SlideShare ist ein Scribd-Unternehmen logo
1 von 45
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 9ÂşF
• 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?

Weitere ähnliche Inhalte

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

witte daken
witte dakenwitte daken
witte dakensacha1974
 
Energy efficiency by cool roofs
Energy efficiency by cool roofsEnergy efficiency by cool roofs
Energy efficiency by cool roofshardik6373
 
Solar shading in future buildings - BRE Event
Solar shading in future buildings - BRE EventSolar shading in future buildings - BRE Event
Solar shading in future buildings - BRE EventSnigdha Jain
 
MA Thesis Presentation
MA Thesis PresentationMA Thesis Presentation
MA Thesis Presentationbcmitche
 
Detecting and Parameterizing Wildfire Induced Land-surface Changes for Earth ...
Detecting and Parameterizing Wildfire Induced Land-surface Changes for Earth ...Detecting and Parameterizing Wildfire Induced Land-surface Changes for Earth ...
Detecting and Parameterizing Wildfire Induced Land-surface Changes for Earth ...National Institute of Food and Agriculture
 
Cool to Live: Addressing overheating
Cool to Live: Addressing overheatingCool to Live: Addressing overheating
Cool to Live: Addressing overheatingStephanie Gauthier
 
Global Warming - 25% From Heat Pollution & Paris Accord Issues
Global Warming - 25% From Heat Pollution & Paris Accord IssuesGlobal Warming - 25% From Heat Pollution & Paris Accord Issues
Global Warming - 25% From Heat Pollution & Paris Accord IssuesAlec Feinberg
 
Kush Defense
Kush DefenseKush Defense
Kush Defensekbhusal
 
Climatic analysis of a built form
Climatic analysis of a built formClimatic analysis of a built form
Climatic analysis of a built formSyed Mohammad Tamzid
 
Dendroclimatology
DendroclimatologyDendroclimatology
Dendroclimatologynelsen15c
 
Cosmic rays and clouds: using open science to clear the confusion
Cosmic rays and clouds: using open science to clear the confusionCosmic rays and clouds: using open science to clear the confusion
Cosmic rays and clouds: using open science to clear the confusionBenjamin Laken
 
Dendroclimatology
DendroclimatologyDendroclimatology
Dendroclimatologynelsen15c
 
Forced climate signals with explainable AI and large ensembles
Forced climate signals with explainable AI and large ensemblesForced climate signals with explainable AI and large ensembles
Forced climate signals with explainable AI and large ensemblesZachary Labe
 
20201202_Passive Design Principles.pdf
20201202_Passive Design Principles.pdf20201202_Passive Design Principles.pdf
20201202_Passive Design Principles.pdfYudhaPracastinoHesto
 
Thermal performance analysis of opaque facades for the different thickness
Thermal performance analysis of opaque facades for the different thicknessThermal performance analysis of opaque facades for the different thickness
Thermal performance analysis of opaque facades for the different thicknesseSAT Publishing House
 
GBF2014 - James Voogt - Climate Change & Cities
GBF2014 - James Voogt - Climate Change & CitiesGBF2014 - James Voogt - Climate Change & Cities
GBF2014 - James Voogt - Climate Change & CitiesToronto 2030 District
 

Ähnlich wie How Urban Tree Canopy Regulates Microclimate and Urban Heat Islands: A Study from Denver and Baltimore (20)

witte daken
witte dakenwitte daken
witte daken
 
Energy efficiency by cool roofs
Energy efficiency by cool roofsEnergy efficiency by cool roofs
Energy efficiency by cool roofs
 
Solar shading in future buildings - BRE Event
Solar shading in future buildings - BRE EventSolar shading in future buildings - BRE Event
Solar shading in future buildings - BRE Event
 
Thesis Defense Amir
Thesis Defense AmirThesis Defense Amir
Thesis Defense Amir
 
MA Thesis Presentation
MA Thesis PresentationMA Thesis Presentation
MA Thesis Presentation
 
Detecting and Parameterizing Wildfire Induced Land-surface Changes for Earth ...
Detecting and Parameterizing Wildfire Induced Land-surface Changes for Earth ...Detecting and Parameterizing Wildfire Induced Land-surface Changes for Earth ...
Detecting and Parameterizing Wildfire Induced Land-surface Changes for Earth ...
 
Radiant Barriers
Radiant Barriers Radiant Barriers
Radiant Barriers
 
presentation 2
presentation 2presentation 2
presentation 2
 
Cool to Live: Addressing overheating
Cool to Live: Addressing overheatingCool to Live: Addressing overheating
Cool to Live: Addressing overheating
 
Global Warming - 25% From Heat Pollution & Paris Accord Issues
Global Warming - 25% From Heat Pollution & Paris Accord IssuesGlobal Warming - 25% From Heat Pollution & Paris Accord Issues
Global Warming - 25% From Heat Pollution & Paris Accord Issues
 
Kush Defense
Kush DefenseKush Defense
Kush Defense
 
Climatic analysis of a built form
Climatic analysis of a built formClimatic analysis of a built form
Climatic analysis of a built form
 
Dendroclimatology
DendroclimatologyDendroclimatology
Dendroclimatology
 
Cosmic rays and clouds: using open science to clear the confusion
Cosmic rays and clouds: using open science to clear the confusionCosmic rays and clouds: using open science to clear the confusion
Cosmic rays and clouds: using open science to clear the confusion
 
Study On Greenery OED
Study On Greenery OEDStudy On Greenery OED
Study On Greenery OED
 
Dendroclimatology
DendroclimatologyDendroclimatology
Dendroclimatology
 
Forced climate signals with explainable AI and large ensembles
Forced climate signals with explainable AI and large ensemblesForced climate signals with explainable AI and large ensembles
Forced climate signals with explainable AI and large ensembles
 
20201202_Passive Design Principles.pdf
20201202_Passive Design Principles.pdf20201202_Passive Design Principles.pdf
20201202_Passive Design Principles.pdf
 
Thermal performance analysis of opaque facades for the different thickness
Thermal performance analysis of opaque facades for the different thicknessThermal performance analysis of opaque facades for the different thickness
Thermal performance analysis of opaque facades for the different thickness
 
GBF2014 - James Voogt - Climate Change & Cities
GBF2014 - James Voogt - Climate Change & CitiesGBF2014 - James Voogt - Climate Change & Cities
GBF2014 - James Voogt - Climate Change & Cities
 

Mehr von Arbor Day Foundation

From tree Inventories to Free Beer: Broadening Community Involvemnt in Urban ...
From tree Inventories to Free Beer: Broadening Community Involvemnt in Urban ...From tree Inventories to Free Beer: Broadening Community Involvemnt in Urban ...
From tree Inventories to Free Beer: Broadening Community Involvemnt in Urban ...Arbor Day Foundation
 
Community Tree Risk Assessment: What's Missing in Your Management Plan?
Community Tree Risk Assessment: What's Missing in Your Management Plan?Community Tree Risk Assessment: What's Missing in Your Management Plan?
Community Tree Risk Assessment: What's Missing in Your Management Plan?Arbor Day Foundation
 
The Economics of Urban Greening for Human Health
The Economics of Urban Greening for Human HealthThe Economics of Urban Greening for Human Health
The Economics of Urban Greening for Human HealthArbor Day Foundation
 
Landscape Performance Tools to Make the Case
Landscape Performance Tools to Make the CaseLandscape Performance Tools to Make the Case
Landscape Performance Tools to Make the CaseArbor Day Foundation
 
Arborists Wanted: Growing the Talent Pipeline
Arborists Wanted: Growing the Talent PipelineArborists Wanted: Growing the Talent Pipeline
Arborists Wanted: Growing the Talent PipelineArbor Day Foundation
 
USDA Research, Education, and Economics
USDA Research, Education, and EconomicsUSDA Research, Education, and Economics
USDA Research, Education, and EconomicsArbor Day Foundation
 
Soil Profile Rebuilding, A technique for Rehabilitating Compacted Urban Soils
Soil Profile Rebuilding, A technique for Rehabilitating Compacted Urban SoilsSoil Profile Rebuilding, A technique for Rehabilitating Compacted Urban Soils
Soil Profile Rebuilding, A technique for Rehabilitating Compacted Urban SoilsArbor Day Foundation
 
What Happens When an Event Goes Viral
What Happens When an Event Goes ViralWhat Happens When an Event Goes Viral
What Happens When an Event Goes ViralArbor Day Foundation
 
Telling Your Stories For Success
Telling Your Stories For SuccessTelling Your Stories For Success
Telling Your Stories For SuccessArbor Day Foundation
 
The Clean Water State Revolving Fund: Flexible Funding for the Urban Tree Canopy
The Clean Water State Revolving Fund: Flexible Funding for the Urban Tree CanopyThe Clean Water State Revolving Fund: Flexible Funding for the Urban Tree Canopy
The Clean Water State Revolving Fund: Flexible Funding for the Urban Tree CanopyArbor Day Foundation
 
We're Not Lobbyists: Lessons in Seeking Funding from your States's Legislature
We're Not Lobbyists: Lessons in Seeking Funding from your States's LegislatureWe're Not Lobbyists: Lessons in Seeking Funding from your States's Legislature
We're Not Lobbyists: Lessons in Seeking Funding from your States's LegislatureArbor Day Foundation
 
Compensating for the Loss of a Healthy Tree: How Many Trees do you Owe Me?
Compensating for the Loss of a Healthy Tree: How Many Trees do you Owe Me?Compensating for the Loss of a Healthy Tree: How Many Trees do you Owe Me?
Compensating for the Loss of a Healthy Tree: How Many Trees do you Owe Me?Arbor Day Foundation
 
Youth and Green Jobs: Addressing the Potential for Urban Forestry
Youth and Green Jobs: Addressing the Potential for Urban ForestryYouth and Green Jobs: Addressing the Potential for Urban Forestry
Youth and Green Jobs: Addressing the Potential for Urban ForestryArbor Day Foundation
 
How Well Does a Virtual Tree Survey Work?
How Well Does a Virtual Tree Survey Work?How Well Does a Virtual Tree Survey Work?
How Well Does a Virtual Tree Survey Work?Arbor Day Foundation
 

Mehr von Arbor Day Foundation (20)

From tree Inventories to Free Beer: Broadening Community Involvemnt in Urban ...
From tree Inventories to Free Beer: Broadening Community Involvemnt in Urban ...From tree Inventories to Free Beer: Broadening Community Involvemnt in Urban ...
From tree Inventories to Free Beer: Broadening Community Involvemnt in Urban ...
 
Faith in Our Urban Forest
Faith in Our Urban ForestFaith in Our Urban Forest
Faith in Our Urban Forest
 
Community Tree Risk Assessment: What's Missing in Your Management Plan?
Community Tree Risk Assessment: What's Missing in Your Management Plan?Community Tree Risk Assessment: What's Missing in Your Management Plan?
Community Tree Risk Assessment: What's Missing in Your Management Plan?
 
The Economics of Urban Greening for Human Health
The Economics of Urban Greening for Human HealthThe Economics of Urban Greening for Human Health
The Economics of Urban Greening for Human Health
 
Landscape Performance Tools to Make the Case
Landscape Performance Tools to Make the CaseLandscape Performance Tools to Make the Case
Landscape Performance Tools to Make the Case
 
Arborists Wanted: Growing the Talent Pipeline
Arborists Wanted: Growing the Talent PipelineArborists Wanted: Growing the Talent Pipeline
Arborists Wanted: Growing the Talent Pipeline
 
USDA Research, Education, and Economics
USDA Research, Education, and EconomicsUSDA Research, Education, and Economics
USDA Research, Education, and Economics
 
Welcome to Indianapolis
Welcome to IndianapolisWelcome to Indianapolis
Welcome to Indianapolis
 
Soil Profile Rebuilding, A technique for Rehabilitating Compacted Urban Soils
Soil Profile Rebuilding, A technique for Rehabilitating Compacted Urban SoilsSoil Profile Rebuilding, A technique for Rehabilitating Compacted Urban Soils
Soil Profile Rebuilding, A technique for Rehabilitating Compacted Urban Soils
 
What Happens When an Event Goes Viral
What Happens When an Event Goes ViralWhat Happens When an Event Goes Viral
What Happens When an Event Goes Viral
 
In Defense of Trees
In Defense of TreesIn Defense of Trees
In Defense of Trees
 
Telling Your Stories For Success
Telling Your Stories For SuccessTelling Your Stories For Success
Telling Your Stories For Success
 
Welcome to ACT Day
Welcome to ACT DayWelcome to ACT Day
Welcome to ACT Day
 
The Clean Water State Revolving Fund: Flexible Funding for the Urban Tree Canopy
The Clean Water State Revolving Fund: Flexible Funding for the Urban Tree CanopyThe Clean Water State Revolving Fund: Flexible Funding for the Urban Tree Canopy
The Clean Water State Revolving Fund: Flexible Funding for the Urban Tree Canopy
 
We're Not Lobbyists: Lessons in Seeking Funding from your States's Legislature
We're Not Lobbyists: Lessons in Seeking Funding from your States's LegislatureWe're Not Lobbyists: Lessons in Seeking Funding from your States's Legislature
We're Not Lobbyists: Lessons in Seeking Funding from your States's Legislature
 
Compensating for the Loss of a Healthy Tree: How Many Trees do you Owe Me?
Compensating for the Loss of a Healthy Tree: How Many Trees do you Owe Me?Compensating for the Loss of a Healthy Tree: How Many Trees do you Owe Me?
Compensating for the Loss of a Healthy Tree: How Many Trees do you Owe Me?
 
Lessons from CITY OF TREES
Lessons from CITY OF TREESLessons from CITY OF TREES
Lessons from CITY OF TREES
 
Youth and Green Jobs: Addressing the Potential for Urban Forestry
Youth and Green Jobs: Addressing the Potential for Urban ForestryYouth and Green Jobs: Addressing the Potential for Urban Forestry
Youth and Green Jobs: Addressing the Potential for Urban Forestry
 
Urban Forestry 2020
Urban Forestry 2020Urban Forestry 2020
Urban Forestry 2020
 
How Well Does a Virtual Tree Survey Work?
How Well Does a Virtual Tree Survey Work?How Well Does a Virtual Tree Survey Work?
How Well Does a Virtual Tree Survey Work?
 

KĂźrzlich hochgeladen

VVIP Pune Call Girls Moshi WhatSapp Number 8005736733 With Elite Staff And Re...
VVIP Pune Call Girls Moshi WhatSapp Number 8005736733 With Elite Staff And Re...VVIP Pune Call Girls Moshi WhatSapp Number 8005736733 With Elite Staff And Re...
VVIP Pune Call Girls Moshi WhatSapp Number 8005736733 With Elite Staff And Re...SUHANI PANDEY
 
Verified Trusted Kalyani Nagar Call Girls 8005736733 𝐈𝐍𝐃𝐄𝐏𝐄𝐍𝐃𝐄𝐍𝐓 Call 𝐆𝐈𝐑𝐋 𝐕...
Verified Trusted Kalyani Nagar Call Girls  8005736733 𝐈𝐍𝐃𝐄𝐏𝐄𝐍𝐃𝐄𝐍𝐓 Call 𝐆𝐈𝐑𝐋 𝐕...Verified Trusted Kalyani Nagar Call Girls  8005736733 𝐈𝐍𝐃𝐄𝐏𝐄𝐍𝐃𝐄𝐍𝐓 Call 𝐆𝐈𝐑𝐋 𝐕...
Verified Trusted Kalyani Nagar Call Girls 8005736733 𝐈𝐍𝐃𝐄𝐏𝐄𝐍𝐃𝐄𝐍𝐓 Call 𝐆𝐈𝐑𝐋 𝐕...tanu pandey
 
Call Girls Moshi Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Moshi Call Me 7737669865 Budget Friendly No Advance BookingCall Girls Moshi Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Moshi Call Me 7737669865 Budget Friendly No Advance Bookingroncy bisnoi
 
Call Girls In Yamuna Vihar꧁❤ 🔝 9953056974🔝❤꧂ Escort ServiCe
Call Girls In Yamuna Vihar꧁❤ 🔝 9953056974🔝❤꧂ Escort ServiCeCall Girls In Yamuna Vihar꧁❤ 🔝 9953056974🔝❤꧂ Escort ServiCe
Call Girls In Yamuna Vihar꧁❤ 🔝 9953056974🔝❤꧂ Escort ServiCe9953056974 Low Rate Call Girls In Saket, Delhi NCR
 
Call Girls In Faridabad(Ballabgarh) Book ☎ 8168257667, @4999
Call Girls In Faridabad(Ballabgarh) Book ☎ 8168257667, @4999Call Girls In Faridabad(Ballabgarh) Book ☎ 8168257667, @4999
Call Girls In Faridabad(Ballabgarh) Book ☎ 8168257667, @4999Tina Ji
 
(PARI) Viman Nagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune ...
(PARI) Viman Nagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune ...(PARI) Viman Nagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune ...
(PARI) Viman Nagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune ...ranjana rawat
 
Contact Number Call Girls Service In Goa 9316020077 Goa Call Girls Service
Contact Number Call Girls Service In Goa  9316020077 Goa  Call Girls ServiceContact Number Call Girls Service In Goa  9316020077 Goa  Call Girls Service
Contact Number Call Girls Service In Goa 9316020077 Goa Call Girls Servicesexy call girls service in goa
 
Russian Call Girls Nashik Anjali 7001305949 Independent Escort Service Nashik
Russian Call Girls Nashik Anjali 7001305949 Independent Escort Service NashikRussian Call Girls Nashik Anjali 7001305949 Independent Escort Service Nashik
Russian Call Girls Nashik Anjali 7001305949 Independent Escort Service Nashikranjana rawat
 
BOOK Call Girls in (Dwarka) CALL | 8377087607 Delhi Escorts Services
BOOK Call Girls in (Dwarka) CALL | 8377087607 Delhi Escorts ServicesBOOK Call Girls in (Dwarka) CALL | 8377087607 Delhi Escorts Services
BOOK Call Girls in (Dwarka) CALL | 8377087607 Delhi Escorts Servicesdollysharma2066
 
Hot Call Girls |Delhi |Preet Vihar ☎ 9711199171 Book Your One night Stand
Hot Call Girls |Delhi |Preet Vihar ☎ 9711199171 Book Your One night StandHot Call Girls |Delhi |Preet Vihar ☎ 9711199171 Book Your One night Stand
Hot Call Girls |Delhi |Preet Vihar ☎ 9711199171 Book Your One night Standkumarajju5765
 
Horizon Net Zero Dawn – keynote slides by Ben Abraham
Horizon Net Zero Dawn – keynote slides by Ben AbrahamHorizon Net Zero Dawn – keynote slides by Ben Abraham
Horizon Net Zero Dawn – keynote slides by Ben Abrahamssuserbb03ff
 
VIP Model Call Girls Chakan ( Pune ) Call ON 8005736733 Starting From 5K to 2...
VIP Model Call Girls Chakan ( Pune ) Call ON 8005736733 Starting From 5K to 2...VIP Model Call Girls Chakan ( Pune ) Call ON 8005736733 Starting From 5K to 2...
VIP Model Call Girls Chakan ( Pune ) Call ON 8005736733 Starting From 5K to 2...SUHANI PANDEY
 
Sustainable Packaging
Sustainable PackagingSustainable Packaging
Sustainable PackagingDr. Salem Baidas
 
Proposed Amendments to Chapter 15, Article X: Wetland Conservation Areas
Proposed Amendments to Chapter 15, Article X: Wetland Conservation AreasProposed Amendments to Chapter 15, Article X: Wetland Conservation Areas
Proposed Amendments to Chapter 15, Article X: Wetland Conservation Areas💥Victoria K. Colangelo
 
Call Girls Budhwar Peth Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Budhwar Peth Call Me 7737669865 Budget Friendly No Advance BookingCall Girls Budhwar Peth Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Budhwar Peth Call Me 7737669865 Budget Friendly No Advance Bookingroncy bisnoi
 
Call Girl Nagpur Roshni Call 7001035870 Meet With Nagpur Escorts
Call Girl Nagpur Roshni Call 7001035870 Meet With Nagpur EscortsCall Girl Nagpur Roshni Call 7001035870 Meet With Nagpur Escorts
Call Girl Nagpur Roshni Call 7001035870 Meet With Nagpur EscortsCall Girls in Nagpur High Profile
 
VIP Call Girls Mahadevpur Colony ( Hyderabad ) Phone 8250192130 | ₹5k To 25k ...
VIP Call Girls Mahadevpur Colony ( Hyderabad ) Phone 8250192130 | ₹5k To 25k ...VIP Call Girls Mahadevpur Colony ( Hyderabad ) Phone 8250192130 | ₹5k To 25k ...
VIP Call Girls Mahadevpur Colony ( Hyderabad ) Phone 8250192130 | ₹5k To 25k ...Suhani Kapoor
 
CSR_Module5_Green Earth Initiative, Tree Planting Day
CSR_Module5_Green Earth Initiative, Tree Planting DayCSR_Module5_Green Earth Initiative, Tree Planting Day
CSR_Module5_Green Earth Initiative, Tree Planting DayGeorgeDiamandis11
 
(DIYA) Call Girls Sinhagad Road ( 7001035870 ) HI-Fi Pune Escorts Service
(DIYA) Call Girls Sinhagad Road ( 7001035870 ) HI-Fi Pune Escorts Service(DIYA) Call Girls Sinhagad Road ( 7001035870 ) HI-Fi Pune Escorts Service
(DIYA) Call Girls Sinhagad Road ( 7001035870 ) HI-Fi Pune Escorts Serviceranjana rawat
 

KĂźrzlich hochgeladen (20)

VVIP Pune Call Girls Moshi WhatSapp Number 8005736733 With Elite Staff And Re...
VVIP Pune Call Girls Moshi WhatSapp Number 8005736733 With Elite Staff And Re...VVIP Pune Call Girls Moshi WhatSapp Number 8005736733 With Elite Staff And Re...
VVIP Pune Call Girls Moshi WhatSapp Number 8005736733 With Elite Staff And Re...
 
Verified Trusted Kalyani Nagar Call Girls 8005736733 𝐈𝐍𝐃𝐄𝐏𝐄𝐍𝐃𝐄𝐍𝐓 Call 𝐆𝐈𝐑𝐋 𝐕...
Verified Trusted Kalyani Nagar Call Girls  8005736733 𝐈𝐍𝐃𝐄𝐏𝐄𝐍𝐃𝐄𝐍𝐓 Call 𝐆𝐈𝐑𝐋 𝐕...Verified Trusted Kalyani Nagar Call Girls  8005736733 𝐈𝐍𝐃𝐄𝐏𝐄𝐍𝐃𝐄𝐍𝐓 Call 𝐆𝐈𝐑𝐋 𝐕...
Verified Trusted Kalyani Nagar Call Girls 8005736733 𝐈𝐍𝐃𝐄𝐏𝐄𝐍𝐃𝐄𝐍𝐓 Call 𝐆𝐈𝐑𝐋 𝐕...
 
Call Girls Moshi Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Moshi Call Me 7737669865 Budget Friendly No Advance BookingCall Girls Moshi Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Moshi Call Me 7737669865 Budget Friendly No Advance Booking
 
Call Girls In Yamuna Vihar꧁❤ 🔝 9953056974🔝❤꧂ Escort ServiCe
Call Girls In Yamuna Vihar꧁❤ 🔝 9953056974🔝❤꧂ Escort ServiCeCall Girls In Yamuna Vihar꧁❤ 🔝 9953056974🔝❤꧂ Escort ServiCe
Call Girls In Yamuna Vihar꧁❤ 🔝 9953056974🔝❤꧂ Escort ServiCe
 
Call Girls In Faridabad(Ballabgarh) Book ☎ 8168257667, @4999
Call Girls In Faridabad(Ballabgarh) Book ☎ 8168257667, @4999Call Girls In Faridabad(Ballabgarh) Book ☎ 8168257667, @4999
Call Girls In Faridabad(Ballabgarh) Book ☎ 8168257667, @4999
 
(PARI) Viman Nagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune ...
(PARI) Viman Nagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune ...(PARI) Viman Nagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune ...
(PARI) Viman Nagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune ...
 
Contact Number Call Girls Service In Goa 9316020077 Goa Call Girls Service
Contact Number Call Girls Service In Goa  9316020077 Goa  Call Girls ServiceContact Number Call Girls Service In Goa  9316020077 Goa  Call Girls Service
Contact Number Call Girls Service In Goa 9316020077 Goa Call Girls Service
 
Russian Call Girls Nashik Anjali 7001305949 Independent Escort Service Nashik
Russian Call Girls Nashik Anjali 7001305949 Independent Escort Service NashikRussian Call Girls Nashik Anjali 7001305949 Independent Escort Service Nashik
Russian Call Girls Nashik Anjali 7001305949 Independent Escort Service Nashik
 
BOOK Call Girls in (Dwarka) CALL | 8377087607 Delhi Escorts Services
BOOK Call Girls in (Dwarka) CALL | 8377087607 Delhi Escorts ServicesBOOK Call Girls in (Dwarka) CALL | 8377087607 Delhi Escorts Services
BOOK Call Girls in (Dwarka) CALL | 8377087607 Delhi Escorts Services
 
Hot Call Girls |Delhi |Preet Vihar ☎ 9711199171 Book Your One night Stand
Hot Call Girls |Delhi |Preet Vihar ☎ 9711199171 Book Your One night StandHot Call Girls |Delhi |Preet Vihar ☎ 9711199171 Book Your One night Stand
Hot Call Girls |Delhi |Preet Vihar ☎ 9711199171 Book Your One night Stand
 
Horizon Net Zero Dawn – keynote slides by Ben Abraham
Horizon Net Zero Dawn – keynote slides by Ben AbrahamHorizon Net Zero Dawn – keynote slides by Ben Abraham
Horizon Net Zero Dawn – keynote slides by Ben Abraham
 
VIP Model Call Girls Chakan ( Pune ) Call ON 8005736733 Starting From 5K to 2...
VIP Model Call Girls Chakan ( Pune ) Call ON 8005736733 Starting From 5K to 2...VIP Model Call Girls Chakan ( Pune ) Call ON 8005736733 Starting From 5K to 2...
VIP Model Call Girls Chakan ( Pune ) Call ON 8005736733 Starting From 5K to 2...
 
Sustainable Packaging
Sustainable PackagingSustainable Packaging
Sustainable Packaging
 
Proposed Amendments to Chapter 15, Article X: Wetland Conservation Areas
Proposed Amendments to Chapter 15, Article X: Wetland Conservation AreasProposed Amendments to Chapter 15, Article X: Wetland Conservation Areas
Proposed Amendments to Chapter 15, Article X: Wetland Conservation Areas
 
Call Girls Budhwar Peth Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Budhwar Peth Call Me 7737669865 Budget Friendly No Advance BookingCall Girls Budhwar Peth Call Me 7737669865 Budget Friendly No Advance Booking
Call Girls Budhwar Peth Call Me 7737669865 Budget Friendly No Advance Booking
 
Call Girl Nagpur Roshni Call 7001035870 Meet With Nagpur Escorts
Call Girl Nagpur Roshni Call 7001035870 Meet With Nagpur EscortsCall Girl Nagpur Roshni Call 7001035870 Meet With Nagpur Escorts
Call Girl Nagpur Roshni Call 7001035870 Meet With Nagpur Escorts
 
VIP Call Girls Mahadevpur Colony ( Hyderabad ) Phone 8250192130 | ₹5k To 25k ...
VIP Call Girls Mahadevpur Colony ( Hyderabad ) Phone 8250192130 | ₹5k To 25k ...VIP Call Girls Mahadevpur Colony ( Hyderabad ) Phone 8250192130 | ₹5k To 25k ...
VIP Call Girls Mahadevpur Colony ( Hyderabad ) Phone 8250192130 | ₹5k To 25k ...
 
CSR_Module5_Green Earth Initiative, Tree Planting Day
CSR_Module5_Green Earth Initiative, Tree Planting DayCSR_Module5_Green Earth Initiative, Tree Planting Day
CSR_Module5_Green Earth Initiative, Tree Planting Day
 
(DIYA) Call Girls Sinhagad Road ( 7001035870 ) HI-Fi Pune Escorts Service
(DIYA) Call Girls Sinhagad Road ( 7001035870 ) HI-Fi Pune Escorts Service(DIYA) Call Girls Sinhagad Road ( 7001035870 ) HI-Fi Pune Escorts Service
(DIYA) Call Girls Sinhagad Road ( 7001035870 ) HI-Fi Pune Escorts Service
 
(NEHA) Call Girls Navi Mumbai Call Now 8250077686 Navi Mumbai Escorts 24x7
(NEHA) Call Girls Navi Mumbai Call Now 8250077686 Navi Mumbai Escorts 24x7(NEHA) Call Girls Navi Mumbai Call Now 8250077686 Navi Mumbai Escorts 24x7
(NEHA) Call Girls Navi Mumbai Call Now 8250077686 Navi Mumbai Escorts 24x7
 

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 9ÂşF • 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?

Hinweis der Redaktion

  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.