Abstract
Context
Urban sprawl typically consists of low-density urban development dominated by single-family housing and automobile-oriented land use patterns. Sprawl impacts landscape structure and composition, especially along the urban periphery. However, few studies have simultaneously examined sprawl at the building level and by building type (e.g. single family, multi-family) and its relationship to forest landscapes within an urbanizing region.
Objectives
(1) To map and quantify 30-years of sprawl and assess its impacts on forest landscapes in southeast Michigan, a seven-county region centered on the City of Detroit (2) to investigate how different building types, densities, and distances affect forest structure.
Methods
We used the Random Forests algorithm to analyze high resolution remote-sensing imagery and computed three landscape metrics of forest fragmentation and cohesion, incorporating data on built types and densities. Finally, we investigated the relationship between single-family housing sprawl and forest landscape functionality.
Results
The built-up expansion was correlated with an increase in overall tree canopy in the region. However, multilevel analysis revealed these same forest landscapes became less cohesive and more fragmented over time as a result of urban sprawl. Additional correlation tests revealed an increase in patch density and decrease in effective mesh size (meff) and patch cohesion in areas proximate to low-density single-family housing.
Conclusions
The analysis documents how urban sprawl negatively impacts forested landscapes. Single-family housing in particular had a detrimental impact on the functionality of adjacent forested landscapes. High thematic resolution enables policy-makers and planners to identify specific policies and interventions to increase landscape functionality.
Similar content being viewed by others
References
Alderman J, McCollin D, Hinsley SA, Bellamy PE, Picton P, Crockett R (2005) Modelling the effects of dispersal and landscape configuration on population distribution and viability in fragmented habitat. Landsc Ecol 20:857–870
Alig RJ, Kline JD, Lichtenstein M (2004) Urbanization on the US landscape: looking ahead in the 21st century. Landsc Urban Plan 69:219–234
Allard SW, Wathen MV, Shaefer HL, Danziger SK (2017) Neighborhood food infrastructure and food security in metropolitan Detroit. J Consum Aff 51(3):566–597
Almenar JB, Bolowich A, Elliot T, Geneletti D, Sonnemann G, Rugani B (2019) Assessing habitat loss, fragmentation and ecological connectivity in Luxembourg to support spatial planning. Landsc Urban Plan 189:335–351
An L, Brown DG, Nassauer JI, Low B (2011) Variations in development of exurban residential landscapes: timing, location, and driving forces. J Land Use Sci 6:13–32
Andren H (1994) Effects of habitat fragmentation on birds and mammals in landscapes with different proportions of suitable habitat: a review. Oikos 71:355–366
Arendt Randall (1994) Rural by design: maintaining small town character. Planners Press, American Planning Association, Chicago
Atauri JA, De Lucio JV (2001) The role of landscape structure in species richness distribution of birds, amphibians, reptiles and lepidopterans in Mediterranean landscapes. Landsc Ecol 16:147–159
Auch R, Taylor J, Acevedo W (2004) Urban growth in American cities: glimpses of U.S. urbanization. US Geol Surv Circ. https://doi.org/10.1057/s41280-017-0074-y
Belgiu M, Dragut L (2016) Random forest in remote sensing: a review of applications and future directions. ISPRS J Photogramm Remote Sens 114:24–31
Borgmann KL, Rodewald AD (2004) Nest predation in an urbanizing landscape: the role of exotic shrubs. Ecol Appl 14:1757–1765
Boyle R, Mohamed R (2007) State growth management, smart growth and urban containment: a review of the US and a study of the heartland. J Environ Plan Manag 50:677–697
Breiman L (2001) Random forests. Mach Learn 40:5–32
Brooks TM, Pimm SL, Oyugi JO (1999) Time lag between deforestation and bird extinction in tropical forest fragments. Conserv Biol 13(5):1140–1150
Brown DG, Robinson DT, An L, Nassauer JI, Zellner M, Rand W, Riolo R, Page SE, Low B, Wang Z (2008) Exurbia from the bottom-up: confronting empirical challenges to characterizing a complex system. Geoforum 39:805–818
Camprag N (2018) Innovative post-neoliberal policy as a way out of crisis? Another reflection on the case of urban decline in Detroit. City Territ Archit 5(1):2
Chambers CL, Cushman SA, Medina-Fitoria A, Martınez-Fonseca J, Chavez-Velasquez M (2016) Influences of scale on bat habitat relationships in a forested landscape in Nicaragua. Landsc Ecol 31:1299–1318
Chavez PS (1996) Image-based atmospheric corrections—revisited and improved. Photogramm Eng Remote Sens 62(9):1025–1036
Chavez PS, Sides SC, Anderson JA (1991) Comparison of three different methods to merge multiresolution and multispectral data: landsat TM and SPOT panchromatic. Photogramm Eng Remote Sens 57(3):295–303
Costanza JK, Riitters K, Vogt P, Wickham J (2019) Describing and analyzing landscape patterns: where are we now, and where are we going? Landsc Ecol. https://doi.org/10.1007/s10980-019-00889-6
Crooks KR, Burdett CL, Theobald DM, King SRB, Di Marco M, Rondininig C, Boitani L (2017) Quantification of habitat fragmentation reveals extinction risk in terrestrial mammals. Proc Natl Acad Sci USA 114:7635–7640
Debinski DM, Holt RD (2000) A survey and overview of habitat fragmentation experiments. Conserv Biol 14:342–355
Dupras J, Marull J, Parcerisas L, Coll F, Gonzalez A, Girard M, Tello E (2016) The impacts of urban sprawl on ecological connectivity in the Montreal Metropolitan Region. Environ Sci Policy 58:61–73
Endsley KA, Brown DG, Bruch E (2018) Housing market activity is associated with disparities in urban and metropolitan vegetation. Ecosystems 21:1593–1607
Ewers RM, Didham RK (2006) Confounding factors in the detection of species responses to habitat fragmentation. Biol Rev 81:117–142
Gagné SA, Fahrig L (2010) The trade-off between housing density and sprawl area: minimising impacts to forest breeding birds. Basic Appl Ecol 11:723–733
Galster G, Hanson R, Ratcliffe MR, Wolman H, Coleman S, Freihage J (2001) Wrestling sprawl to the ground: defining and measuring an elusive concept. Hous Policy Debate 12:681–717
Gibbs JP (2001) Demography versus habitat fragmentation as determinants of genetic variation in wild populations. Biol Conserv 100:15–20
Girvetz EH, Thorne JH, Berry, AM, Jaeger JAG (2007) Integrating habitat fragmentation analysis into transportation planning using the effective mesh size landscape metric. In: International conference on ecology and transportation (ICOET 2007)
Gislason PO, Benediktsson JA, Sveinsson JR (2006) Random forests for land cover classification. Pattern Recognit Lett 27:294–300
Gonzalez-Abraham CE, Radeloff VC, Hammer RB, Hawbaker TJ, Stewart SI, Clayton MK (2007) Building patterns and landscape fragmentation in northern Wisconsin, USA. Landsc Ecol 22:217–230
Gounaridis D, Apostolou A, Koukoulas S (2016) Land cover of Greece, 2010: a semi-automated classification using random forests. J Maps 12(5):1055–1062
Gounaridis D, Chorianopoulos I, Symeonakis E, Koukoulas S (2019) A Random Forest-Cellular Automata modelling approach to explore future land use/cover change in Attica (Greece), under different socioeconomic realities and scales. Sci Total Environ 646:320–335
Gounaridis D, Koukoulas S (2016) Urban land cover thematic disaggregation, employing datasets from multiple sources and RandomForests modeling. Int J Appl Earth Obs 51:1–10
Gounaridis D, Symeonakis E, Chorianopoulos I, Koukoulas S (2018) Incorporating density in spatiotemporal land use/cover change patterns: the case of Attica, Greece. Remote Sens 1(7):1034
Gounaridis D, Zaimes GN, Koukoulas S (2014) Quantifying spatio-temporal patterns of forest fragmentation in Hymettus Mountain, Greece. Comput Environ Urban 46:35–44
Grashof-Bokdam CJ, Chardon JP, Vos CC, Foppen RPB, WallisDeVries W, van der Veen M, Meeuwsen HAM (2009) The synergistic effect of combining woodlands and green veining for biodiversity. Landsc Ecol 24:1105–1121
Gustafson EJ (1998) Quantifying landscape spatial pattern: what is the state of the art? Ecosystems 1:143–156
Haddad NM, Brudvig LA, Clobert J, Davies KF, Gonzalez A, Holt RD, Lovejoy TE, Sexton JO, Austin MP, Collins CD, Cook WM, Damschen EI, Ewers RM, Foster BL, Jenkins CN, King AJ, Laurance WF, Levey DJ, Margules CR, Melbourne BA, Nicholls AO, Orrock JL, Song D-X, Townshend JR (2015) Habitat fragmentation and its lasting impact on Earth’s ecosystems. Sci Adv 1:1–10
Hansen AJ, Knight RL, Marzluff JM, Powell S, Brown K, Gude PH, Jones K (2005) Effects of exurban development on biodiversity: patterns, mechanisms, and research needs. Ecol Appl 15:1893–1905
Hansen AJ, Rasker R, Maxwell N, Rotella JJ, Johnson JD, Parmenter AW, Langner U, Cohen WB, Lawrence RL, Kraska MPV (2002) Ecological causes and consequences of demographic change in the new West. Bioscience 52:151–162
Hanski I, Zurita GA, Bellocq MI, Rybicki J (2013) Species-fragmented area relationship. Proc Natl Acad Sci USA 110:12715–12720
Hepinstall JA, Alberti M, Marzluff JM (2008) Predicting land cover change and avian community responses in rapidly urbanizing environments. Landsc Ecol 23:1257–1276
Ibáñez I, Katz DSW, Peltier D et al (2014) Assessing the integrated effects of landscape fragmentation on plants and plant communities: the challenge of multiprocess-multiresponse dynamics. J Ecol 102:882–895
Irwin EG, Bockstael NE (2007) The evolution of urban sprawl: evidence of spatial heterogeneity and increasing land fragmentation. Proc Natl Acad Sci 104(52):20672–20677
Jaeger JAG (2000) Landscape division, splitting index, and effective mesh size: new measures of landscape fragmentation. Landsc Ecol 15:115–130
Jaeger JA, Bertiller R, Schwick C, Kienast F (2010) Suitability criteria for measures of urban sprawl. Ecol Indic 10(2):397–406
Jay J, Miratrix LW, Branas CC, Zimmerman MA, Hemenway D (2019) Urban building demolitions, firearm violence and drug crime. J Behav Med 42(4):626–634
Kim J, Zhou X (2012) Landscape structure, zoning ordinance, and topography in hillside residential neighborhoods: a case study of Morgantown, WV. Landsc Urban Plan 108:28–38
Kinder K (2016) DIY Detroit: making do in a city without services. University of Minnesota Press, Minneapolis
Kluza DA, Griffin CR, DeGraaf RM (2000) Housing developments in rural New England: effects on forest birds. Anim Conserv 3:15–26
Lee SJ, Longcore T, Rich C, Wilson JP (2017) Increased home size and hardscape decreases urban forest cover in Los Angeles County’s single-family residential neighborhoods. Urban Urban Green 24:222–235
Lee S, Wolberg G, Shin SY (1997) Scattered data interpolation with multilevel B-Splines. IEEE Trans Vis Comput Graph 3(3):228–244
Li T, Shilling F, Thorne J, Li F, Schott H, Boynton R, Berry AM (2010) Fragmentation of China’s landscape by roads and urban areas. Landsc Ecol 25:839–853
Liaw A, Wiener M (2002) Classification and regression by randomForest. R News 2(3):18–22
Marzluff JM, Bowman M, Donnelly R (2001) A historical perspective on urban bird research: trends, terms, and approaches. In: Marzluff JM, Bowman M, Donnelly R (eds) Avian ecology and conservation in an urbanizing world. Kluwer Academic Publishers, Boston, pp 1–17
McGarigal K, Cushman SA, Neel MC, Ene E (2002) FRAGSTATS: spatial pattern analysis program for categorical maps. Computer software program produced by the authors at the University of Massachusetts, Amherst
McGarigal K, Marks BJ (1995) FRAGSTATS: spatial pattern analysis program for quantifying landscape structure. Gen. Tech. Rep. PNW-GTR-351. U.S. Department of Agriculture, Forest Service, Pacific Northwest Research Station, Portland, OR
McKinney ML (2002) Urbanization, biodiversity, and conservation. Bioscience 52:883–890
Mexia T, Vieira J, Príncipe A, Anjos A, Silva P, Lopes N, Freitas C, Santos-Reis M, Correia O, Branquinho C, Pinho P (2018) Ecosystem services: urban parks under a magnifying glass. Environ Res 160:469–478
Nassauer JI (2012) Landscape as medium and method for synthesis in urban ecological design. Landsc Urban Plan 106:221–229
Neel MC, McGarigal K, Cushman SA (2004) Behavior of class-level landscape metrics across gradients of class aggregation and area. Landsc Ecol 19:435–455
Nelson AC (2013) Reshaping metropolitan America: development trends and opportunities to 2030. Island Press, Washington, DC
Opdam P, Verboom J, Pouwels R (2003) Landscape cohesion: an index for the conservation potential of landscapes for biodiversity. Landsc Ecol 18:113–126
Peel MC, Finlayson BL, McMahon TA (2007) Updated world map of the Köppen-Geiger climate classification. Hydrol Earth Syst Sci 11:1633–1644
Peiser R (2001) Decomposing urban sprawl. TPR 72(3):275–298
Piano E, Souffreau C, Merckx T, Baardsen LF, Backeljau T, Bonte D, Brans KI, Cours M, Dahirel M, Debortoli N, Decaestecker E, De Wolf1 K, Engelen JEM, Fontaneto D, Gianuca AT, Govaert L, Hanashiro FTT, Higuti J, Lens L, Martens K, Matheve H, Matthysen E, Pinseel E, Sablon R, Schön I, Stoks R, Van Doninck K, Van Dyck H, Vanormelingen P, Van Wichelen J, Vyverman W, De Meester L, Hendrickx F, (2019) Urbanization drives cross-taxon declines in abundance and diversity at multiple spatial scales. Glob Chang Biol 26(3):1196–1211
Pidgeon AM, Radeloff VC, Flather CH, Lepczyk CA, Clayton MK, Hawbaker TJ, Hammer RB (2007) Associations of forest bird species richness with housing and landscape patterns across the USA. Ecol Appl 17:1989–2010
Pijanowski BC, Robinson KD (2011) Landscape and urban planning rates and patterns of land use change in the Upper Great Lakes States, USA: a framework for spatial temporal analysis. Landsc Urban Plan 102:102–116
Radeloff VC, Hammer RB, Stewart SI (2005) Sprawl and forest fragmentation in the U.S. Midwest from 1940 to 2000. Conserv Biol 19:793–805
Radeloff VC, Stewart SI, Hawbaker TJ, Gimmi U, Pidgeon AM, Flather CH, Hammer RB, Helmers DP (2010) Housing growth in and near United States protected areas limits their conservation value. Proc Natl Acad Sci 107:940–945
Reese LA, Eckert J, Sands G, Vojnovic I (2017) “It’s safe to come, we’ve got lattes”: development disparities in Detroit. Cities 60:367–377
Resnik DB (2010) Urban sprawl, smart growth, and deliberative democracy. Am J Public Health 100(10):1852–1856
Ricketts TH (2001) The matrix matters: effective isolation in fragmented landscapes. Am Nat 158:87–99
Robinson L, Newell JP, Marzluff JM (2005) Twenty-five years of sprawl in the Seattle region: growth management responses and implications for conservation. Landsc Urban Plan 71:51–72
Safransky S (2014) Greening the urban frontier: race, property, and resettlement in Detroit. Geoforum 56:237–248
Sampson NR, Webster NJ, Nassauer JI, Schulz AJ (2019) Adapting social surveys to depopulating neighborhoods. Landsc Urban Plan 181:45–50
Schmiedel I, Culmsee H (2016) The influence of landscape fragmentation, expressed by the “Effective Mesh Size Index”, on regional patterns of vascular plant species richness in Lower Saxony, Germany. Landsc Urban Plan 153:209–220
Schumaker NH (1996) Using landscape indices to predict habitat connectivity. Ecology 77:1210–1225
Spanowicz AG, Jaeger JAG (2019) Measuring landscape connectivity: on the importance of within-patch connectivity. Landsc Ecol 34(10):2261–2278
Suarez-Rubio M, Wilson S, Leimgruber P, Lookingbill T (2013) Threshold responses of forest birds to landscape changes around exurban development. PLoS ONE 8:1–11
The Conservation Fund (2019) Open space & parkland preservation program. Activity Report Fiscal Year 2019. https://bit.ly/2Oyliol
Theobald DM (2005) Landscape patterns of exurban growth in the USA from 1980 to 2020. Ecol Soc 10:32
Theobald DM, Miller JR, Hobbs NT (1997) Estimating the cumulative effects of development on wildlife habitat. Landsc Urban Plan 39:25–36
Thornton DH, Branch LC, Sunquist ME (2011) The influence of landscape, patch, and within-patch factors on species presence and abundance: a review of focal patch studies. Landsc Ecol 26:7–18
Tinker DB, Resor CAC, Beauvais GP, Kipfmueller KF, Fernandes CI, Baker WL (1998) Watershed analysis of forest fragmentation by clearcuts and roads in a Wyoming forest. Landsc Ecol 13(3):149–165
Tischendorf L, Fahrig L (2000) How should we measure landscape connectivity? Landsc Ecol 15:633–641
United Nations (UN) (2018) Population Division World Urbanization Prospects: The 2018 Revision. https://bit.ly/2WDby06
U.S. Fish and Wildlife Service (2018) Region 3: federally endangered and threatened, species in Michigan. https://bit.ly/2Vx12XL
van Dorp D, Opdam PFM (1987) Effects of patch size, isolation and regional abundance on forest bird communities. Landsc Ecol 1:59–73
Vieira MV, Olifiers N, Delciellos AC, Antunes VZ, Bernardo LR, Grelle CEV, Cerqueira R (2009) Land use vs. fragment size and isolation as determinants of small mammal composition and richness in Atlantic Forest remnants. Biol Conserv 142:1191–1200
Vrabel J (1996) Multispectral imagery band sharpening study. Photogramm Eng Remote Sens 62(9):1075–1083
Walton JT, Nowak DJ, Greenfield EJ (2008) Assessing urban forest canopy cover using airborne or satellite imagery. Arboric Urban For 34(6):334–340
Wang X, Blanchet FG, Koper N (2014) Measuring habitat fragmentation: an evaluation of landscape pattern metrics. Methods Ecol Evol 5:634–646
Wickham J, Riitters H (2019) Influence of high-resolution data on the assessment of forest fragmentation. Landsc Ecol 34(9):2169–2182
Wilson DC (2007) A comparison of landscape metrics in relation to neo-tropical migratory bird occurrence in the driftless area of the Upper Mississippi River Basin. Papers in Resource Analysis 9. Saint Mary’s University of Minnesota Central Services Press. Winona, Minnesota, pp 1–20
Wilson GR, Brown DG (2015) Change in visible impervious surface area in southeastern Michigan before and after the “Great Recession”: spatial differentiation in remotely sensed land-cover dynamics. Popul Environ 36:331–355
Wilson B, Chakraborty A (2013) The environmental impacts of sprawl: emergent themes from the past decade of planning research. Sustainability 5:3302–3327
Wu J, Shen W, Sun W, Tueller PT (2002) Empirical patterns of the effects of changing scale on landscape metrics. Landsc Ecol 17:761–782
Yuan Y, Zeng G, Liang J, Li X, Li Z, Zhang C, Huang L, Lai X, Lu L, Wu H, Yu X (2014) Effects of landscape structure, habitat and human disturbance on birds: a case study in East Dongting Lake wetland. Ecol Eng 67:67–75
Zhou W, Huang G, Pickett STA, Cadenasso ML (2011) 90 years of forest cover change in an urbanizing watershed: spatial and temporal dynamics. Landsc Ecol 26:645
Zhou W, Wang J, Qian Y, Pickett STA, Li W, Han L (2018) The rapid but “invisible” changes in urban greenspace: a comparative study of nine Chinese cities. Sci Total Environ 627:1572–1584
Ziter CD, Pedersen EJ, Kucharik CJ, Turner MG (2019) Scale-dependent interactions between tree canopy cover and impervious surfaces reduce daytime urban heat during summer. Proc Natl Acad Sci USA 116(15):7575–7580
Acknowledgements
This work received financial support from the USDA NIFA/McIntire Stennis (Project No. 19-PAF02996) and the National Science Foundation (Sustainability Research Network, Award Number: 1444745). The authors would like to thank Katherine Grantham and the Southeast Michigan Council of Governments (SEMCOG) for providing data and advice and for organizing two workshops where we presented preliminary results to key stakeholders. The authors also thank K. Arthur Endsley for his feedback and comments on an earlier draft of the manuscript, Emily Wolfe for assistance with training and validation, and Catherine V. Howard for editorial assistance. Finally, the authors are grateful to the Associate Editor and the anonymous reviewers for their constructive comments.
Author information
Authors and Affiliations
Corresponding author
Additional information
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Electronic supplementary material
Below is the link to the electronic supplementary material.
Rights and permissions
About this article
Cite this article
Gounaridis, D., Newell, J.P. & Goodspeed, R. The impact of urban sprawl on forest landscapes in Southeast Michigan, 1985–2015. Landscape Ecol 35, 1975–1993 (2020). https://doi.org/10.1007/s10980-020-01075-9
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s10980-020-01075-9