DOI QR코드

DOI QR Code

Analysis of Spatial Changes in the Forest Landscape of the Upper Reaches of Guem River Dam Basin according to Land Cover Change

토지피복변화에 따른 금강 상류 댐 유역 산림 경관의 구조적 변화 분석

  • 김경태 (단국대학교 대학원 생명공학대학 환경원예조경학과) ;
  • 이현정 (단국대학교 대학원 생명공학대학 환경원예조경학과) ;
  • 김휘문 (단국대학교 대학원 생명공학대학 환경원예조경학과) ;
  • 송원경 (단국대학교 생명공학대학 환경원예조경학부)
  • Received : 2023.04.17
  • Accepted : 2023.08.02
  • Published : 2023.08.31

Abstract

Forests within watersheds are essential in maintaining ecosystems and are the central infrastructure for constructing an ecological network system. However, due to indiscriminate development projects carried out over past decades, forest fragmentation and land use changes have accelerated, and their original functions have been lost. Since a forest's structural pattern directly impacts ecological processes and functions in understanding forest ecosystems, identifying and analyzing change patterns is essential. Therefore, this study analyzed structural changes in the forest landscape according to the time-series land cover changes using the FRAGSTATS model for the dam watershed of the Geum River upstream. Land cover changes in the dam watershed of the Geum River upstream through land cover change detection showed an increase of 33.12 square kilometers (0.62%) of forests and 67.26 square kilometers (1.26%) of urbanized dry areas and a decrease of 148.25 square kilometers (2.79%) in agricultural areas from the 1980s to the 2010s. The results of no-sampling forest landscape analysis within the watershed indicated landscape percentage (PLAND), area-weighted proximity index (CONTIG_AM), average central area (CORE_MN), and adjacency index (PLADJ) increased, and the number of patches (NP), landscape shape index (LSI), and cohesion index (COHESION) decreased. Identification of structural change patterns through a moving window analysis showed the forest landscape in Sangju City, Gyeongsangbuk Province, Boeun County in Chungcheongbuk Province, and Jinan Province in Jeollabuk Province was relatively well preserved, but fragmentation was ongoing at the border between Okcheon County in Chungcheongbuk Province, Yeongdong and Geumsan Counties in Chungcheongnam Province, and the forest landscape in areas adjacent to Muju and Jangsu Counties in Jeollabuk Province. The results indicate that it is necessary to establish afforestation projects for fragmented areas when preparing a future regional forest management strategy. This study derived areas where fragmentation of forest landscapes is expected and the results may be used as basic data for assessing the health of watershed forests and establishing management plans.

유역 내 산림은 생태계 유지에 있어 중요한 역할을 맡고 있으며 생태네트워크 체계를 구성하는 주요 기반 환경이다. 그러나 지난 수십여 년간 행해진 무분별한 개발사업으로 인해 산림 파편화 및 토지이용 변화가 가속화되었으며 본래의 기능을 상실하게 되었다. 산림 생태계를 파악하는 데 있어 산림의 구조적 패턴은 생태적 과정과 기능에 직접적인 영향을 미치기 때문에 변화패턴을 파악하고 분석하는 것은 중요한 인자라 할 수 있다. 이에 본 연구는 금강 상류 댐 유역을 대상으로 FRAGSTATS 모델을 통해 시계열적인 토지피복변화에 따른 산림 경관의 구조적 변화를 분석하였다. 토지피복 변화탐지를 통한 금강 상류 댐 유역 내 토지피복변화는 1980년대부터 2010년대까지 산림 33.12km2(0.62%), 시가화건조지역 67.26km2 (1.26%) 증가하였고 농업지역 148.25km2(2.79%) 감소하였다. 유역 내 산림 경관분석결과 No sampling 분석에서는 경관백분율(PLAND), 면적가중근접지수(CONTIG_AM), 평균 중심지 면적(CORE_MN), 인접지수(PLADJ)가 증가하였고 패치수(NP), 경관형태지수(LSI), 응집지수(COHESION)가 감소하였다. Moving window 분석을 통해 구조적 변화패턴을 파악한 결과, 경상북도 상주시, 충청북도 보은군, 전라북도 진안군 내 산림 경관은 상대적으로 잘 보전되어 있었으나 충청북도 옥천군, 영동군 그리고 충청남도 금산군 사이의 경계부와 전라북도 무주군과 장수군 인접 지역의 산림 경관에서는 파편화가 진행되고 있었다. 결과를 토대로 추후 해당 지역의 산림 관리전략 수립 시 파편화 지역을 대상으로 조림사업을 수립할 필요가 있을 것으로 사료된다. 본 연구를 통해 산림 경관의 파편화가 예상되는 지역을 도출할 수 있었으며, 유역 산림의 건전성 평가 및 관리계획 수립을 위한 기초자료로써 활용될 가능성을 기대할 수 있다.

Keywords

Acknowledgement

본 논문은 환경부 한국환경산업기술원의 생태계 기반 탄소흡수원 조성·관리 기술개발사업(RS-2023-00218245)의 지원을 받아 작성되었습니다.

References

  1. Ai, J., L. Yang, Y. Liu, K. Yu and J. Liu(2022) Dynamic landscape fragmentation and the driving forces on Haitan Island, China. Land 11(1): 136.
  2. Alphan, H., E. Karamanli, M.A. Derse and C. Uslu(2022) Analyzing pattern features of urban/rural residential land use change: The case of the southern coast of Turkey. Land Use Policy 122: 106348.
  3. Antrop, M.(2004) Landscape change and the urbanization process in Europe. Landscape and Urban Planning 67(1-4): 9-26. https://doi.org/10.1016/S0169-2046(03)00026-4
  4. Balthazar, V., V. Vanacker, A. Molina and E.F. Lambin(2015) Impacts of forest cover change on ecosystem services in high Andean mountains. Ecological Indicators 48: 63-75. https://doi.org/10.1016/j.ecolind.2014.07.043
  5. Capotorti, G., E. Del Vico, I. Anzellotti and L. Celesti-Grapow(2016) Combining the conservation of biodiversity with the provision of ecosystem services in urban green infrastructure planning: Critical features arising from a case study in the metropolitan area of Rome. Sustainability 9(1): 10.
  6. Cervelli, E., E. Scotto di Perta and S. Pindozzi(2020) Identification of marginal landscapes as support for sustainable development: GIS-based analysis and landscape metrics assessment in southern Italy areas. Sustainability 12(13): 5400.
  7. Chen, B. and B. Iannone(2020) FRAGSTATS: A free tool for quantifying and evaluating spatial patterns. FOR362/FR431 EDIS, 6, 9.
  8. Chen, J.Q. and J.F. Franklin(1990) Microclimatic pattern and basic biological responses at the clear-cut edges of old-growth Douglas-fir stands. Northwest Environmental Journal 6(2): 424-425.
  9. Cheng, X.L., M.M. Nizamani, C.Y. Jim, K. Balfour, L.J. Da, S. Qureshi and H.F. Wang(2020) Using SPOT Data and FRAGSTAS to analyze the relationship between plant diversity and green space landscape patterns in the tropical coastal city of Zhanjiang, China. Remote Sensing 12(21): 3477.
  10. Cho, H.J. and J.H. Kim(2021) A study on time-series fragmentation analysis and typology of forests by city for forest management-Using the Fragstats model and cluster analysis-. Korean Institute of Forest Recreation and Welfare 25(2): 13-25.
  11. Cho, Y.S.(2014) Development of a system dynamics model for estimating the volume of forest resources and function of public benefit. Korean System Dynamics Review 15(3): 5-36.
  12. Choe, H. and J.H. Thorne(2017) Integrating climate change and land use impacts to explore forest conservation policy. Forests 8(9): 321.
  13. Choi, H., J. Lee, H. Sohn, D. Cho and Y. Song(2017) Feasibility of green network in a highly-dense urbanized area by introducing urban gardens. Korean Journal of Environment and Ecology 31(2): 252-265. https://doi.org/10.13047/KJEE.2017.31.2.252
  14. Doydee, P.(2020) Change detection of land cover and land use using remote sensing and GIS techniques in Nong Han Wetland in Thailand. Methodologies Supportive of Sustainable Development in Agriculture and Natural Resources Management, 193pp.
  15. Famiglietti, J.S., J.W. Rudnicki and M. Rodell(1998). Variability in surface moisture content along a hillslope transect: Rattlesnake Hill, Texas. Journal of Hydrology 210(1-4): 259-281.
  16. Feng, Y., Y. Liu and X. Tong(2018) Spatiotemporal variation of landscape patterns and their spatial determinants in Shanghai, China. Ecological Indicators 87: 22-32. https://doi.org/10.1016/j.ecolind.2017.12.034
  17. Fenta, A.A., H. Yasuda, N. Haregeweyn, A.S. Belay, Z. Hadush, M.A. Gebremedhin and G. Mekonnen(2017) The dynamics of urban expansion and land use/land cover changes using remote sensing and spatial metrics: The case of Mekelle City of northern Ethiopia. International Journal of Remote Sensing 38(14): 4107-4129. https://doi.org/10.1080/01431161.2017.1317936
  18. Forman, R.T.(2014) Land mosaics: The ecology of landscapes and regions 1995. The Ecological Design and Planning Reader; Island Press: Washington, DC, USA, pp.217-234.
  19. Gardner, R.H., B.T. Milne, M.G. Turnei and R.V. O'Neill(1987) Neutral models for the analysis of broad-scale landscape pattern. Landscape Ecology 1: 19-28. https://doi.org/10.1007/BF02275262
  20. Gemitzi, A., M.A. Banti and V. Lakshmi(2019) Vegetation greening trends in different land use types: Natural variability versus human-induced impacts in Greece. Environmental Earth Sciences 78: 1-10. https://doi.org/10.1007/s12665-019-8180-9
  21. Graf, W.L.(1999) Dam nation: A geographic census of American dams and their large-scale hydrologic impacts. Water Resources Research 35(4): 1305-1311. https://doi.org/10.1029/1999WR900016
  22. Haines-Young, R. and M. Chopping(1996) Quantifying landscape structure: A review of landscape indices and their application to forested landscapes. Progress in Physical Geography 20(4): 418-445. https://doi.org/10.1177/030913339602000403
  23. Heo, S.G., K.S. Kim, J.H. Ahn, J.S. Yoon, K.J. Lim, J.D. Choi and C.W. Lyou(2007) Landscape analysis of the forest fragmentations at Doam-dam watershed using the FRAGSTATS model. Journal of the Korean Association of Geographic Information Studies 10(1): 10-21.
  24. Herzog, F., A. Lausch, E. Muller, H.H. Thulke, U.T.A. Steinhardt and S. Lehmann(2001) Landscape metrics for assessment of landscape destruction and rehabilitation. Environmental Management 27(1): 91-107. https://doi.org/10.1007/s002670010136
  25. Hobbs, R.J. and C.J. Yates(2003) Impacts of ecosystem fragmentation on plant populations: Generalising the idiosyncratic. Australian Journal of Botany 51(5): 471-488. https://doi.org/10.1071/BT03037
  26. Hur, J.W., D.S. In, M.H. Jang, H. Kang and K.H. Kang(2011). Assessment of inhabitation and species diversity of fish to substrate size in the Geum River basin. Journal of Environmental Impact Assessment 20(6): 845-856.
  27. Ji, S.Y., J. Choi, S.H. Lee and P.S.H. Lee(2016) Prediction of fragmentation impact range of forest development analyzing the pattern of landscape indexes. Journal of the Korean Society of Environmental Restoration Technology 19(2): 109-119. https://doi.org/10.13087/kosert.2016.19.2.109
  28. Jung, S.G., J.H. Oh and K.H. Park(2003) The study of landscape fragmentation for the urban landscape planning. Journal of the Korean Association of Geographic Information Studies 6(3): 11-20.
  29. Jung, S.G., K.H. Park and J.H. Oh(2002) Effect of linear development projects on forest fragmentation in the Nakdong River watershed. Journal of Environmental Impact Assessment 11(3): 117-127.
  30. Kamusoko, C. and M. Aniya(2007) Land use/cover change and landscape fragmentation analysis in the Bindura District, Zimbabwe. Land Degradation & Development 18(2): 221-233.
  31. Kang, J.E., H.S. Choi, H.S. Hwang and S. Lee(2018) Analysis of ecological network according to invalidation of decision on urban parks: Focused on Busan. Journal of Environmental Impact Assessment 27(6): 618-634.
  32. Kang, W. and C.R. Park(2015) Corridor and network analyses of forest bird habitats in a metropolitan area of South Korea. Korean Journal of Agricultural and Forest Meteorology 17(3): 191-201. https://doi.org/10.5532/KJAFM.2015.17.3.191
  33. Kim, E., W. Song and D.K. Lee(2012) Forest fragmentation and its impacts: A review. Journal of the Korean Society of Environmental Restoration Technology 15(2): 149-162. https://doi.org/10.13087/kosert.2012.15.2.149
  34. Kim, H.M. and S.R. Ha(2022) Assessment of the freshwater comprehensive soundness in the Geum River basin-Focusing on ecological soundness and water welfare. Journal of Environmental Impact Assessment 31(3): 184-199.
  35. Kim, K., E. Ha, C. Lee and K. Ahn(2021) Analysis of the forest landscape changes in Mt. Jiri portion of Baekdudaegan. Journal of the Korean Cartographic Association 21(1): 39-52. https://doi.org/10.16879/jkca.2021.21.1.039
  36. Kim, K.D., J.H. Kil, B.J. Choi, M.H. Suh, K.S. Koh and D.I. Choi(1998) The conditions of fragmentation of ecosystem and ecological corridor building through the analysis of environmental impact statements. Journal of Environmental Impact Assessment 7(2): 15-26.
  37. Kim, K.T. and J.H. Kim(2005) Analysis of landscape structure change for riparian buffer zone KyangAn Watershed. Journal of the Korean Association of Geographic Information Studies 8(3): 74-83.
  38. Kim, Y.S.(2021) Analysis of land cover change in the waterfront area of Taehwa River using hyperspectral image information. Journal of the Korean Association of Geographic Information Studies 24(1): 12-25.
  39. Kong, F. and N. Nakagoshi(2006) Spatial-temporal gradient analysis of urban green spaces in Jinan, China. Landscape and Urban Planning 78(3): 147-164. https://doi.org/10.1016/j.landurbplan.2005.07.006
  40. Kupfer, J.A.(2012) Landscape ecology and biogeography: Rethinking landscape metrics in a post-FRAGSTATS landscape. Progress in Physical Geography 36(3): 400-420. https://doi.org/10.1177/0309133312439594
  41. Kwak, I.S., D.S. Lee, C. Hong and Y.S. Park(2018) Distribution patterns of benthic macroinvertebrates in streams of Korea. Korean Journal of Ecology and Environment 51(1): 60-70. https://doi.org/10.11614/KSL.2018.51.1.060
  42. Kwon, S.S., S.H. Choi and S.D. Lee(2012) A study of the landscape analysis at Su-ji/Gi-heung in Young-in city using the FRAGSTATS model. Journal of Environmental Impact Assessment 21(5): 781-787.
  43. Lee, D.K., H.Y. Yi and E.Y. Kim(2007) Analysis of fragmentation and heterogeneity of Tancheon watershed by land development projects. Journal of the Korean Society of Environmental Restoration Technology 10(6): 120-129.
  44. Lee, I.S. and E.J. Yoon(2008) Analysis of scale sensitivity of landscape indices for the assessment of urban green areas. Journal of the Korean Institute of Landscape Architecture 36(2): 69-79.
  45. Lee, J.Y., N. Lim, S.J. Lee, H.J. Cho, H.C. Sung and S.W. Jeon(2022) Analysis and management of potential development area using factor of change from forest to build-up. Journal of the Korean Association of Geographic Information Studies 25(2): 72-87.
  46. Lee, S.B.(2007) Study on landscape ecological methodology for ecological ridgeline analysis. Korea Environment Institute.
  47. Lele, N., P.K. Joshi and S.P. Agrawal(2008) Assessing forest fragmentation in northeastern region (NER) of India using landscape matrices. Ecological Indicators 8(5): 657-663. https://doi.org/10.1016/j.ecolind.2007.10.002
  48. Li, Q., T. Jin, Q. Peng, J. Lin, D. Zhang, J. Huang and B. Liu (2022) Identifying the extent of the spatial expression of landscape fragmentation based on scale effect analysis in Southwest China. Ecological Indicators 141: 109120.
  49. Li, X., L. Lu, G. Cheng and H. Xiao(2001) Quantifying landscape structure of the Heihe River Basin, north-west China using FRAGSTATS. Journal of Arid Environments 48(4): 521-535. https://doi.org/10.1006/jare.2000.0715
  50. Lofman, S.(2007) Long-term changes in two boreal landscapes with different management histories. Scandinavian Journal of Forest Research 22(1): 22-32. https://doi.org/10.1080/02827580601179383
  51. Luck, M. and J. Wu(2002) A gradient analysis of urban landscape pattern: A case study from the Phoenix metropolitan region, Arizona, USA. Landscape Ecology 17(4): 327-339. https://doi.org/10.1023/A:1020512723753
  52. McGarigal, K. and S.A. Cushman(2002) Comparative evaluation of experimental approaches to the study of habitat fragmentation effects. Ecological Applications 12(2): 335-345. https://doi.org/10.1890/1051-0761(2002)012[0335:CEOEAT]2.0.CO;2
  53. McGarigal, K.(2014) Fragstats help. University of Massachusetts.
  54. Minor, E.S. and D.L. Urban(2007) Graph theory as a proxy for spatially explicit population models in conservation planning. Ecological Applications 17(6): 1771-1782. https://doi.org/10.1890/06-1073.1
  55. Minor, E.S. and D.L. Urban(2008) A graph-theory framework for evaluating landscape connectivity and conservation planning. Conservation Biology 22(2): 297-307. https://doi.org/10.1111/j.1523-1739.2007.00871.x
  56. Mitchard, E.T.(2018) The tropical forest carbon cycle and climate change. Nature 559(7715): 527-534. https://doi.org/10.1038/s41586-018-0300-2
  57. Mollick, T., M.G. Azam and S. Karim(2023) Geospatial-based machine learning techniques for land use and land cover mapping using a high-resolution unmanned aerial vehicle image. Remote Sensing Applications: Society and Environment 29: 100859.
  58. Nafi'Shehab, Z., N.R. Jamil, A.Z. Aris, N. Park and S. Shafie(2021) Spatial variation impact of landscape patterns and land use on water quality across an urbanized watershed in Bentong, Malaysia. Ecological Indicators 122: 107254.
  59. Nahuelhual, L., A. Carmona, P. Lozada, A. Jaramillo and M. Aguayo(2013). Mapping recreation and ecotourism as a cultural ecosystem service: An application at the local level in Southern Chile. Applied Geography 40: 71-82.
  60. Narmada, K., D. Gogoi and B.G. Dhanusree(2021) Landscape metrics to analyze the forest fragmentation of Chitteri Hills in Eastern Ghats, Tamil Nadu. Journal of Civil Engineering and Environmental Sciences 7(1): 001-007. https://doi.org/10.17352/2455-488X.000038
  61. O'neill, R.V., R. Gardner and M.G. Turner(1992) A hierarchical neutral model for landscape analysis. Landscape Ecology 7(1): 55-61. https://doi.org/10.1007/BF02573957
  62. Obeidat, M., M. Awawdeh and A. Lababneh(2019) Assessment of land use/land cover change and its environmental impacts using remote sensing and GIS techniques, Yarmouk River Basin, North Jordan. Arabian Journal of Geosciences 12: 1-15. https://doi.org/10.1007/s12517-019-4905-z
  63. Olsen, L.M., V.H. Dale and T. Foster(2007) Landscape patterns as indicators of ecological change at Fort Benning, Georgia, USA. Landscape and Urban Planning 79(2): 137-149. https://doi.org/10.1016/j.landurbplan.2006.02.007
  64. Park, H.S. and D.H. Jang(2020) Analysis of changes in urbanized areas in daejeon metropolitan city by detection of changes in time series landcover: Using multi-temporal satellite images. J. Assoc. Korean Geogr. 9: 177-190.
  65. Park, K.H., S.G. Jung, J.O. Kwon and J.H. Oh(2005) Patterns of forest landscape structure due to landcover change in the Nakdong river basin. Journal of Korean Society of Rural Planning 11(4): 47-57.
  66. Pierik, M.E., M. Dell'Acqua, R. Confalonieri, S. Bocchi and S. Gomarasca(2016) Designing ecological corridors in a fragmented landscape: A fuzzy approach to circuit connectivity analysis. Ecological Indicators 67: 807-820. https://doi.org/10.1016/j.ecolind.2016.03.032
  67. Seo, H.J. and B.W. Jun(2017a) Analyzing the spatial change of urban green spaces with cell based spatial metrics: A Case study of Daegu. Journal of the Korean Association of Regional Geographers 23(1): 136-150. https://doi.org/10.26863/JKARG.2017.02.23.1.136
  68. Seo, H.J. and B.W. Jun(2017b) Modeling the spatial dynamics of urban green spaces in Daegu with a CA-Markov model. Journal of the Korean Geographical Society 52(1): 123-141.
  69. Singh, S.K., A.C. Pandey and D. Singh(2014) Land use fragmentation analysis using remote sensing and Fragstats. Remote Sensing Applications in Environmental Research, pp.151-176.
  70. Singh, S.K., P.K. Srivastava, S. Szabo, G.P. Petropoulos, M. Gupta and T. Islam(2017) Landscape transform and spatial metrics for mapping spatiotemporal land cover dynamics using Earth Observation data-sets. Geocarto International 32(2): 113-127.
  71. Sohn, H.G., W.J. Kim and C.H. Park(2000) Landscape scale ecosystem assessment modelling using spatial pattern analysis of GIS: A case study of Yongin, Korea. Journal of Geographic Information System Association of Korea 8(2): 233-241.
  72. Son, S.H. and J.Y. Choi(2021) Influence of environmental characteristics on the community structure of benthic macroinvertebrates in stream-type waterways constructed at upper reaches of Guem River. Korean Journal of Ecology and Environment 54(1): 24-38. https://doi.org/10.11614/KSL.2021.54.1.024
  73. Tinker, D.B., C.A. Resor, G.P. Beauvais, K.F. Kipfmueller, C.I. Fernandes and W.L. Baker(1998). Watershed analysis of forest fragmentation by clearcuts and roads in a Wyoming forest. Landscape Ecology 13(3): 149-165.
  74. Turner, I.M.(1996) Species loss in fragments of tropical rain forest: A review of the evidence. Journal of Applied Ecology 33(2): 200-209. https://doi.org/10.2307/2404743
  75. Turner, J.R. and R. Muller(2005) The project manager's leadership style as a success factor on projects: A literature review. Project Management Journal 36(2): 49-61. https://doi.org/10.1177/875697280503600206
  76. Turner, M.G.(1990) Spatial and temporal analysis of landscape patterns. Landscape Ecology 4: 21-30. https://doi.org/10.1007/BF02573948
  77. Varol, B., S. Szabo, R.H. Topaloglu, G.A. Aksu and E. Sertel(2023) Analysis of the association between image resolution and landscape metrics using multi-sensor LULC maps. Journal of Environmental Planning and Management: 1-22.
  78. Yang, S.G., Y.C. Cho, H. Yang and E.J. Kang(2012) Characteristics of fish fauna and community structure in Yongdam reservoir by inhabiting environment changes. Korean Journal of Environmental Biology 30(1): 15-25.
  79. Yi, H., B. Guneralp, A.M. Filippi, U.P. Kreuter and I. Guneralp(2017) Impacts of land change on ecosystem services in the San Antonio River Basin, Texas, from 1984 to 2010. Ecological Economics 135: 125-135. https://doi.org/10.1016/j.ecolecon.2016.11.019
  80. Yoon, K.R., M.Y. Park and K.G. Kim(2009) A study on management plan of urban forest based on conservation value assessment-A case study of Suri Mountain in Gunpo city-. The Studies in Regional Development 41(2): 69-75.
  81. Zebisch, M., F. Wechsung and H. Kenneweg(2004) Landscape response functions for biodiversity-assessing the impact of land-use changes at the county level. Landscape and Urban Planning 67(1-4): 157-172. https://doi.org/10.1016/S0169-2046(03)00036-7
  82. Zhao, Q., Z. Wen, S. Chen, S. Ding and M. Zhang(2020) Quantifying land use/land cover and landscape pattern changes and impacts on ecosystem services. International Journal of Environmental Research and Public Health 17(1): 126.
  83. Zhao, Y., K. Zhang, Y. Fu and H. Zhang(2012) Examining land-use/land-cover change in the Lake Dianchi Watershed of the Yunnan-Guizhou Plateau of southwest China with remote sensing and GIS techniques: 1974-2008. International Journal of Environmental Research and Public Health 9(11): 3843-3865. https://doi.org/10.3390/ijerph9113843
  84. Zhiwen, Y., M. Shili and P. Yong(2022) Forest landscape pattern analysis under urbanization in the Guangdong-Hong Kong-Macao Greater Bay Area. In: 2022 29th International Conference on Geoinformatics. IEEE, pp.1-5.
  85. Zhou, W. and F. Cao(2020) Effects of changing spatial extent on the relationship between urban forest patterns and land surface temperature. Ecological Indicators 109: 105778.
  86. Zhu, Z., B. Liu, H. Wang and M. Hu(2021) Analysis of the spatiotemporal changes in watershed landscape pattern and its influencing factors in rapidly urbanizing areas using satellite data. Remote Sensing 13(6): 1168.
  87. Zou, L., J. Wang and M. Bai(2022) Assessing spatial-temporal heterogeneity of China's landscape fragmentation in 1980-2020. Ecological Indicators 136: 108654.