Miami-Dade County’s Urban Forests And Their Ecosystem

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FOR285doi.org/10.32473/edis-fr347-2011Miami-Dade County’s Urban Forests and TheirEcosystem Services1Francisco Escobedo, Joy Klein, Micah Pace, Henry Mayer, Sebastian Varela, and Basil Iannone2An urban forest is composed of all the trees, palms, andassociated vegetation in and around human settlementson both public and private lands. The urban forest inMiami-Dade County provides residents with ecosystemservices (i.e., ecological processes and functions that areimportant for human well-being) such as air pollutionreduction, stormwater control, and energy savings, as wellas other social benefits like crime reduction, increased realestate values, and improved livability. To maximize thebenefits from urban forests, one must also consider, andminimize, the associated costs of long-term maintenanceactivities such as pruning and debris removal, costs relatedto health effects from the human allergenic reactions tocertain species, and other costs as well. In recent years,Miami-Dade County’s urban forest has been affected byhurricanes, increased rates of urbanization, and changesin the local economy. Also, the county’s climate, soils,and urban infrastructure are constantly shaping its urbanforest. To better understand Miami-Dade County’s urbanforest and the ecosystem services it provides, this publication will analyze its composition and structure, canopycover, carbon sequestration and storage, and air pollutionremoval. Information on the effects of trees on temperaturereduction and energy use in residential buildings, andother benefits and considerations will also be provided. Theinformation from this publication can be used by urbanforesters, residents, and planners to better understand andmanage this important natural resource.How was this done?We collected data by sampling 229 one-tenth-acre fieldplots during 2008 in an area of 314,565 acres (127,300 ha)in the urbanized portion of Miami-Dade County, Florida(Figure 1). In these plots the following data were recordedfor trees with a diameter of at least 2.5 cm at 1.4 metersabove the surface: diameter at breast height (DBH), species,height, crown characteristics, location, and, when appropriate, distance and direction relative to residential buildings.We also collected tree canopy cover, land use conditions,shrub characteristics, and surface cover information(specific methods and measurements can be found in Zhaoet al. 2010). The data were analyzed using the USDA ForestService’s Urban Forest Effects (UFORE) model (Nowak etal. 2002; http://www.ufore.org), which uses field measurements and algorithms to estimate urban forest structure(e.g., leaf area, tree density, etc.) and various ecosystemservices and their values. For example, the model estimatedleaf area as the sum of tree leaf surfaces using allometricequations and field measurements. The model estimatedcarbon storage as the proportion of carbon in the form ofwoody biomass held in the tree’s stem and branches overits lifetime. Carbon sequestration was the estimated amount1. This document is FOR285, one of a series of the School of Forest, Fisheries, and Geomatics Sciences, UF/IFAS Extension. Original publication date July2011. Revised January 2018 and February 2021. Visit the EDIS website at https://edis.ifas.ufl.edu for the currently supported version of this publication.2. Francisco Escobedo, professor Universidad del Rosario Grupo de Investigación en Ecología Funcional y Ecosistémica (EFE) Bogotá, Colombia; Joy Klein,Miami-Dade Department of Environmental Resources Management; Micah Pace, Texas Forest Service; Henry Mayer, UF/IFAS Extension Miami-Dade;Sebastian Varela, World Resources Institute Washington DC; and Basil Iannone, assistant professor, School of Forest, Fisheries, and Geomatics Sciences;UF/IFAS Extension, Gainesville, FL 32611.The Institute of Food and Agricultural Sciences (IFAS) is an Equal Opportunity Institution authorized to provide research, educational information and other servicesonly to individuals and institutions that function with non-discrimination with respect to race, creed, color, religion, age, disability, sex, sexual orientation, marital status,national origin, political opinions or affiliations. For more information on obtaining other UF/IFAS Extension publications, contact your county’s UF/IFAS Extension office.U.S. Department of Agriculture, UF/IFAS Extension Service, University of Florida, IFAS, Florida A & M University Cooperative Extension Program, and Boards of CountyCommissioners Cooperating. Nick T. Place, dean for UF/IFAS Extension.

of annual carbon removed by trees through their growth.Growth rates and species characteristics in the model wereadjusted for the condition in the Miami-Dade county area.Specific details on the UFORE model and its applicationin Miami-Dade can be found in Nowak et al. (2002) andEscobedo et al. (2010a).for ozone (O3), sulfur dioxide (SO2), nitrogen dioxide(NO2), carbon monoxide (CO), and particulate matter lessthan ten microns (PM10). More details and methods for themeasurement of air pollution removal by urban trees areprovided in Nowak et al. (2002).Finally, the effect of urban trees on energy use (i.e.,heating and cooling) for residential buildings is based onfield measurements of the distance and direction of treesgreater than 20 feet tall within 60 feet of space-conditionedresidential buildings with two or fewer stories. The UFOREmodel also incorporates tree type (evergreen or deciduous),age of building and building energy-use characteristics,regional climate characteristics, and common carbondioxide emissions from the generation of electricity in thesoutheastern United States (McPherson and Simpson 1999;Nowak and Crane 2002; Escobedo et al. 2010a).How many and what type of treesare there in urban Miami-DadeCounty?Figure 1. Urban forest effects analysis in the Miami-Dade County,Florida area.To estimate carbon storage, the model uses a tree’s size anddry weight biomass relationship. Approximately 50% of atree’s dry weight biomass is carbon. Carbon sequestrationis estimated using the average annual growth rate forspecific types of trees, as well as their size, condition, andcarbon emissions due to eventual decomposition (Nowakand Crane 2002). Since carbon is exchanged in carbonoffset markets in units of carbon dioxide, carbon storageand sequestration estimates were then converted to carbondioxide (CO2) equivalents (i.e., mtCO2). More informationabout urban forests and carbon markets is available eText carbon markets. Values were multiplied by 4/metric ton ofcarbon dioxide (mtCO2) equivalent based on market valuesin August 2008 (Chicago Climate Exchange 2008). We alsoused geostatistics and Geographical Information Systems(GIS) to map the variability in tree carbon sequestrationacross the study area (Escobedo et al. 2010a).Air pollution removal by trees in Miami was modeled usingmeasured tree cover and leaf area data as well as hourlypollution and weather data for 2000 from Miami-DadeCounty. The amount of pollution removal was calculatedMiami-Dade County’s Urban Forests and Their Ecosystem ServicesMore than 1,000 trees, including 107 different tree speciesbelonging to 90 genera, were measured during the study(Zhao et al. 2010). Miami-Dade’s urban forest is composedof a relatively diverse number of species. Approximately55% of all tree species identified and 45% of all treessampled were not native to the state of Florida or thesoutheastern United States and originated mainly fromAsia. Approximately 15% of all trees measured are considered Category 1 invasive species (FLEPPC). Based on thecollected data, there are an estimated 36 million trees in theMiami-Dade County study area. Approximately 5% of alltrees measured were located on publicly maintained streetrights of way. An additional 10% of the trees were locatedin other public areas, with the remaining 85% on privateproperty.The 10 most common species accounted for 54% of alltrees. The four most common species in the county in termsof numbers were melaleuca, (Melaleuca quinquinervia), redmangrove (Rhizophora mangle), button mangrove (Conocarpus erectus) and Benjamin fig (Ficus benjamina) at 42%,13%, 6%, and 4% of the total tree population, respectively(Figure 2). Tree composition varied by land use. Benjaminfig, in terms of the total number of trees on each land use,was most common on commercial and residential lands(39% and 23% respectively), royal palm (33%) dominatedagricultural land, melaleuca (94%) dominated vacant land,red mangrove dominated park and institutional lands(31% and 54% respectively), and bottle palm (Hyophorbe2

lagenicaulis) dominated transportation lands (29%). In allland use categories, except for vacant areas, species werediverse.Figure 3. Total trees (1000s) and average density (trees/acre)distribution per land use in Miami-Dade County.Figure 2. Top eleven tree species as a percent of the total populationand total leaf area, in Miami-Dade County’s urban forest.The highest tree density per land use, or number of treesper acre, occurred on park/institutional lands. The term“park/institutional lands” is commonly used to describepublic lands such as parks, schools, government facilities,and conservation areas. In Miami-Dade County, thedesignation includes mangroves. An institutional land-usecategory is often used for inter and intra-city comparisonof urban forest structure characteristics (Escobedo etal. 2010b). Because of the inclusion of mangroves, theinstitutional land use had 281 trees/acre but ranged from164 to 398 trees/acre. The next largest category was vacantareas, with an average of 242 trees/acre. Residential areashad 38 trees/acre, and agricultural areas had 23 trees/acre(Figure 3). The average tree density in Miami-Dade acrossall its land uses is 92 trees/acre, which is greater than treedensities in other cities in the United States (most citiesaverage about 14 to 119 trees/acre), but less than othercities in Florida (Escobedo et al. 2010b). City-wide, approximately 80% of all of Miami-Dade’s trees are found inparks/institutional and vacant areas. Although tree densityis often related to tree canopy, many small trees with lowleaf areas (e.g., white stopper) will contribute less to canopycover than few large trees with high leaf areas (e.g., liveoaks). This will be discussed in a later section. Finally,tree crown condition according to the amount of diebackin individual tree crowns also varies by land use. Overall,91% of the trees in the county were classified as being in“good” and “excellent” condition, while 9% were classifiedas “poor,” “declining,” or “dead.”How much urban forest canopyand cover?Most ecosystem benefits from trees are linked directly tothe amount of healthy urban forest canopy cover. Urbanforest cover is dynamic and changes over time due tofactors such as urban development, hurricanes, tree planting, tree removal, demographic changes, and individual treegrowth. The distribution of the county’s 12% canopy covervaries according to land use, neighborhood, site conditions(e.g., available sunlight, irrigation, soils, etc.), and people’splant selection and landscape design preferences (Figure4; Zhao et al. 2010; Flock et al. 2011). About 9% of thiscover is from woody trees and the remaining 3% is frompalms. Woody and palm-like shrubs cover about 8% of thecounty’s surface. The following section examines how urbanforest structure and distribution influence urban forestcanopy and leaf area and how tree and ground surface covers vary across Miami-Dade. To better assess the contribution of parks and conservation areas (natural areas such asmangroves and pine rocklands) to tree canopy, we analyzedthem separately from other institutional land sites such asschools and other public government facilities (Figure 4).Conservation areas and parks had greater canopy coverthan other urban land uses.Commercial and industrial areas had the least amount ofpervious surfaces (e.g., surfaces such as bare soil, grass,vegetation litter, etc.) (Figure 5). Information on the percentof impervious and building surfaces can be used to betterunderstand potential problem areas for stormwater runoff.The percentage of pervious surfaces can be used as anindicator of potential tree planting areas.While all tree species contribute to the community’s overallurban forest cover, some species contribute more thanMiami-Dade County’s Urban Forests and Their Ecosystem Services3

others because of their size and structure (e.g., a largelive oak contributes more than a small palm). Figure 2shows that trees that provide the greatest total leaf area aremelaleuca (Melaleuca quinquinervia), live oak (Quercusvirginiana), royal palm (Roystonea elata) and Benjaminfig (Ficus benjamina). The most numerous are melaleuca,red mangrove (Rhizophora mangle), and button mangrove(Conocarpus erectus). While species such as red mangroveand button mangrove both represent large percentages ofthe total population (Figure 2), their “importance value,” ortaking into account their proportional number and leaf area(4% and 1%, respectively), is less than that of other speciessuch as live oak and even royal palm, which togethercontributed to 8% of Miami-Dade County’s total leaf area.Escobedo et al. (2010b) provides importance values forseveral tree species found in Florida’s urban forests.Figure 4. Percent tree, palm, and total canopy cover in different landuses in urban Miami-Dade County. Note: Park land use includes publicparks, mangroves, and pine rockland conservation areas. Institutionalland use includes public facilities and schools.Figure 5. Ground covers by land use in Miami-Dade County’s urbanforest.In summary, most of the county’s trees are found in parks,vacant, and institutional areas. About a third of the county’scanopy is comprised of palm cover, and impervioussurfaces are predominantly found in transportation andcommercial areas. Many tree benefits are linked directlyto the amount of healthy leaf surface area. An urban forestmanager who understands how canopy cover changes andMiami-Dade County’s Urban Forests and Their Ecosystem Serviceswho has a good working knowledge of the extent of canopycover by tree species, neighborhood, and land use category,can better develop comprehensive management goals andobjectives. For example, desired ecosystem services canbe improved by favoring species that contribute to canopycover goals or by targeting specific land use categories forplanting where canopy cover values are lowest.How much carbon dioxide do treessequester and store?Climate change is an issue of global concern. Urban treescan help mitigate climate change by sequestering carbon intheir biomass, thus reducing atmospheric carbon dioxide(Nowak and Crane 2002). Also, tree shade can reduce theamount of carbon dioxide in the atmosphere by affectingbuilding heating and cooling energy needs (McPhersonand Simpson 1999). When building energy use is reduced,carbon dioxide emissions from fossil fuel-based powerplants are decreased. So, by estimating the amount ofcarbon dioxide removed by trees and their shading andwindbreak effects on buildings, we can determine the roleof urban forests in mitigating climate change, assign aneconomic value to the amount of carbon sequestered, anddetermine the carbon offset potential of an urban forest(Escobedo et al. 2010a).Because they are comparatively small, young trees with asmall DBH sequester less carbon (Nowak and Crane 2002).Eventually if they continue to stay healthy and grow theywill accumulate more carbon as their biomass increases.Large trees in the county greater than 77 inches in DBHcontinue to sequester the most carbon (Table 1). Carbonsequestered by trees can then be converted to carbondioxide, which is more commonly used to assess economicvalue and offset potential (See Table 1 and Escobedo et al.2010a for C to CO2 conversions).Healthier and larger trees sequester the greatest amountof carbon dioxide annually (Nowak and Crane 2002). Thecounty’s trees sequester 564,500 metric tons of CO2 peryear with an economic value of 2.3 million. As trees grow,they store more carbon by assimilating it in woody tissue.When trees are removed and burned or converted to chipsor mulch, or when they die and decay, they release much ofthe stored carbon back into the atmosphere, so it is necessary to plan and manage for long-term urban forest structure. Table 2 compares the economic value and net carbonand carbon dioxide sequestered by trees located in differentland use areas in Miami-Dade. Vacant and park/institutional lands, which tend to have the highest tree densities,4

also provide the largest carbon sequestration benefits of allland uses. More specifically, areas characterized by naturalpine rocklands, mangroves, and stands of highly invasivemelaleuca trees were most apt at sequestering CO2 becauseof greater tree sizes and densities (Figure 6; Escobedo etal. 2010a). Urban tree sequestration offsets about 2% ofall CO2 emissions during the year county-wide. However,current CO2 sequestration by urban trees is just as effectivein offsetting CO2 as many CO2 emission reduction policiesrecently implemented in the county (improved transportation management, better solid waste management practices,and improved facility operations, for instance) (Hefty et al.2007; Escobedo et al. 2010a).hot and sunny conditions, VOCs can form ground-levelozone pollution (Escobedo and Seitz 2009). Certain treespecies emit more VOCs than other species, so the potential VOC emissions from different tree species need to beconsidered when developing tree species lists and assessingthe overall role of trees in air quality improvement (Nowaket al. 2002). Given Miami-Dade’s urban forest structure andcomposition, approximately 75% of VOC emissions werefrom oaks, Australian pines and royal palms.Figure 7. Comparison of the air pollutants removed in Miami-DadeCounty by its urban trees. Note: CO, carbon monoxide; NO2, nitrogendioxide; O3, ozone; PM10, particulate matter less than 10 microns;SO2, sulfur dioxideTree Shading Effects onTemperature and Energy Use inResidential BuildingsFigure 6. A map of carbon sequestration by urban trees in urbanMiami-Dade County (Source: Escobedo et al. 2010a).How much air pollution do treesremove?An average square meter of tree cover in Miami-Dade removes 7 grams of air pollutants. In general, the larger a treeis, the greater its leaf area, and the better its condition, thegreater its air pollution removal ability (Table 1; Escobedo2007). Total pollution removal was greatest for ozone (O3),followed by particulate matter less than ten microns (PM10),followed by nitrogen dioxide (NO2), carbon monoxide(CO), and sulfur dioxide (SO2) (Figure 7). It is estimatedthat in the year 2000 trees removed 2,350 metric tons of airpollution from CO, NO2, O3, PM10, and SO2.Trees can also emit volatile organic compounds (VOCs).When VOCs combine with nitrogen oxide pollutants underMiami-Dade County’s Urban Forests and Their Ecosystem ServicesTrees affect energy use by shading buildings, providingevaporative cooling, and blocking winter winds in moretemperate areas. Properly located trees that shade buildingstend to reduce building air conditioning use in the summermonths. However, an evergreen tree that shades a buildingduring the winter can increase heating use in that building.Based on the size of a building and the location and characteristics of surrounding trees, we can calculate an economicvalue for the effect of trees on energy use in residentialbuildings of two stories or less (McPherson and Simpson1999; Escobedo et al. 2010a).Based on a 2007 average retail price of electricity in Florida(EIA 2007), trees in Miami-Dade County are estimatedto provide about 306,000 in savings due to reduced airconditioning and heating use in residential buildings.However, by shading homes during the winter, treesincreased heating use by about 32,000 dollars annually.Table 3 provides a breakdown of the air conditioning andheating use and price savings as well as heat emissions costsby residential trees.5

Energy required to cool residences can be reduced by usingtrees to provide shade and evapo-transpirational cooling(McPherson and Simpson 1999). Trees near a building, forexample, can create a cooler microclimate in the immediatearea because of evapo-transpiration (evaporation of waterfrom plant surfaces; as the water enters the air, the temperature is reduced). A properly located tree can also block solarradiation to a building and reduce the temperature inside.So the placement of trees around a building can influencethe amount of energy required to maintain acceptabletemperatures inside the building. Trees planted on thewest side block the increase of solar heat in the afternoonduring summer, for example. Following the “right placefor the right tree” rule will allow the sun’s heat to reach astructure in winter (deciduous trees, which lose their leavesin the fall, are planted on the south and east sides of thestructure). Ultimately it is the occupants of a residencewho determine how cool or warm they prefer the insideof the structure to be so tree energy use effects may varyfrom person to person. Increased urban tree cover can alsoreduce the “urban heat island” effect (Nowak et al. 2002).As mentioned earlier, by indirectly influencing energyproduction in power plants, trees can also reduce emissionsof carbon dioxide (CO2) and other greenhouse gases. Thisoffset of avoided emissions can result in economic benefitsto the community (McPherson and Simpson 1999). Usingthe August 2008 average price of CO2 of 4 per ton ofCO2 emissions avoided (price determined by 2008 carbonmarkets; more recent prices available at: http://www.forest-trends.org/documents/files/doc 2828.pdf), the effectof trees on building energy use can result in 13,770 inbenefits and 3,377 in costs; a benefit-cost ratio of 4:1. Table4 provides a breakdown of the energy savings benefits dueto Miami-Dade’s urban forests in terms of carbon dioxideemissions avoided.To summarize, homeowners and communities shouldplant the right trees in the right places to maximize coolingbenefits in the summer and solar heat gain in the winter. Ofcourse, energy savings are also affected by the occupants’use of the air conditioning and heating systems, as well asthe efficiency of buildings and of heating and cooling units.Recommendations for MaximizingTree Benefits and MinimizingCostsUrban development, climate, soils, and human preferencesin Miami-Dade will ultimately determine the structureand composition of its urban forest. Managers makingMiami-Dade County’s Urban Forests and Their Ecosystem Servicestree selections and setting long-term management objectives must consider the multiple ecosystem services treesprovide, such as CO2 sequestration, air pollution removal,reduced energy use, and other services not calculated inthis publication, such as recreation, increased property values, and reduced stormwater runoff (Escobedo et al. 2010a).However, these benefits need to be considered alongsideseveral costs associated with trees, such as allergenic effectson human health, post-hurricane debris removal costs, andmaintenance costs (e.g., planting, pruning, fertilizing, andwatering) (Escobedo and Seitz 2009).Many non-native trees are fast-growing and thus appealing, but these species can be high-maintenance as well.Some species should be avoided because of their potentialinvasive traits and negative ecological effects to naturalecosystems and agricultural areas near cities (Zhao et al.2010). Although CO2 offsetting, reduced energy use, andpollution control receive more public and political attention, many other ecosystem services, such as the mitigationof hurricane damage, addressing needs of underservedcommunities, preservation of wildlife habitat, and beautification of communities can be just as relevant to decisionmakers and the community (Escobedo et al. 2010a; Flock etal. 2011).Table 5 illustrates the importance of understanding themultiple ecosystem services provided by the most common trees in the county. Live oaks, for example, are moreimportant to tree canopy because of their greater leaf areathan are palms, but live oaks are also one of the largestVOC emitters per tree, so the air pollution reductionbenefit of this species ranks lower than that for otherspecies such as red and black mangrove and white stopper.Of particular importance in Miami-Dade County is trees’resistance to hurricane-force winds; species selection anddesign should be considered when managing for urbanforest structure and benefits (Duryea et al. 2007). Althoughcertain species such as melaleuca and Brazilian pepper currently provide greater CO2 sequestration and air pollutionremoval than other species because of their numbers andrapid growth rates, they are invasive exotic species. In otherwords, the advantages and disadvantages of each tree needto be considered when developing long-term urban forestmanagement goals (Escobedo and Seitz 2009).Selecting a tree species without considering its long-termeffects and relevance to management goals will minimizethe overall benefits of the tree selection to the community.For example, natural wetlands, pine rocklands, and oakhammocks within the urbanized portions of the countyare experiencing greater environmental damage as a result6

of invasive plants that originate from adjacent urbanlandscapes (e.g., residential areas, commercial areas). Table6 presents some common invasive trees found in urbanportions of Miami-Dade County during a recent study(Zhao et al. 2010).While Miami-Dade County should continue to plant trees,a long-term urban forest management plan that helpspreserve existing trees—as well as a resilient, equitable, andeffective urban forest structure—is very important (Nowaket al. 2002; Duryea et al. 2007; Escobedo and Seitz 2009;Escobedo et al. 2010a; Hostetler and Escobedo 2010; Flocket al. 2011). Care should be taken in selecting species inany tree planting program. While increasing tree cover willultimately lead to an increase in environmental benefits tothe community, some species and urban forest structurecharacteristics might also have less favorable effects,particularly in sensitive areas. An urban forest managementplan should recommend planting trees in sites where urbanforest structure is most needed, such as underserved neighborhoods, transportation corridors, and industrial sites.Urban forest managers must plan for impacts of climateand changing municipal budgets (i.e., future hurricanesand sea level rise; https://edis.ifas.ufl.edu/fr176). Althoughoverall tree cover in an urban area is an important indicatorof urban forest health and efficacy, the number and size,composition, condition, and location of individual tree andgroups of trees and associated vegetation are just as important. Planning that accounts for the needs and desires of thecommunity and its urban forest, which is to say all the trees,public and private alike, including individual trees as well asgroups of trees, forested wetlands and conservation areas,and all associated vegetation (palms, shrubs, grass), willprovide for maximum benefits and the long-term sustainability of this resource.Literature CitedChicago Climate Exchange. 2008. “Market overview.”Chicago Climate Exchange. http://www.chicagoclimatex.com/ (August 2008).Duryea, M. L., E. Kampf, R. C. Littell, and C. D. RodriguezPedraza. 2007. “Hurricanes and the urban forest: II. Effectson tropical and subtropical tree species.” Arboriculture andUrban Forestry 33: 98–112.Energy Information Administration (EIA). 2007. “Averageretail price of electricity to ultimate customers by end-usesector, by state, April 2008 and 2007.” Energy InformationAdministration. http://www.eia.gov/cneaf/electricity/epm/table5 6 a.html (August 2008).Miami-Dade County’s Urban Forests and Their Ecosystem ServicesEscobedo, F., S. Varela, M. Zhao, J. Wagner, and W. Zipperer. 2010a. “Analyzing the efficacy of subtropical urbanforests in offsetting carbon emissions from cities.” Environmental Science and Policy, 13: 362–372.Escobedo, F., S. Varela, C. Staudhammer, and B. Thompson.2010b. Southern Escambia County Florida’s urban forests.FOR 231. Gainesville: University of Florida Institute ofFood and Agricultural Sciences. https://edis.ifas.ufl.edu/fr293Escobedo, F., and J. Seitz. 2009. The costs of managing anurban forest. FOR 217. Gainesville: University of FloridaInstitute of Food and Agricultural Sciences. https://edis.ifas.ufl.edu/document fr279Flock, J., F. Escobedo, S. Varela, J. Wade, and C. Wald. 2011.“The environmental justice implications of urban tree coverin Miami-Dade County.” Environmental Justice 4: 125-134.Hefty, N., V. Gandi, D. Griner, R. Baker, and H. P. Wong.2007. “Miami-Dade County’s Global Climate Change Urban CO2 Reduction Plan.” .asp (February 2021).Hostetler, M., and F. Escobedo. 2010. What types of urbangreenspace are better for carbon dioxide sequestration? WEC279. Gainesville: University of Florida Institute of Food andAgricultural Sciences. https://edis.ifas.ufl.edu/uw324McPherson, E. G., and J. R. Simpson. 1999. Carbon dioxidereduction through urban forestry: Guidelines for professionaland volunteer tree planters. Gen. Tech. Rep. PSW-171.Albany, CA: U.S. Department of Agriculture, Forest Service,Pacific Southwest Research Station.Nowak, D. J., and D. E. Crane. 2002. “Carbon storage andsequestration by urban trees in the United States. Environmental Pollution.” 116(3): 381–389.Nowak, D. J., D. E. Crane, J. C. Stevens, and M. Ibarra. 2002.Brooklyn’s Urban Forest. Gen. Tech. Rep. NE-290. NewtownSquare, PA: US Department of Agriculture, Forest Service,Northeastern Research Station.Zhao, M., F. Escobedo, and C. Staudhammer. 2010. “Spatialpatterns of a subtropical, coastal urban forest: Implicationsfor land te

Miami-Dade County’s urban forest has been affected by hurricanes, increased rates of urbanization, and changes in the local economy. Also, the county’s climate, soils, and urban infrastructure are constantly shaping its urban forest. To better understand Miami-Dade County’s urban forest and the ecosystem services it provides, this publica-

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