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Linking landscape structures and ecosystem service value using multivariate regression analysis: a case study of the Chaohu Lake Basin, China

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Abstract

Human activities have fragmented habitats around the world. In this case, understanding the links between landscape structures and ecosystem service value (ESV) is important because the provision of ecosystem services could be affected by landscape structural changes. The main objective of this study was to evaluate how the landscape structures affect multiple ESVs. This paper examined the influences of landscape structural changes on ESV by analyzing the changes in land use and landscape metrics in the Chaohu Lake Basin, China. Principal component analysis and multivariate regression were used to determine the relationships between landscape metrics and ESVs, while considering spatial autocorrelation. The results revealed significant differences in the ESV across the study area. Regulating services provided more than 58.8 % of the total ESV of the study area in 2007, followed by supporting, provisioning and cultural services. Patch sizes can significantly affect landscape metrics at the landscape level, and consequently, influence the relationships between landscape metrics and ESV. The fragmentation metrics were critical to the ESVs in the small patches. Moreover, the diversity, density, and connectivity metrics were important to the ESVs in the medium and great patches. In the large patches, the fragmentation, density, area and richness, and connectivity metrics were critical to multiple ESVs. The application of landscape metrics in landscape planning should receive particular attention because of the complexity of the impacts of landscape structural changes on the provision of ecosystem services are complex. These results could advance the understanding of the relationships between landscape structures and ecosystem services and guide landscape planning, management and restoration.

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References

  • Anselin L, Syabri I, Kho Y (2006) GeoDa: an introduction to spatial data analysis. Geogr Anal 38:5–22

    Article  Google Scholar 

  • Bianchi FJJA, Schellhorn NA, Buckley YM, Possingham HP (2010) Spatial variability in ecosystem services: simple rules for predator-mediated pest suppression. Ecol Appl 20:2322–2333

    Article  Google Scholar 

  • Brosi BJ, Armsworth PR, Daily GC (2008) Optimal design of agricultural landscapes for pollination services. Conserv Lett 1:27–36

    Article  Google Scholar 

  • Bunn AG, Urban DL, Keitt TH (2000) Landscape connectivity: a conservation application of graph theory. J Environ Manage 59:265–278

    Article  Google Scholar 

  • Burkhard B, Kroll F, Nedkov S, Müller F (2012) Mapping ecosystem service supply, demand and budgets. Ecol Indic 21:17–29

    Article  Google Scholar 

  • Carpenter SR, DeFries R, Dietz T, Mooney HA, Polasky S, Reid WV (2006) Millennium ecosystem assessment: research needs. Science 314:257–258

    Article  Google Scholar 

  • Carreno L, Frank FC, Viglizzo EF (2012) Tradeoffs between economic and ecosystem services in Argentina during 50 years of land-use change. Agr Ecosyst Environ 154:68–77

    Article  Google Scholar 

  • Costanza R, d’Arge R, de Groot R, Farber S, Grasso M, Hannon B, Limburg K, Naeem S, O’Neill RV, Paruelo J, Raskin RG, Sutton P, van den Belt M (1997) The value of the world’s ecosystem services and natural capital. Nature 387:253–260

  • Erős T, Schmera D, Schick RS (2011) Network thinking in riverscape conservation: a graph-based approach. Biol Conserv 144:184–192

    Article  Google Scholar 

  • Fahrig L (2003) Effects of habitat fragmentation on biodiversity. Annu Rev Ecol Evol S 34:487–515

    Article  Google Scholar 

  • Foley JA, DeFries R, Asner GP, Barford C, Bonan G, Carpenter SR, Chapin FS, Coe MT, Daily GC, Gibbs HK, Helkowski JH, Holloway T, Howard EA, Kucharik CJ, Monfreda C, Patz JA, Prentice IC, Ramankutty N, Snyder PK (2005) Global consequences of land use. Science 309:570–574

    Article  Google Scholar 

  • Frank S, Fürs C, Koschke L, Makeschin F (2012) A contribution towards a transfer of the ecosystem service concept to landscape planning using landscape metrics. Ecol Indic 21:30–38

    Article  Google Scholar 

  • Gallardo B, Doledec S, Paillex A, Arscott DB, Sheldon F, Zilli F, Merigoux S, Castella E, Comin FA (2014) Response of benthic macroinvertebrates to gradients in hydrological connectivity: a comparison of temperate, subtropical, Mediterranean and semiarid river floodplains. Freshw Biol 59:630–648

    Article  Google Scholar 

  • Gao YN, Gao JF, Chen JF, Xu Y, Zhao JH (2011) Regionalizing aquatic ecosystems based on the river subbasin taxonomy concept and spatial clustering techniques. Int J Environ Res Public Health 8:4367–4385

    Article  Google Scholar 

  • Hadley AS, Betts MG (2012) The effects of landscape fragmentation on pollination dynamics: absence of evidence not evidence of absence. Biol Rev 87:526–544

    Article  Google Scholar 

  • Hargis CD, Bissonette JA, David JL (1998) The behavior of landscape metrics commonly used in the study of habitat fragmentation. Landsc Ecol 13:167–186

    Article  Google Scholar 

  • Hepcan CC (2013) Quantifying landscape pattern and connectivity in a Mediterranean coastal settlement: the case of the Urla district, Turkey. Environ Monit Assess 185:143–155

    Article  Google Scholar 

  • Hu HB, Liu WJ, Cao M (2008) Impact of land use and land cover changes on ecosystem services in Menglun, Xishuangbanna, Southwest China. Environ Monit Assess 146:147–156

    Article  Google Scholar 

  • Huang J, Zhan JY, Yan HM, Wu F, Deng XZ (2013) Evaluation of the impacts of land use on water quality: a case study in the Chaohu Lake Basin. Sci World J 2013:1-7

    Google Scholar 

  • Jiang TT, Huo SL, Xi BD, Su J, Hou HB, Yu H, Li X (2014) The influences of land-use changes on the absorbed nitrogen and phosphorus loadings in the drainage basin of Lake Chaohu, China. Environ Earth Sci 71:4165–4176

    Article  Google Scholar 

  • Joly P, Morand C, Cohas A (2003) Habitat fragmentation and amphibian conservation: building a tool for assessing landscape matrix connectivity. C R Biol 326:S132–S139

    Article  Google Scholar 

  • Jones KB, Zurlini G, Kienast F, Petrosillo I, Edwards T, Wade TG, Li BL, Zaccarelli N (2013) Informing landscape planning and design for sustaining ecosystem services from existing spatial patterns and knowledge. Landsc Ecol 28:1175–1192

    Article  Google Scholar 

  • Koschke L, Furst C, Frank S, Makeschin F (2012) A multi-criteria approach for an integrated land-cover-based assessment of ecosystem services provision to support landscape planning. Ecol Indic 21:54–66

    Article  Google Scholar 

  • Kozak K, Lant C, Shaikh S, Wang GX (2011) The geography of ecosystem service value: the case of the Des Plaines and Cache River wetlands, Illinois. Appl Geogr 31:303–311

    Article  Google Scholar 

  • Lawler JJ, Lewis DJ, Nelson E, Plantinga AJ, Polasky S, Withey JC, Helmers DP, Martinuzzi S, Pennington D, Radeloff VC (2014) Projected land-use change impacts on ecosystem services in the United States. Proc Natl Acad Sci USA 111:7492–7497

    Article  Google Scholar 

  • Le Maitre DC, Milton SJ, Jarmain C, Colvin CA, Saayman I, Vlok JHJ (2007) Linking ecosystem services and water resources: landscape-scale hydrology of the Little Karoo. Front Ecol Environ 5:261–270

    Article  Google Scholar 

  • Leitão AB, Ahern J (2002) Applying landscape ecological concepts and metrics in sustainable landscape planning. Landsc Urban Plan 59:65–93

    Article  Google Scholar 

  • LeSage J, Pace RK (2009) Introduction to spatial econometrics. Taylor & Francis/CRC, London

    Book  Google Scholar 

  • Li TH, Li WK, Qian ZH (2010) Variations in ecosystem service value in response to land use changes in Shenzhen. Ecol Econ 69:1427–1435

    Article  Google Scholar 

  • Li M, Zhu Z, Vogelmann JE, Xu D, Wen W, Liu A (2011) Characterizing fragmentation of the collective forests in southern China from multitemporal Landsat imagery: a case study from Kecheng district of Zhejiang province. Appl Geogr 31:1026–1035

    Article  Google Scholar 

  • Liu YG, Zeng XX, Xu L, Tian DJ, Zeng GM, Hu XJ, Tang YF (2011) Impacts of land-use change on ecosystem service value in Changsha, China. J Cent South Univ T 18:420–428

    Article  Google Scholar 

  • Liu EF, Shen J, Yang XD, Zhang EL (2012a) Spatial distribution and human contamination quantification of trace metals and phosphorus in the sediments of Chaohu Lake, a eutrophic shallow lake, China. Environ Monit Assess 184:2105–2118

    Article  Google Scholar 

  • Liu Y, Li JC, Zhang H (2012b) An ecosystem service valuation of land use change in Taiyuan City, China. Ecol Model 225:127–132

    Article  Google Scholar 

  • Liu SL, Dong YH, Deng L, Liu Q, Zhao HD, Dong SK (2014) Forest fragmentation and landscape connectivity change associated with road network extension and city expansion: a case study in the Lancang River Valley. Ecol Indic 36:160–168

    Article  Google Scholar 

  • Luck M, Wu J (2002) A gradient analysis of urban landscape pattern: a case study from the Phoenix metropolitan region, Arizona, USA. Landsc Ecol 17:327–339

    Article  Google Scholar 

  • MA (Millennium Ecosystem Assessment) (2005) Ecosystem and human well-being. Island Press, Washington DC

    Google Scholar 

  • Margosian ML, Garrett KA, Hutchinson JMS, With KA (2009) Connectivity of the American agricultural landscape: assessing the national risk of crop pest and disease spread. Bioscience 59:141–151

    Article  Google Scholar 

  • McGarigal K, Marks B (1995) FRAGSTATS: spatial pattern analysis program for quantifying landscape structure. USDA Forest Service, General Technical Report PNW-GTR-351, Pacific Northwest Research Station, Portland, Oregon

  • McGarigal K, Cushman SA, Ene E (2012) FRAGSTATS v4: spatial pattern analysis program for categorical and continuous maps. FRAGSTATS software (version 4.1) Computer software program produced by the authors at the University of Massachusetts, Amherst. http://www.umass.edu/landeco/research/fragstats/fragstats.html. Accessed 20 Nov 2014

  • Mitchell MGE, Bennett EM, Gonzalez A (2013) Linking landscape connectivity and ecosystem service provision: current knowledge and research gaps. Ecosystems 16:894–908

    Article  Google Scholar 

  • Mitchell MGE, Bennett EM, Gonzalez A (2014) Agricultural landscape structure affects arthropod diversity and arthropod-derived ecosystem services. Agr Ecosyst Environ 192:144–151

    Article  Google Scholar 

  • Mitchell MGE, Suarez-Castro AF, Martinez-Harms M, Maron M, McAlpine C, Gaston KJ, Johansen K, Rhodes JR (2015) Reframing landscape fragmentation’s effects on ecosystem services. Trends Ecol Evol 30:190–198

    Article  Google Scholar 

  • Nagendra H (2002) Opposite trends in response for the Shannon and Simpson indices of landscape diversity. Appl Geogr 22:175–186

    Article  Google Scholar 

  • Nassauer JI, Opdam P (2008) Design in science: extending the landscape ecology paradigm. Landsc Ecol 23:633–644

    Article  Google Scholar 

  • Nathan R, Schurr FM, Spiegel O, Steinitz O, Trakhtenbrot A, Tsoar A (2008) Mechanisms of long-distance seed dispersal. Trends Ecol Evol 23:638–647

    Article  Google Scholar 

  • 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

    Article  Google Scholar 

  • Opdam P, Steingrover E, Van Rooij S (2006) Ecological networks: a spatial concept for multi-actor planning of sustainable landscapes. Landsc Urban Plan 75:322–332

    Article  Google Scholar 

  • Palomo I, Martin-Lopez B, Alcorlo P, Montes C (2014) Limitations of protected areas zoning in Mediterranean cultural landscapes under the ecosystem services approach. Ecosystems 17:1202–1215

    Article  Google Scholar 

  • Qi ZF, Ye XY, Zhang H, Yu ZL (2014) Land fragmentation and variation of ecosystem services in the context of rapid urbanization: the case of Taizhou city, China. Stoch Environ Res Risk Assess 28:843–855

    Article  Google Scholar 

  • Ribeiro SC, Lovett A (2009) Associations between forest characteristics and socio-economic development: a case study from Portugal. J Environ Manage 90:2873–2881

    Article  Google Scholar 

  • Riitters KH, O’Neill RV, Hunsaker CT, Yankee DH, Timmins SP, Jones RB, Jackson BI (1995) A factor analysis of landscape pattern and structure metrics. Landsc Ecol 10:23–39

    Article  Google Scholar 

  • Roces-Diaz JV, Diaz-Varela ER, Alvarez-Alvarez P (2014) Analysis of spatial scales for ecosystem services: application of the lacunarity concept at landscape level in Galicia (NW Spain). Ecol Indic 36:495–507

    Article  Google Scholar 

  • Rodriguez-Loinaz G, Alday JG, Onaindia M (2015) Multiple ecosystem services landscape index: a tool for multifunctional landscapes conservation. J Environ Manage 147:152–163

    Article  Google Scholar 

  • Sagarin R, Pauchard A (2010) Observational approaches in ecology open new ground in a changing world. Front Ecol Environ 8:379–386

    Article  Google Scholar 

  • Saura S, Pascual-Hortal L (2007) A new habitat availability index to integrate connectivity in landscape conservation planning: comparison with existing indices and application to a case study. Landsc Urban Plan 83:91–103

    Article  Google Scholar 

  • Saura S, Torne J (2009) Conefor Sensinode 2.2: a software package for quantifying the importance of habitat patches for landscape connectivity. Environ Modell Softw 24:135–139

    Article  Google Scholar 

  • Shrestha RP, Schmidt-Vogt D, Nalina Gnanavelrajah (2010) Relating plant diversity to biomass and soil erosion in a cultivated landscape of the eastern seaboard region of Thailand. Appl Geogr 30:606–617

    Article  Google Scholar 

  • Shrestha MK, York AM, Boone CG, Zhang S (2012) Land fragmentation due to rapid urbanization in the Phoenix metropolitan area: analyzing the spatiotemporal patterns and drivers. Appl Geogr 32:522–531

    Article  Google Scholar 

  • Spens J, Englund G, Lundqvist H (2007) Network connectivity and dispersal barriers: using geographical information system (GIS) tools to predict landscape scale distribution of a key predator (Esox lucius) among lakes. J Appl Ecol 44:1127–1137

    Article  Google Scholar 

  • Su SL, Jiang ZL, Zhang Q, Zhang Y (2011) Transformation of agricultural landscapes under rapid urbanization: a threat to sustainability in Hang-Jia-Hu region, China. Appl Geogr 31:439–449

    Article  Google Scholar 

  • Su SL, Xiao R, Jiang ZL, Zhang Y (2012) Characterizing landscape pattern and ecosystem service value changes for urbanization impacts at an eco-regional scale. Appl Geogr 34:295–305

    Article  Google Scholar 

  • Su SL, Li DL, Hu YN, Xiao R, Zhang Y (2014a) Spatially non-stationary response of ecosystem service value changes to urbanization in Shanghai, China. Ecol Indic 45:332–339

    Article  Google Scholar 

  • Su SL, Wang YP, Luo FH, Mai GC, Pu J (2014b) Peri-urban vegetated landscape pattern changes in relation to socioeconomic development. Ecol Indic 46:477–486

    Article  Google Scholar 

  • Sun DF, Dawson R, Li H, Wei R, Li BG (2007) A landscape connectivity index for assessing desertification: a case study of Minqin County, China. Landsc Ecol 22:531–543

    Article  Google Scholar 

  • Syrbe RU, Walz U (2012) Spatial indicators for the assessment of ecosystem services: providing, benefiting and connecting areas and landscape metrics. Ecol Indic 21:80–88

    Article  Google Scholar 

  • Taylor P, Fahrig L, Henein K, Merriam G (1993) Connectivity is a vital element of landscape structure. Oikos 68:571–573

    Article  Google Scholar 

  • 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 13:149–165

    Article  Google Scholar 

  • Tscharntke T, Klein A-M, Kruess A, Steffan-Dewenter I, Thies C (2005) Landscape perspectives on agricultural intensification and biodiversity-ecosystem service management. Ecol Lett 8:857–874

    Article  Google Scholar 

  • Wainger LA, King DM, Mack RN, Price EW, Maslin T (2010) Can the concept of ecosystem services be practically applied to improve natural resource management decisions? Ecol Econ 69:978–987

    Article  Google Scholar 

  • Wang XW, Xi BD, Huo SL, Deng L, Li Q, Pan HW, Zhang JT, Liu HL (2014) Polychlorinated biphenyls residues in surface sediments of the eutrophic Chaohu Lake (China): characteristics, risk, and correlation with trophic status. Environ Earth Sci 71:849–861

    Article  Google Scholar 

  • Xie GD, Lu CX, Leng YF, Zheng D, Li SC (2003) Ecological assets valuation of the Tibetan Plateau. J Nat Res 18:189–196 (in Chinese)

    Google Scholar 

  • Xie GD, Xiao Y, Zhen L, Lu CX (2005) Study on ecosystem services value of food production in China. Chinese J Eco Agr 13:10–13 (in Chinese)

    Google Scholar 

  • Xie GD, Zhen L, Lu CX, Xiao Y, Chen C (2008) Expert Knowledge Based Valuation Method of Ecosystem Services in China. J Nat Res 23:911–919 (in Chinese)

    Google Scholar 

  • Xu ZF, Ji JP, Shi C (2011) Water geochemistry of the Chaohu Lake Basin rivers, China: chemical weathering and anthropogenic inputs. Appl Geochem 26:S379–S383

    Article  Google Scholar 

  • Zhang ZM, Gao JF, Gao YN (2015) The influences of land use changes on the value of ecosystem services in Chaohu Lake Basin. Environ Earth Sci 74:385–395

    Article  Google Scholar 

  • Zheng JK, Yu XX, Jia GD, Xia B (2010) Dynamic evolution of the ecological service value based on LUCC in Miyun reservoir catchment. Trans CSAE 26:315–320 (in Chinese)

    Google Scholar 

  • Zimmermann P, Tasser E, Leitinger G, Tappeiner U (2010) Effects of land-use and land-cover pattern on landscape-scale biodiversity in the European Alps. Agr Ecosyst Environ 139:13–22

    Article  Google Scholar 

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Acknowledgments

This work was funded by the National Natural Science Foundation of China (NO. 41401034) and the Major Science and Technology Program for Water Pollution Control and Treatment (2012ZX07501002-008 and 2012ZX07103003-04-01).

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Correspondence to Junfeng Gao.

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Zhang, Z., Gao, J. Linking landscape structures and ecosystem service value using multivariate regression analysis: a case study of the Chaohu Lake Basin, China. Environ Earth Sci 75, 3 (2016). https://doi.org/10.1007/s12665-015-4862-0

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