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Qualitative and Quantitative Characterization of Mangrove Vegetation Structure and Dynamics in a Peri-urban Setting of Douala (Cameroon): An Approach Using Air-Borne Imagery

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Abstract

Qualitative and quantitative characterization of mangrove vegetation structure and dynamics is required for assessment of coastal habitat vulnerability. Changes in mangrove forests around Douala, Cameroon, have been documented using aerial photography between 1974 and 2009. The distribution pattern of tree species was also assessed in 2009 following the point-centered quarter method (PCQM+) protocol. Pristine mangroves observed in 1974 had been disturbed markedly in 2003 and 2009. Some of the pre-existing mangroves were entirely replaced by settlements, road, and crops (maize, bean, banana, oil palm, green vegetables, and sugar cane plantations). From 1974 to 2003, 39.86 % of mangrove forests have disappeared; the net loss of 22.10 % occurred between 2003 and 2009 alone. Mangrove forest area had decreased 53.16 % around Douala over a 35-year period from 1974 to 2009 concurrent with a substantial increase of settlements (60 %), roads (233.33 %), agriculture areas (16 %), non-mangrove areas (193.33 %), and open water (152.94 %). Field survey showed that almost one third of the quadrants in the remaining mangrove forest were empty. The disrupted mangrove forest has an overall mean height, absolute density, and basal area of 19.80 m, 158 trees ha−1, and 110.44 m2 ha−1, respectively. In comparison with scientific literature on mangrove degradation, this puts the mangroves around Douala at the top of the “peri-urban mangrove degradation” list. In addition, beyond listing of mangrove plants on the Red List of Threatened Species which will seldom lead to widely distributed species being listed, we call for the creation of a Red List of Locally Threatened Ecosystems, which in contrast is likely to list mangroves as an ecosystem under critical risk of (local) extinction in many countries around the globe, in particular, peri-urban sites.

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References

  • Alongi, D. 2002. Present state and future of the World’s mangrove forests. Environmental Conservation 29: 331–349.

    Article  Google Scholar 

  • Appeltans, W., S.T. Ahyong, G. Anderson, M.V. Angel, T. Artois, N. Bailly, R. Bamber, A. Barber, I. Bartsch, A. Berta, M. Błażewicz-Paszkowycz, P. Bock, G. Boxshall, C.B. Boyko, S. Nunes Brandão, R.A. Bray, N.L. Bruce, S.D. Cairns, T.-Y. Chan, L. Cheng, A.G. Collins, T. Cribb, M. Curini-Galletti, F. Dahdouh-Guebas, P.J.F. Davie, M.N. Dawson, O. De Clerck, W. Decock, S. De Grave, N.J. de Voogd, D.P. Domning, C.C. Emig, C. Erséus, W. Eschmeyer, K. Fauchald, D.G. Fautin, S.W. Feist, C.H.J.M. Fransen, H. Furuya, O. Garcia-Alvarez, S. Gerken, D. Gibson, A. Gittenberger, S. Gofas, L. Gómez-Daglio, D.P. Gordon, M.D. Guiry, F. Hernandez, B.W. Hoeksema, R. Hopcroft, D. Jaume, P. Kirk, N. Koedam, S. Koenemann, J.B. Kolb, R.M. Kristensen, A. Kroh, G. Lambert, D.B. Lazarus, R. Lemaitre, M. Longshaw, J. Lowry, E. Macpherson, L.P. Madin, C. Mah, G. Mapstone, P. McLaughlin, J. Mees, K. Meland, C.G. Messing, C.E. Mills, T.N. Molodtsova, R. Mooi, B. Neuhaus, P.K.L. Ng, C. Nielsen, J. Norenburg, D.M. Opresko, M. Osawa, G. Paulay, W. Perrin, J.F. Pilger, G.C.B. Poore, P. Pugh, G.B. Read, J.D. Reimer, M. Rius, R.M. Rocha, J.I. Saiz-Salinas, V. Scarabino, B. Schierwater, A. Schmidt-Rhaesa, K.E. Schnabel, M. Schotte, P. Schuchert, E. Schwabe, H. Segers, C. Self-Sullivan, N. Shenkar, V. Siegel, W. Sterrer, S. Stöhr, B. Swalla, M.L. Tasker, E.V. Thuesen, T. Timm, A. Todaro, X. Turon, S. Tyler, P. Uetz, J. van der Land, B. Vanhoorne, L.P. van Ofwegen, R.W.M. van Soest, J. Vanaverbeke, G. Walker-Smith, T.C. Walter, A. Warren, G. Williams, S.P. Wilson, and M.J. Costello. 2012. The magnitude of global marine species diversity. Current Biology 22: 2189–2202.

    Article  CAS  Google Scholar 

  • Barbier, E.B. 2003. Habitat-fishery linkages and mangrove loss in Thailand. Contemporary Economic Policy 21: 59–77.

    Article  Google Scholar 

  • Benfield, S.L., H.M. Guzman, and J.M. Mair. 2005. Temporal mangrove dynamics in relation to coastal development in Pacific Panama. Journal of Environmental Management 76: 263–276.

    Article  Google Scholar 

  • Cahoon, D.R., P. Hensel, J. Rybczyk, K.L. McKee, C.E. Proffitt, and B.C. Perez. 2003. Mass tree mortality leads to mangrove peat collapse at Bay Islands, Honduras after Hurricane Mitch. Journal of Ecology 91: 1093–1105.

    Article  Google Scholar 

  • Cameroon National Institute of Statistics. 2009. Results of the third population census. Central Bureau of the Census and Population studies, Yaoundé, Cameroon, 67 pages.

  • Chimner, R.A., B. Fry, M.Y. Kaneshiro, and N. Cormier. 2006. Current extent and historical expansion of introduced mangroves on O‘ahu, Hawai‘i. Pacific Science 60: 377–383.

    Article  Google Scholar 

  • Dahdouh-Guebas, F., A. Verheyden, W. De Genst, S. Hettiarachchi, and N. Koedam. 2000. Four decade vegetation dynamics in Sri Lankan mangroves as detected from sequential aerial photography: a case study in Galle. Bulletin of Marine Science 67: 741–759.

    Google Scholar 

  • Dahdouh-Guebas, F., I. Van Pottelbergh, J.G. Kairo, S. Cannicci, and N. Koedam. 2004. Human-impacted mangroves in Gazi (Kenya): predicting future vegetation based on retrospective remote sensing, social surveys, and distribution of trees. Marine Ecology Progress Series 272: 77–92.

    Article  Google Scholar 

  • Dahdouh-Guebas, F., E. Van Hiel, J.C.-W. Chan, L.P. Jayatissa, and N. Koedam. 2005a. Qualitative distinction of congeneric and introgressive mangrove species in mixed patchy forest assemblages using high spatial resolution remotely sensed imagery (IKONOS). Systematics and Biodiversity 2: 113–119.

    Article  Google Scholar 

  • Dahdouh-Guebas, F., S. Hettiarachchi, D. Lo Seen, O. Batelaan, S. Sooriyarachchi, L.P. Jayatissa, and N. Koedam. 2005b. Transitions in ancient inland freshwater resource management in Sri Lanka affect biota and human populations in and around coastal lagoons. Current Biology 15: 579–586.

    Article  CAS  Google Scholar 

  • Dahdouh-Guebas, F., and N. Koedam. 2006a. Coastal vegetation and the Asian tsunami. Science 311: 37.

    Article  CAS  Google Scholar 

  • Dahdouh-Guebas, F., and N. Koedam. 2006b. Empirical estimate of the reliability of the use of Point-Centred Quarter Method (PCQM): solution to ambiguous field situation and description of the PCQM+ protocol. Forest Ecology and Management 228: 1–18.

    Article  Google Scholar 

  • Dahdouh-Guebas, F., A. Verheyden, J.G. Kairo, L.P. Jayatissa, and N. Koedam. 2006. Capacity building in tropical coastal resource monitoring in developing countries: a re-appreciation of the oldest remote sensing method. International Journal of Sustainable Development and World Ecology 13: 62–76.

    Article  Google Scholar 

  • Dahdouh-Guebas, F., and N. Koedam. 2008. Long-term retrospection on mangrove development using transdisciplinary approaches: a review. Aquatic Botany 89: 80–92.

    Article  Google Scholar 

  • Dahdouh-Guebas, F. 2011. World atlas of mangroves: Mark Spalding, Mami Kainuma and Lorna Collins (eds). Human Ecology 39: 107–109.

    Article  Google Scholar 

  • Dahdouh-Guebas, F., N. Koedam, B. Satyanarayana, and S. Cannicci. 2011. Human hydrographical changes interact with propagule predation behaviour in Sri Lankan mangrove forests. Journal of Experimental Marine Biology and Ecology 399: 188–200.

    Article  Google Scholar 

  • Di Nitto, D., F. Dahdouh-Guebas, J.G. Kairo, H. Decleir, and N. Koedam. 2008. Digital terrain modelling to investigate the effects of sea level rise on mangrove propagule establishment. Marine Ecology Progress Series 356: 175–188.

    Article  Google Scholar 

  • Din, N., R.J. Priso, M. Kenne, D.E. Ngollo, and F. Blasco. 2002. Early growth stages and natural regeneration of Avicennia germinans (L.) Stearn in the Wouri estuarine mangroves (Douala-Cameroon). Wetlands Ecology and Management 10: 461–472.

    Article  CAS  Google Scholar 

  • Din, N., P. Saenger, R.J. Priso, D.S. Dibong, and F. Blasco. 2008. Logging activities in mangrove forests: a case study of Douala Cameroon. African Journal of Environmental Science and Technology 2: 22–30.

    Google Scholar 

  • Duke, N.C., J.O. Meynecke, S. Dittmann, A.M. Ellison, K. Anger, U. Berger, S. Cannicci, K. Diele, K.C. Ewel, C.D. Field, N. Koedam, S.Y. Lee, C. Marchand, I. Nordhaus, and F. Dahdouh-Guebas. 2007. A world without mangroves? Science 317: 41–42.

    Article  CAS  Google Scholar 

  • Ellison, J.C., and I. Zouh. 2012. Vulnerability to Climate Change of Mangroves: assessment from Cameroon, Central Africa. Biology 1: 617–638.

    Google Scholar 

  • Eslami-Andargoli, L., P.E.R. Dale, N. Sipe, and J. Chaseling. 2009. Mangrove expansion and rainfall patterns in Moreton Bay, Southeast Queensland, Australia. Estuarine Coastal and Shelf Science 85: 292–298.

    Article  Google Scholar 

  • Everitt, J.H., C. Yang, F.W. Judd, and K.R. Summy. 2010. Use of archive aerial photography for monitoring black mangrove populations. Journal of Coastal Research 26: 649–653.

    Article  Google Scholar 

  • FAO. 2007. The world's mangroves 1980–2005. FAO Forestry Paper No. 153, Rome.

  • Friess, D.A., and E.L. Webb. 2011. Bad data equals bad policy: how to trust estimates of ecosystem loss when there is so much uncertainty? Environmental Conservation 38: 1–5.

    Article  Google Scholar 

  • Fromard, F., C. Vega, and C. Proisy. 2004. Half a century of dynamic coastal change affecting mangrove shorelines of French Guiana. A case study based on remote sensing data analyses and field surveys. Marine Geology 208: 265–280.

    Article  Google Scholar 

  • Gilman, E.L., J. Ellison, N.C. Duke, and C. Field. 2008. Threats to mangroves from climate change and adaptation options: a review. Aquatic Botany 89: 237–250.

    Article  Google Scholar 

  • Giri, C., B. Pengra, Z. Zhu, A. Singh, and L.L. Tieszen. 2007. Monitoring mangrove forest dynamics of the Sundarbans in Bangladesh and India using multi-temporal satellite data from 1973 to 2000. Estuarine Coastal and Shelf Science 73: 91–100.

    Article  Google Scholar 

  • Giri, C., E. Ochieng, L.L. Tieszen, Z. Zhu, A. Singh, T. Loveland, J. Masek, and N. Duke. 2011. Status and distribution of mangrove forests of the world using earth observation satellite data. Global Ecology and Biogeography 20: 154–159.

    Article  Google Scholar 

  • Grainger, A. 2008. Difficulties in tracking the long-term global trend in tropical forest area. Proceedings of the National Academy of Sciences of the United States of America 105: 818–823.

    Article  CAS  Google Scholar 

  • Guimarães, A.S., P. Travassos, P.W.M.E.S. Filho, F.D. Gonçalves, and F. Costa. 2010. Impact of aquaculture on mangrove areas in the northern Pernambuco Coast (Brazil) using remote sensing and geographic information system. Aquaculture Research 41: 828–838.

    Article  Google Scholar 

  • Heumann, B.W. 2011. Satellite remote sensing of mangrove forests: recent advances and future opportunities. Progress in Physical Geography 35: 87–108.

    Article  Google Scholar 

  • Hossain, M.Z., N.K. Tripathi, and W.G. Gallardo. 2009. Land use dynamics in a marine protected area system in lower Andaman coast of Thailand, 1990–2005. Journal of Coastal Research 25: 1082–1095.

    Article  Google Scholar 

  • Kairo, J.G., F. Dahdouh-Guebas, P.O. Gwada, C. Ochieng, and N. Koedam. 2002. Regeneration status of mangrove forests in Mida creek: a compromised or secured future? Ambio 31: 7–8.

    Article  Google Scholar 

  • Kovacs, J.M. 2000. Perceptions of environmental change in a tropical coastal wetland. Land Degradation and Development 11: 209–220.

    Article  Google Scholar 

  • Krause, G., M. Bock, S. Weiers, and G. Braun. 2004. Mapping land-cover and mangrove structures with remote sensing techniques: a contribution to a synoptic GIS in support of coastal management in North Brazil. Environmental Management 34: 429–440.

    Article  Google Scholar 

  • Krauss, K.W., C.E. Lovelock, K.L. McKee, L. Lopez-Hoffman, S.M. Ewe, and W.P. Sousa. 2008. Environmental drivers in mangrove establishment and early development: a review. Aquatic Botany 89: 105–127.

    Article  Google Scholar 

  • Massó i Alemán, S., C. Bourgeois, W. Appeltans, B. Vanhoorne, N. De Hauwere, P. Stoffelen, A. Heaghebaert, and F. Dahdouh-Guebas. 2010. The ‘mangrove reference database and herbarium. Plant Ecology and Evolution 143: 225–232.

    Article  Google Scholar 

  • McKee, K.L. 1995. Seedling recruitment patterns in a Belizean mangrove forest: effects of establishment ability and physico-chemical factors. Oecologia 101: 448–460.

    Article  Google Scholar 

  • McKee, K.L. 2004. Global change impacts on mangrove ecosystems. U.S. Department of the Interior, U.S. Geological Survey. http://earthscape.org/r1/ES16755/USGS_GlobalChange.pdf.

  • McKee, K.L. and T.E. II. McGinnis. 2003. Hurricane Mitch: effects on mangrove soil characteristics and root contributions to soil stabilization. USGS Open File Report 03–178.

  • Mitchell, K. 2007. Quantitative analysis by the point-centered quarter method. Department of Mathematics and Computer Science, Hobart and William Smith Colleges. Available: http://people.hws.edu/Mitchell/PCQM.pdf.

  • Mmom, P.C., and S.B. Arokoyu. 2010. Mangrove forest depletion, biodiversity loss and traditional resources management practices in the Niger Delta, Nigeria. Research Journal of Applied Sciences, Engineering and Technology 2: 28–34.

    Google Scholar 

  • Mohamed, M.O.S. 2008. Are peri-urban mangrove forests viable? Effects of sewage pollution and wood exploitation on the structure and development of the mangroves of Mombasa (Kenya). PhD Thesis. Free University Brussels. Laboratory of Plant Science and Nature Management: Brussel. 180 pp.

  • Mohamed, M.O.S., G. Neukermans, J.G. Kairo, F. Dahdouh-Guebas, and N. Koedam. 2009. Mangrove forests in a peri-urban setting: the case of Mombasa (Kenya). Wetlands Ecology and Management 17: 243–255.

    Article  Google Scholar 

  • Mukherjee, N., F. Dahdouh-Guebas, V. Kapoor, R. Arthur, N. Koedam, A. Sridhar, and K. Shanker. 2010. From bathymetry to bioshields: A review of post-tsunami ecological research in India and its implications for policy. Environmental Management 46: 329–339.

    Article  Google Scholar 

  • Mumby, P.J., A.J. Edwards, J.E. Arlas-González, K.C. Lindeman, P.G. Blackwell, A. Gall, M.I. Gorczynska, A.R. Harborne, C.L. Pescod, H. Renken, C.C.C. Wabnitz, and G. Llewellyn. 2004. Mangroves enhance the biomass of coral reef fish communities in the Caribbean. Nature 427: 533–536.

    Article  CAS  Google Scholar 

  • Neukermans, G., F. Dahdouh-Guebas, J.G. Kairo, and N. Koedam. 2008. Mangrove species and stand mapping in Gazi Bay (Kenya) using Quickbird satellite imagery. Journal of Spatial Science 53: 75–86.

    Article  Google Scholar 

  • Nfotabong-Atheull, A., N. Din, S.N. Longonje, N. Koedam, and F. Dahdouh-Guebas. 2009. Commercial activities and subsistence utilization of mangrove forests around the Wouri estuary and the Douala-Edea reserve (Cameroon). Journal of Ethnobiology and Ethnomedicine 5: 35.

    Article  Google Scholar 

  • Nfotabong-Atheull, A., N. Din, L.G. Essomè Koum, B. Satyanarayana, N. Koedam, and F. Dahdouh-Guebas. 2011. Assessing forest products usage and local residents’ perception of environmental changes in peri-urban and rural mangroves of Cameroon, Central Africa. Journal of Ethnobiology and Ethnomedicine 7: 41.

    Article  Google Scholar 

  • Patterson, C.S., I.A. Mendelssohn, and E.M. Swenson. 1993. Growth and survival of Avicennia germinans seedlings in a mangal/salt marsh community in Louisiana, U.S.A. Journal of Coastal Research 9: 801–810.

    Google Scholar 

  • Pickens, C.N., and M.W. Hester. 2011. Temperature tolerance of early life history stages of black mangrove Avicennia germinans: implications for range expansion. Estuaries and Coasts 34: 824–830.

    Article  Google Scholar 

  • Polidoro, B.A., K.E. Carpenter, L. Collins, N.C. Duke, A.M. Ellison, J.C. Ellison, E.J. Farnsworth, E.S. Fernando, K. Kathiresan, N.E. Koedam, S.R. Livingstone, T. Miyagi, G.E. Moore, V.N. Nam, J.E. Ong, J.H. Primavera, S.G. Salmo III, J.C. Sanciangco, S. Sukardjo, Y. Wang, and J.W.H. Yong. 2010. The loss of species: mangrove extinction risk and geographic areas of global concern. PLoS One 5: 4.

    Article  Google Scholar 

  • Rajkaran, A., J. Adams, and R. Taylor. 2010. Historic and recent (2006) state of mangroves in small estuaries from Mlalazi to Mtamvuna in KwaZulu-Natal, South Africa. Southern Forests: A Journal of Forest Science 71: 287–296.

    Article  Google Scholar 

  • Rajkaran, A., and J.B. Adams. 2010. The implications of harvesting on the population structure and sediment characteristics of the mangroves at Mngazana Estuary, Eastern Cape, South Africa. Wetlands Ecology and Management 18: 79–89.

    Article  Google Scholar 

  • Rakotomavo, A., and F. Fromard. 2010. Dynamics of mangrove forests in the Mangoky River delta, Madagascar, under the influence of natural and human factors. Forest Ecology and Management 259: 1161–1169.

    Article  Google Scholar 

  • Ruiz-Luna, A., A.C. Escobar, and C. Berlanga-Robles. 2010. Assessing distribution patterns, extent, and current condition of northwest Mexico mangroves. Wetlands 30: 717–723.

    Article  Google Scholar 

  • Satapathy, D.R., R.J. Krupadam, L.P. Kumar, and S.R. Wate. 2007. The application of satellite data for the quantification of mangrove loss and coastal management in the Godavari estuary, East Coast of India. Environmental Monitoring and Assessment 134: 453–469.

    Article  CAS  Google Scholar 

  • Satyanarayana, B., K.A. Mohamad, I.F. Idris, M.-L. Husain, and F. Dahdouh-Guebas. 2011a. Assessment of mangrove vegetation based on remote sensing and ground-truth measurements at Tumpat, Kelantan Delta, East Coast of Peninsular Malaysia. International Journal of Remote Sensing 32: 1635–1650.

    Article  Google Scholar 

  • Satyanarayana, B., N. Koedam, K. De Smet, D. Di Nitto, M. Bauwens, L.P. Jayatissa, S. Cannicci, and F. Dahdouh-Guebas. 2011b. Long-term mangrove forest development in Sri Lanka: early predictions evaluated against outcomes using VHR remote sensing and VHR ground-truth data. Marine Ecology Progress Series 443: 51–63.

    Article  Google Scholar 

  • Satyanarayana, B., P. Bhanderi, M. Debry, D. Maniatis, F. Foré, D. Badgie, K. Jammeh, T. Vanwing, C. Farcy, N. Koedam, and F. Dahdouh-Guebas. 2012. A socio-ecological assessment aiming at improved forest resource management and sustainable ecotourism development in the mangroves of Tanbi Wetland National Park, The Gambia, West Africa. Ambio 41: 513–526.

    Article  Google Scholar 

  • Shearman, P.L. 2010. Recent change in the extent of mangroves in the northern Gulf of Papua, Papua New Guinea. Ambio 39: 181–189.

    Article  Google Scholar 

  • Spalding, M., F. Blasco, and C. Field. 1997. World mangrove atlas. Okinawa, Japan: International Society for Mangrove Ecosystems.

    Google Scholar 

  • Spalding, M., M. Kainuma, and L. Collins. 2010. World atlas of mangroves. Okinawa, Japan: The International Society for Mangrove Ecosystems.

    Google Scholar 

  • UNEP. 2007. Mangroves of Western and Central Africa. UNEP-Regional Seas Programme/UNEP-WCMC.

  • Valiela, I., J.L. Bowen, and J.K. York. 2001. Mangrove forests: one of the world’s threatened major tropical environments. Bioscience 5: 807–815.

    Article  Google Scholar 

  • Van Campo, E., and M.D. Bengo. 2004. Mangrove palynology in recent marine sediments off Cameroon. Marine Geology 208: 315–330.

    Article  Google Scholar 

  • Verheyden, A., F. Dahdouh-Guebas, K. Thomaes, W. De Genst, S. Hettiarachchi, and N. Koedam. 2002. High-resolution vegetation data for mangrove research as obtained from aerial photography. Environment Development and Sustainability 4: 113–133.

    Article  Google Scholar 

  • Walters, B.B., P. Rönnbäck, J.M. Kovacs, B. Crona, S.A. Hussain, R. Badola, J.H. Primavera, E. Barbier, and F. Dahdouh-Guebas. 2008. Ethnobiology, socio-economics and management of mangrove forests: a review. Aquatic Botany 89: 220–236.

    Article  Google Scholar 

  • Warde, W., and J.W. Petranka. 1981. A correction factor table for missing point-center quarter data. Ecology 62: 491–494.

    Article  Google Scholar 

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Acknowledgments

This study was supported by the National Hydrocarbon Corporation (NHC) of Cameroon and Cameroon Oil Transportation Company (COTCO). We thank the Bureau des Relations Internationales et de la Coopération (BRIC) of the Université Libre de Bruxelles, funds De Meurs-François, and David and Alice Van Buuren for providing additional financial support. We are also grateful to the Cameroon’s National Center of Cartography and the Douala Urban Council for their cooperation in allowing us to acquire the time series aerial photographs. We would like to extend our gratitude to Professor Henry Bokuniewicz (Stony Brook University, New York, USA) for fruitful comments. The constructive criticisms of two anonymous referees and Associated Editor (Dr. Núria Marbā) are also greatly appreciated.

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Nfotabong-Atheull, A., Din, N. & Dahdouh-Guebas, F. Qualitative and Quantitative Characterization of Mangrove Vegetation Structure and Dynamics in a Peri-urban Setting of Douala (Cameroon): An Approach Using Air-Borne Imagery. Estuaries and Coasts 36, 1181–1192 (2013). https://doi.org/10.1007/s12237-013-9638-8

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