris Austin Troy, PhD University of Colorado Denver Austin.troy@ucdenver.edu Thanks! Questions?

Editor's Notes

  1. Canyons work in two ways: trap radiation through bouncing against surface. Second, canyons can channelize and intensify wind, increases convective heat loss. Canyon effect can mitigate, but bouncing effect increases it. Convective heat transfer: when object heats up, it exchanges heat through air movement. The more complex the objects, the less convective heat loss.
  2. Evaporative cooling. Technical: latent heat loss. Veg stores less heat. Has more water in it, so can store as latent heat.
  3. Note dotted lines. Surface temperature is more spatially variable than air temperature. Note heterogeneity of surface temps. Surface temperature is a proxy for air temperature.
  4. Blue in city due to vegetation
  5. Note the turquoise color so close to downtown
  6. Aster data. 5 Infra red thermal bands. Denver: used 4 scenes, Baltimore: 4 or 5. 2008-2014. Chose one day, based on best fit. 11 AM Denver. After noon Baltimore.
  7. Highways have highest heat storage capacity.
  8. Notice small variations can have significant impact on temperature.
  9. If can edit, move earlier. Units is square meters. Daytime temps. Butterfly patter, One wing is hot, high impervious low canopy areas. Other is mid impervious but high canopy. Seems like only need small amount of tree cover (1500) to get big temperature impact. This is Denver
  10. The canopied neighborhoods are cooler than prairie in daytime, because no shade in prairie. They are cooler than downtown in evening, because absorbed less heat.
  11. Patch area is vegetation
  12. In day the shaded neighborhoods are cooler than then outskirts In the night, the shaded neighborhoods are cooler than downtown. They are moderated.
  13. Each cell is 500x500. Change legend to patch circulatity
  14. Change legend to edge area ratio
  15. Change legend. This ratio refers to how much of envelope the shape fills. Things with low value are more complex and irregular shapes.
  16. These are for Baltimore One of the temperature values is for nighttime and is highlighted with gray color. Relatively high correlation values are highlighted with yellow color. Statistically insignificant correlations are highlighted with red color. Allnighttime correlations are significant. Note high patch density is high in day, low at night. Indicates more dispersed and discrete tree cover. All for Baltimore. Similar table for Denver not here. These are univariate correlations
  17. Green line is significant
  18. Circularity represents small individual trees. Circularity and edge/area ratio results are at odds with each other.
  19. Video of lidar scene from far to close to illustrate use of data points
  20. Change message on compact. Actually compact associated with more heat.