Predicting mangrove forest distribution driven by land uses in Guangdong Province
CHAO Bi-xiao1, WANG Yu-yu1, YU Wei-wei2,3, MA Zhi-yuan2,3, CHEN Guang-cheng2,3, CHEN Bin2,3, HU Wen-jia2,3
1. School of Ecology and Nature Conservation, Beijing Forestry University, Beijing 100083, China; 2. Third Institute of Oceanography, Ministry of Natural Resources, Xiamen 361005, China; 3. Fujian Provincial Key Laboratory of Marine Ecological Conservation and Restoration, Xiamen 361005, China
Abstract:In order to explore the influence of land use option on the potential distribution of mangrove forests, MaxEnt model and Dyna-CLUE model were coupled to establish a quantitative relationship between mangrove distribution and land use, using Guangdong Province, which has the largest mangrove distribution area in China, as a research area. MaxEnt model was used to simulate the theoretical suitable area of mangroves under natural conditions. Dyna-CLUE model was used to predict land use change in 2030 under three scenarios. The simulated land use patterns were used as constrains to estimate future mangrove distribution. The results showed that the potential suitable area for mangrove forest in Guangdong Province was about 34531hm2 in 2020. The potential suitable area of mangroves could reach 47525hm2 under conservation scenario by implementing comprehensive ecological protection and restoration projects. Under the sustainable development scenario, mangrove aera would increase to 38125hm2 through returning part of current aquaculture to wetland. However, the mangrove forest areas would be reduced to 24375hm2 (i.e. a reduction of 58.61%) in 2030under the business-as-usual scenario. The model coupling method developed in this study could effectively predict the potential distribution of mangroves under different coastal land use strategies. The results of the study found that different land use policies would have a significant impact on the future mangrove distribution. The findings provide scientific support for policy makers to protect and restore mangrove forests.
Lee S Y, Primavera J H, Dahdouh-Guebas F, et al. Ecological role and services of tropical mangrove ecosystems:A reassessment[J]. Global Ecology and Biogeography, 2014,23:726-743.
[2]
Spalding M D, Blasco F, Field C D. World mangrove atlas[M]. Okinawa:International Society for Mangrove Ecosystems, 1997.
[3]
Duke N C, Meynecke J O, Dittmann S, et al. A world without mangroves?[J]. Science, 2007,317(5834):41-42.
[4]
Valiela I, Bowen J L, York J K. Mangrove forests:one of the world's threatened major tropical environments[J]. Bioscience, 2001,51:807-815.
[5]
Wilkie M L, Fortuna S. Status and trends in mangrove area extent worldwide[M]. Rome:Forest Resources Division, 2003.
[6]
保尔森基金会.中国红树林保护及恢复战略研究报告[R]. 深圳:保尔森基金会, 2020.Paulson Institute. Research report on mangrove protection and restoration strategy in China[R]. Shenzhen:Paulson Institute, 2020[2020-12-10].https://paulsoninstitute.org.cn/wp-content/uploads/2020/06/%E4%B8%AD%E5%9B%BD%E7%BA%A2%E6%A0%91%E6%9E%97%E4%BF%9D%E6%8A%A4%E4%B8%8E%E6%81%A2%E5%A4%8D%E6%88%98%E7%95%A5%E7%A0%94%E7%A9%B6%E6%8A%A5%E5%91%8A%E2%80%94%E6%91%98%E8%A6%81%E7%89%88.pdf.
[7]
Zhang H, Zhou L G, Chen M N, et al. Land use dynamics of the fast-growing Shanghai metropolis, China (1979-2008) and its implications for land use and urban planning policy[J]. Sensors, 2011,11(2):1794.
[8]
Pimm S L, Jenkins C N, Abell R, et al. The biodiversity of species and their rates of extinction, distribution, and protection[J]. Science, 2014, 344:1246752.
[9]
Zhou X, Lei K, Wei M. An approach of habitat degradation assessment for characterization on coastal habitat conservation tendency[J]. Science of the Total Environment, 2017,593-594:618-623.
[10]
Gilman E L, Ellison J, Duke N C, et al. Threats to mangroves from climate change and adaptation options:A review[J]. Aquatic botany, 2008,89:237-250.
[11]
Richards D R, Friess D A. Rates and drivers of mangrove deforestation in Southeast Asia[J]. Proceedings of the National Academy of Sciences of the United States of America, 2016,113:344-349.
[12]
Wang W Q, Fu H F, Lee S Y, et al. Can strict protection stop the decline of mangrove ecosystems in China? From rapid destruction to rampant degradation[J]. Forests, 2020,11(1):55.
[13]
王文卿,王瑁.中国红树林[M]. 北京:科学出版社, 2007.Wang W Q, Wang M. The Mangroves of China[M]. Beijing:Science Press, 2007.
[14]
范航清,王文卿.中国红树林保育的若干重要问题[J]. 厦门大学学报(自然科学版), 2017,56(3):323-330.Fan H Q, Wang W Q. Some thematic issues for mangrove conservation in China[J]. Journal of Xiamen University (Natural Science), 2017,56(3):323-330.
[15]
国家林业局.全国沿海防护林体系建设工程规划(2016-2025年)[R/OL], 2017[2020-12-15]. http://www.gov.cn/xinwen/2017-05/16/5194348/files/8cfb540b5ff744518f1f05abdd201bdd.pdf.SFA. National coastal shelter forest system construction project plan (2016-2025)[R/OL], 2017[2020-12-15]. http://www.gov.cn/xinwen/2017-05/16/5194348/files/8cfb540b5ff744518f1f05abdd201bdd.pdf.
[16]
但新球,廖宝文,吴照柏,等.中国红树林湿地资源、保护现状和主要威胁[J]. 生态环境学报, 2016,25(7):1237-1243.Dan X Q, Liao B W, Wu Z B, et al. Resources, conservation status and main threats of mangrove wetlands in China[J]. Ecology and Environmental Sciences, 2016,25(7):1237-1243.
[17]
杨加志,胡喻华,罗勇,等.广东省红树林分布现状与动态变化研究[J]. 林业与环境科学, 2018,34(5):24-27.Yang J Z, Hu Y H, Luo Y, et al. Study on the distribution and dynamic change of mangrove in Guangdong[J]. Forestry and Environmental Science, 2018,34(5):24-27.
[18]
自然资源部国家林业和草原局.红树林保护修复专项行动计划(2020-2025年)[R/OL]. 2020[2020-12-01]. http://www.gov.cn/xinwen/2020-08/30/content_5538506.htm. National Forestry and Grassland Administration. Special action plan for mangrove protection and restoration (2020-2025)[R/OL]. 2020[2020-12-01]. http://www.gov.cn/xinwen/2020-08/30/content_5538506. htm.
[19]
Jayasinghe S L, Kumara L. Modeling the climate suitability of tea[Camellia sinensis(L.) O. Kuntze] in Sri Lanka in response to current and future climate change scenarios[J]. Agricultural and Forest Meteorology, 2019,272-273:10-117.
[20]
Phillips S J. A brief tutorial on Maxent[J]. Lessons in Conservation, 2010,3(107-135).
[21]
Hu W, Wang Y, Dong P, et al. Predicting potential mangrove distributions at the global northern distribution margin using an ecological niche model:Determining conservation and reforestation involvement[J]. Forest Ecology and Management, 2020,478:118517.
[22]
Hu W, Wang Y, Zhang D, et al. Mapping the potential of mangrove forest restoration based on species distribution models:A case study in China[J]. Science of the Total Environment, 2020,748:142321.
[23]
Zellmer A J, Claisse J T, Williams C M, et al. Predicting optimal sites for ecosystem restoration using stacked-species distribution modeling[J]. Frontiers in marine science, 2019,6.
[24]
晁碧霄,胡文佳,陈彬,等.基于MaxEnt模型的广东省红树林潜在适生区和保护空缺分析[J]. 生态学杂志, 2020,39(11):3785-3794.Chao B X, Hu W J, Chen B, et al. Potential suitable habitat of mangroves and conservation gap analysis in Guangdong Province with MaxEnt Modeling[J]. Chinese Journal of Ecology, 2020,39(11):3785-3794.
[25]
胡文佳,晁碧霄,王玉玉,等.基于最大熵模型的福建省红树林潜在适生区评估[J]. 中国环境科学, 2020,40(9):4029-4038.Hu W J, Chao B X, Wang Y Y, et al. Assessing the potential distributions of mangrove forests in Fujian Province using MaxEnt model[J]. China Environmental Science, 2020,40(9):4029-4038.
[26]
Pontius R G J, Boersma W, Castella J C, et al. Comparing the input, output, and validation maps for several models of land change[J]. The Annals of Regional Science, 2008,42:11-37.
[27]
Yang Y, Bao W, Liu Y. Scenario simulation of land system change in the Beijing-Tianjin-Hebei region[J]. Land Use Policy, 2020,96:104677.
[28]
Verburg P H, Overmars K P. Combining top-down and bottom-up dynamics in land use modeling:exploring the future of abandoned farmlands in Europe with the Dyna-CLUE model[J]. Landscape Ecology, 2009,24(9):1167-1181.
[29]
Behera M D, Tripathi P, Das P, et al. Remote sensing based deforestation analysis in Mahanadi and Brahmaputra river basin in India since 1985[J]. Journal of Environmental Management, 2018,206:1192-1203.
[30]
Clerici N, Cote-Navarro F, Escobedo F J, et al. Spatio-temporal and cumulative effects of land use-land cover and climate change on two ecosystem services in the Colombian Andes[J]. Science of The Total Environment, 2019,685:1181-1192.
[31]
Gong J, Hu Z, Chen W, et al. Urban expansion dynamics and modes in metropolitan Guangzhou, China[J]. Land Use Policy, 2018,72:100-109.
[32]
Peng K, Jiang W, Deng Y, et al. Simulating wetland changes under different scenarios based on integrating the random forest and CLUE-S models:A case study of Wuhan Urban Agglomeration[J]. Ecological Indicators, 2020,117:106671.
[33]
Wang Y, Li X, Zhang Q, et al. Projections of future land use changes:Multiple scenarios-based impacts analysis on ecosystem services for Wuhan city, China[J]. Ecological Indicators, 2018,94:430-445.
[34]
Yang S, Zhao W, Liu Y, et al. Influence of land use change on the ecosystem service trade-offs in the ecological restoration area:Dynamics and scenarios in the Yanhe watershed, China[J]. Science of the Total Environment, 2018,644:556-566.
[35]
Tuholske C, Tane Z, Lopez-Carr D, et al. Thirty years of land use/cover change in the Caribbean:Assessing the relationship between urbanization and mangrove loss in Roatán, Honduras. Applied Geography[J]. 2017,88:84-93.
[36]
Nguyen H H, McAlpine C, Pullar D, et al. The relationship of spatial-temporal changes in fringe mangrove extent and adjacent land-use:Case study of Kien Giang coast, Vietnam. Ocean & Coastal Management[J]. 2013,76:12-22.
[37]
Lopez-Angarita J, Tilley A, Hawkins J P, et al. Land use patterns and influences of protected areas on mangroves of the eastern tropical Pacific. Biological Conservation[J]. 2018,227:82-91.
[38]
Veettil B K, Van D D, Quang N X, et al. Spatiotemporal dynamics of mangrove forests in the Andaman and Nicobar Islands (India). Regional Studies in Marine Science[J]. 2020,39:101466.
[39]
Hauser L T, Vu G N, Nguyen B A, et al. Uncovering the spatio-temporal dynamics of land cover change and fragmentation of mangroves in the Ca Mau peninsula, Vietnam using multi-temporal SPOT satellite imagery (2004-2013). Applied Geography[J]. 2017,86:197-207.
[40]
Charrua A B, Bandeira S O, Catarino S, et al. Assessment of the vulnerability of coastal mangrove ecosystems in Mozambique[J]. Ocean and Coastal Management, 2020,189:105145.
[41]
张典,王玉玉,俞炜炜,等.厦门湾红树林生境适宜性评估及修复潜力分析[J]. 应用海洋学学报, 2021,40(1):43-55.Zhang D, Wang Y Y, Yu W W, et al. Assessment of the habitat suitability and restoration potential of mangroves in Xiamen Bay, China[J]. Journal of Applied Oceanography, 2021,40(1):43-55.
[42]
廖宝文,张乔民.中国红树林的分布、面积和树种组成[J]. 湿地科学, 2014,12(4):435-440.Liao B W, Zhang Q M. Area, Distribution and species composition of mangroves in China[J]. Wetland Science, 2014,12(4):435-440.
[43]
林珍铭,夏斌,董武娟.基于信息熵的广东省土地利用结构时空变化分析[J]. 热带地理, 2011,31(3):265-271.Lin Z M, Xia B, Dong W J. Analysis on temporal-spatial changes of land-use structure in guangdong province based on information entropy[J]. Tropical Geography, 2011,31(3):266-271.
[44]
Yang J Z, Hu Y H, Luo Y, et al. Study on the distribution and dynamic change of mangrove in Guangdong[J]. Forestry and Environmental Science, 2018,34(5):24-27.
[45]
Ma C, Ai B, Zhao J, et al. Change detection of mangrove forests in coastal Guangdong during the past three decades based on remote sensing data. Remote Sensing[J]. 2019,16(3):487-503.
[46]
陈鹭真,郑文教,杨盛昌,等.红树林耐寒性和向海性生态系列对气候变化响应的研究进展[J]. 厦门大学学报(自然科学版), 2017,56(3):305-313.Chen L Z, Zheng W J, Yang S C, et al. Research progresses of mangrove cold-tolerant classes and seral classes, and their responses to climate change[J]. Journal of Xiamen University (Natural Science), 2017,56(3):305-313.
[47]
Peng Y, Zheng M, Zheng Z, et al. Virtual increase or latent loss? A reassessment of mangrove populationsand their conservation in Guangdong, southern China[J]. Marine Pollution Bulletin, 2016,109:691-699.
[48]
Gessler P E, Moore I D, McKenzie N J, et al. Soil-landscape modeling and spatial prediction of soil attributes. International Journal of Geographical Information Systems[J]. 1995,9:421-432.
[49]
Chakraborty A, Joshi P, Sachdeva K. Predicting distribution of major forest tree species to potential impacts of climate change in the central Himalayan region[J]. Ecological Engineering, 2016,97:593-609.
[50]
Wei B, Wang R, Hou K, et al. Predicting the current and future cultivation regions of Carthamus tinctorius L. using MaxEnt model under climate change in China[J]. Global Ecology and Conservation, 2018,16:e00477.
[51]
Tyberghein L, Verbruggen H, Pauly K, et al. Bio-ORACLE:A global environmental dataset for marine species distribution modeling[J]. Global Ecology and Biogeography, 2012,21:272-281.
[52]
Assis J, Tyberghein L, Bosh S, et al. Bio-ORACLE v2.0:Extending marine data layers for bioclimatic modeling[J]. Global Ecology and Biogeography, 2017,27(3).
[53]
Phillips S J, Anderson R P, Dudik M, et al. Opening the black box:an open-source release of Maxent. Ecography[J]. 2017,40(7):887-893.
[54]
Phillips S J, Anderson R P, Schapire R E. Maximum entropy modeling of species geographic distributions[J]. Ecological Modelling, 2006,190(3/4):231-259.
[55]
Li X, Mao F, Du H, et al. Spatiotemporal evolution and impacts of climate change on bamboo distribution in China[J]. Journal of Environmental Management, 2019,248:109265.
[56]
Elith J, Graham C H, Anderson R P, et al. Novel methods improve prediction of species' distributions from occurrence data[J]. Ecography, 2006,29:129-151.
[57]
Wischmeier W H, Smith D D. Predicting rainfall erosion losses:A guide for conservation planning[J]. Conservation Planning, 1978,537.
[58]
Liao J, Shao G, Wang C, et al. Urban sprawl scenario simulations based on cellular automata and ordered weighted averaging ecological constraints[J]. Ecological Indicators, 2019,107:105572.
[59]
Cardinale B J, Duffy J E, Gonzalez A, et al. Biodiversity loss and its impact on humanity[J]. Nature, 2012,48:59-67.
[60]
Gonçalvesa J, Honradoa J P, Vicente J R, et al. A model-based framework for assessing the vulnerability of low dispersal vertebrates to landscape fragmentation under environmental change[J]. Ecological Comlexity, 2016,28:174-186.
[61]
Marshall L, Beckers V, Vray S, et al. High thematic resolution land use change models refine biodiversity scenarios:A case study with Belgian bumblebees[J]. Journal of Biogeography, 2020.
[62]
Luoto M, Virkkala R, Heikkinen R K. The role of land cover in bioclimatic models depends on spatial resolution[J]. Global Ecology and Biogeography, 2007,16(1):34-42.
[63]
Gilman E, Ellison J, Duke N, et al. Threats to mangroves from climate change and adaptation options:A review[J]. Aquatic Botany, 2008, 89(2):237-250.
[64]
Han W. Present status and conservation strategies of mangrove resource in Guangdong, P. R. China[J]. Journal of Forestry Research, 2003,14(2):151-154.
[65]
Hong H, Avtar R, Fujii M. Monitoring changes in land use and distribution of mangroves in the southeastern part of the Mekong River Delta, Vietnam[J]. Tropical Ecology, 2019,60(4):552-565.
[66]
Jia M, Wang Z, Zhang Y, et al. Monitoring loss and recovery of mangrove forests during 42 years:The achievements of mangrove conservation in China[J]. International Journal of Applied Earth Observation and Geoinformation, 2018,73:535-545.
[67]
Monsef H A, Hassan M A A, Shata S. Using spatial data analysis for delineating existing mangroves stands and siting suitable locations for mangroves plantation[J]. Computers and Electronics in Agriculture, 2017,141:310-326.
[68]
吴培强,马毅,李晓敏,等.广东省红树林资源变化遥感监测[J]. 2011,29(4):16-24.Wu P, Ma Y, Li X, et al. Remote sensing monitoring of the mangrove forests resources of Guangdong Province. Journal of Marine Sciences[J]. 2011,29(4):16-24.
[69]
杨奕.围填海风险胁迫下中国红树林空间脆弱性评估方法及应用研究[D]. 厦门:厦门大学, 2018.Yang Y. Evaluating the spatial vulnerability of mangroves from reclamation in Mainland China's coastal area[D]. Xiamen:Xiamen University, 2018.
[70]
邱霓,徐颂军,邱彭华,等.珠海淇澳岛红树林群落分布与景观格局[J]. 林业科学, 2018,55(1):1-10.Qiu N, Xu S J, Qiu P H, et al. Community distribution and landscape pattern of the mangrove on the Qi'Ao Island, Zhuhai[J]. Scientia Silvae Sinicae, 2019,55(1):1-10.
[71]
李海生,董华杰,张彩婵,等.深圳鹿咀红树林资源现状及保护[J]. 安徽农业科学, 2019,47(20):110-112.Li H S, Dong H J, Zhang C C, et al. Current status and conservation of mangrove resources in Luzui, Shenzhen[J]. Journal of Anhui Agricultural Sciences, 2019,47(20):110-112.
[72]
何克军,林寿明,林中大.广东红树林资源调查及其分析[J]. 广东林业科技, 2006,22(2):89-93.He K J, Lin S M, Lin Z D. Mangrove resource and its strategy of conservation and management in Guangdong Province[J]. Forestry and Environmental Science, 2006,(2):89-93.
[73]
Costa P, Dórea A, Mariano-Neto E, et al. Are there general spatial patterns of mangrove structure and composition along estuarine salinity gradients in Todos os Santos Bay?[J]. Estuarine, Coastal and Shelf Science, 2015,166:83-91.
[74]
Wang W, Liu H, Li Y Q, et al. Development and management of land reclamation in China[J]. Ocean & Coastal Management, 2014,102:415-425.
[75]
Woodroffe C D, Rogers K, McKee K L, et al. Mangrove sedimentation and response to relative sea-level rise[J]. Annual Review of Marine Science, 2016,8:243-266.
[76]
Bryan-Brown D N, Connolly R M, Richards D R, et al. Global trends in mangrove forest fragmentation[J]. Scientific Reports, 2020,10:7117.
[77]
Ai B, Ma C L, Zhao J, et al. The impact of rapid urban expansion on coastal mangroves:A case study in Guangdong Province, China[J]. Frontiers of Earth Science, 2019,14(1):37-49.
[78]
Lovelock C E, Brown B M. Land tenure considerations are key to successful mangrove restoration[J]. Nature Ecology & Evolution, 2019,3:1135.