Marine and human habitat mapping for the Coral Triangle Initiative region of Sabah using Landsat and Google Earth imagery

The governments of the six Coral Triangle Initiative (CTI) countries, namely Indonesia, Malaysia, Philippines, Timor Leste, Papua New Guinea and the Solomon Islands have expressed their commitment to protecting marine ecosystems and improving management systems. Achieving the above commitment requires detailed baseline information on the spatial distribution and extent of the marine resources, such as seagrass meadows, coral reef, mangrove forests and seaweed beds, as well as the ability to successfully interpret and understand these data. This study examined a combination of Landsat image enhancement technique and pixel-based regional growing tools to create a map of marine and human habitats with five classes-of-interest: seagrass, land, coral and coral rubble, subsurface sand/mud, land, and human habitats for twelve islands of eastern Sabah of East Malaysia (extending from 4° 42′ N, 118° 31ʹ E to 4° 12ʹ N, 118° 50ʹ E), located in the south-eastern boundary of Palawan/North Borneo Ecoregion (extending from 14° 31ʹ N, 116° 52ʹ E to 0° 0.04ʹ N, 122° 12ʹ E) of the CTI implementation area. Using this method, an overall accuracy of >75% was achieved for mapping of those class-of-interest types. The estimated seagrass areal coverage is 274 ha, of which 158 ha (58% of the total area) occurred in relatively shallow water areas. Using Google Earth data, seaweed culture sites with a total area of 7114 ha were observed around 7 of the 12 islands. The mapping approach and the results of the study will be of immense benefit to natural resource management of the study area through enabling conservation agencies to prioritize seagrass, coral, seaweed or marine conservation sites and to document local threats to those habitats.

[1]  A. Olds,et al.  Reaping the reef: Provisioning services from coral reefs in Solomon Islands , 2015 .

[2]  T. Chua,et al.  Coastal resources of West Sabah : an investigation into the impact of oil spill , 1978 .

[3]  J. Papenbrock,et al.  Genetic species identification and population structure of Halophila (Hydrocharitaceae) from the Western Pacific to the Eastern Indian Ocean , 2014, BMC Evolutionary Biology.

[4]  S. Park,et al.  Effects of irradiance, temperature, and nutrients on growth dynamics of seagrasses: A review , 2007 .

[5]  B. Markham,et al.  Summary of Current Radiometric Calibration Coefficients for Landsat MSS, TM, ETM+, and EO-1 ALI Sensors , 2009 .

[6]  Stephen V. Stehman,et al.  Statistical Rigor and Practical Utility in Thematic Map Accuracy Assessment , 2001 .

[7]  P. Chavez An improved dark-object subtraction technique for atmospheric scattering correction of multispectral data , 1988 .

[8]  C. Hartog,et al.  The Sea- Grasses Of The World , 1970 .

[9]  B. J. Sidik,et al.  Historical review of seaweed research in Malaysia before 2001 , 2012 .

[10]  R. Johnstone,et al.  Effects of intensive seaweed farming on the meiobenthos in a tropical lagoon , 1995 .

[11]  T. Toda,et al.  Monsoonal changes in the planktonic copepod community structure in a tropical coral-reef at Tioman Island, Malaysia , 2015 .

[12]  Stuart R. Phinn,et al.  Coral Reef Remote Sensing: A Guide for Mapping, Monitoring and Management , 2013 .

[13]  K. Umbers,et al.  Strong genetic structure corresponds to small-scale geographic breaks in the Australian alpine grasshopper Kosciuscola tristis , 2014, BMC Evolutionary Biology.

[14]  I. S. Robinson,et al.  High-resolution ground verification, cluster analysis and optical model of reef substrate coverage on Landsat TM imagery (Red Sea, Egypt) , 2002 .

[15]  Clement Atzberger,et al.  Satellite-based monitoring of tropical seagrass vegetation: current techniques and future developments , 2007, Hydrobiologia.

[16]  P. Ermgassen,et al.  Quantitative estimate of commercial fish enhancement by seagrass habitat in southern Australia , 2014 .

[17]  Wojciech M. Klonowski,et al.  Intercomparison of shallow water bathymetry, hydro‐optics, and benthos mapping techniques in Australian and Caribbean coastal environments , 2011 .

[18]  Chris Roelfsema,et al.  Multi-temporal mapping of seagrass cover, species and biomass: A semi-automated object based image analysis approach , 2014 .

[19]  P. Mumby,et al.  The cost-effectiveness of remote sensing for tropical coastal resources assessment and management , 1999 .

[20]  J. Pernetta,et al.  Status and trends in coastal habitats of the South China Sea , 2013 .

[21]  Alison Green,et al.  Delineating the Coral Triangle , 2009 .

[22]  L. Teh,et al.  Combining human preference and biodiversity priorities for marine protected area site selection in Sabah, Malaysia , 2013 .

[23]  W. Daoru,et al.  Spatial differentiation of coral species related to wave energy along the Changqi coast, Hainan island, southern China , 2013 .

[24]  Craig J. Brown,et al.  Benthic habitat mapping: A review of progress towards improved understanding of the spatial ecology of the seafloor using acoustic techniques , 2011 .

[25]  S. Andréfouët,et al.  A comparison of Landsat ETM+, SPOT HRV, Ikonos, ASTER, and airborne MASTER data for coral reef habitat mapping in South Pacific islands , 2003 .

[26]  J. Bujang,et al.  The application of remote sensing to seagrass ecosystems: an overview and future research prospects , 2015 .

[27]  Jingzheng Ren,et al.  Emergy Analysis and Sustainability Efficiency Analysis of Different Crop-Based Biodiesel in Life Cycle Perspective , 2013, TheScientificWorldJournal.

[28]  W. Cohen,et al.  Landsat's Role in Ecological Applications of Remote Sensing , 2004 .

[29]  E. I. Ahmad-Kamil,et al.  The Effects of Water Parameters on Monthly Seagrass Percentage Cover in Lawas, East Malaysia , 2013, TheScientificWorldJournal.

[30]  Thomas Blaschke,et al.  Object based image analysis for remote sensing , 2010 .

[31]  M. S. Hossain,et al.  Landsat image enhancement techniques for subtidal and intertidal seagrass detection and distribution mapping in the coastal waters of Sungai Pulai estuary, Malaysia , 2015 .

[32]  M. Fuentes,et al.  Dietary preferences of juvenile green turtles (Chelonia mydas) on a tropical reef flat , 2006 .

[33]  Rolf Adams,et al.  Seeded Region Growing , 1994, IEEE Trans. Pattern Anal. Mach. Intell..

[34]  Shankar Aswani,et al.  Integrating indigenous ecological knowledge and multi-spectral image classification for marine habitat mapping in Oceania , 2008 .

[35]  C. Tourrand,et al.  Status of Coral Reef Communities on Two Carbonate Platforms (Tun Sakaran Marine Park, East Sabah, Malaysia) , 2013 .

[36]  S. Andréfouët,et al.  Regional-Scale Seagrass Habitat Mapping in the Wider Caribbean Region Using Landsat Sensors: Applications to Conservation and Ecology , 2008 .

[37]  L. Nordlund,et al.  Seagrass meadows globally as a coupled social-ecological system: implications for human wellbeing. , 2014, Marine pollution bulletin.

[38]  Martin Gullström,et al.  Satellite remote sensing for monitoring of vanishing seagrass in Swedish coastal waters , 2003 .

[39]  M. Öhman,et al.  Influence of algal farming on fish assemblages. , 2001, Marine pollution bulletin.

[40]  J. Grant,et al.  Evaluating the complementarity of acoustic and satellite remote sensing for seagrass landscape mapping , 2015 .

[41]  Laura Hoch,et al.  Introductory Digital Image Processing , 2016 .

[42]  Steven G. Ackleson,et al.  Remote sensing of submerged aquatic vegetation in lower chesapeake bay: A comparison of Landsat MSS to TM imagery , 1987 .

[43]  H. Asmus,et al.  Seaweed farming and artisanal fisheries in an Indonesian seagrass bed: Complementary or competitive usages? , 2006 .

[44]  S. K. McFeeters The use of the Normalized Difference Water Index (NDWI) in the delineation of open water features , 1996 .

[45]  F. Gessner C. den Hartog: The sea‐grasses of the world. Amsterdam, London: North‐Holland Publishing Company 1970. 275 pp. Hfl. 55.— , 1971 .

[46]  A. Chalabi,et al.  Morphological indicators of structural control, relative sea-level fluctuations and platform drowning on present-day and Miocene carbonate platforms , 2014 .

[47]  R. Valente,et al.  A review of approaches for classifying benthic habitats and evaluating habitat quality. , 2004, Journal of environmental management.

[48]  J. Bujang,et al.  Distribution and significance of seagrass ecosystems in Malaysia , 2006 .

[49]  G. Egbert,et al.  Efficient Inverse Modeling of Barotropic Ocean Tides , 2002 .

[50]  Serge Andréfouët,et al.  Coral reef habitat mapping using remote sensing: A user vs producer perspective. implications for research, management and capacity building , 2008 .

[51]  Arief Darmawan,et al.  Ecoregional scale seagrass mapping: A tool to support resilient MPA network design in the Coral Triangle , 2013 .

[52]  Chris Roelfsema,et al.  Mapping seagrass species, cover and biomass in shallow waters : An assessment of satellite multi-spectral and airborne hyper-spectral imaging systems in Moreton Bay (Australia) , 2008 .

[53]  Jianguo Wu,et al.  Effects of changing spatial resolution on the results of landscape pattern analysis using spatial autocorrelation indices , 2005, Landscape Ecology.

[54]  F. Short,et al.  Global seagrass research methods , 2001 .

[55]  N. Kautsky,et al.  Differences in macrofaunal and seagrass assemblages in seagrass beds with and without seaweed farms , 2005 .

[56]  T. Bouma,et al.  The role of seagrasses in coastal protection in a changing climate , 2014 .

[57]  S. Campbell,et al.  Connectivity in reef fish assemblages between seagrass and coral reef habitats , 2011 .

[58]  Ping Chen,et al.  Coastal and marine habitat mapping for the straits of Malacca using spot and Landsat data , 2013, 2013 IEEE International Geoscience and Remote Sensing Symposium - IGARSS.

[59]  R. Stumpf,et al.  Determination of water depth with high‐resolution satellite imagery over variable bottom types , 2003 .

[60]  Anders Knudby,et al.  Simple and effective monitoring of historic changes in nearshore environments using the free archive of Landsat imagery , 2010, Int. J. Appl. Earth Obs. Geoinformation.

[61]  E. LeDrew,et al.  Remote sensing of coral reefs and their physical environment. , 2004, Marine pollution bulletin.

[62]  S. Phinn,et al.  An integrated field and remote sensing approach for mapping Seagrass Cover, Moreton Bay, Australia , 2009 .

[63]  B. J. Sidik,et al.  Halodule species from Malaysia — distribution and morphological variation , 1999 .

[64]  J. Bujang,et al.  Application of Landsat images to seagrass areal cover change analysis for Lawas, Terengganu and Kelantan of Malaysia , 2015 .

[65]  Peter J. Mumby,et al.  Remote sensing of the coastal zone: An overview and priorities for future research , 2003 .

[66]  Rebecka Henriksson,et al.  Effects of tropical open-water seaweed farming on seagrass ecosystem structure and function , 2006 .

[67]  D. Stoddart,et al.  ECOLOGY AND MORPHOLOGY OF RECENT CORAL REEFS , 1969 .

[68]  Un Environment Evaluation Office Terminal evaluation of the UNEP GEF project: Reversing environmental degradation trends in the South China Sea and Gulf of Thailand , 2009 .

[69]  C. Tucker Red and photographic infrared linear combinations for monitoring vegetation , 1979 .