Seagrass habitat mapping: how do Landsat 8 OLI, Sentinel-2, ZY-3A, and Worldview-3 perform?

ABSTRACT This study assessed recently launched multispectral sensors to map seagrass properties for a ~ 150 km2 shallow bank in Moreton Bay, Australia. We utilised a previously developed semi-automated, object-based image analysis classification routine for our comparison, utilising field and image data as input. Field data were collected through georeferenced photograph transects which were analysed for species composition and percentage cover. Field data collection occurred close to image capture from Landsat 8 Operational Land Imager (30 m pixel), Sentinel-2 (10 m pixel), Ziyuan-3A (5 m pixel), and WorldView-3 (2 m pixel) sensors. The output maps had average overall accuracies of 66% for species and 57% for percentage cover maps. The study concluded that all sensors tested were suitable for mapping seagrass meadows in clear shallow waters, but the higher resolution sensors provided more detail and were considered more representative. The choice of sensor would depend upon the extent of the seagrass meadow, available funds and frequency of observation.

[1]  Anders Knudby,et al.  Remote sensing of seagrasses in a patchy multi-species environment , 2011 .

[2]  Craig R. Allen,et al.  Foundations of ecological resilience , 2010 .

[3]  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 .

[4]  S. Bell,et al.  Seagrass landscapes: a terrestrial approach to the marine subtidal environment. , 1994, Trends in ecology & evolution.

[5]  Stuart R. Phinn,et al.  Integrating Quickbird Multi-Spectral Satellite and Field Data: Mapping Bathymetry, Seagrass Cover, Seagrass Species and Change in Moreton Bay, Australia in 2004 and 2007 , 2011, Remote. Sens..

[6]  M. Rasheed,et al.  Solar Radiation and Tidal Exposure as Environmental Drivers of Enhalus acoroides Dominated Seagrass Meadows , 2012, PloS one.

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

[8]  Chris Roelfsema,et al.  Long term land cover and seagrass mapping using Landsat and object-based image analysis from 1972 to 2010 in the coastal environment of South East Queensland, Australia , 2011 .

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

[10]  G. Foody Assessing the Accuracy of Remotely Sensed Data: Principles and Practices , 2010 .

[11]  Frederick T. Short,et al.  Accelerating loss of seagrasses across the globe threatens coastal ecosystems , 2009, Proceedings of the National Academy of Sciences.

[12]  S. Phinn,et al.  A manual for conducting georeferenced photo transects surveys to assess the benthos of coral reef and seagrass habitats version 3.0 , 2009 .

[13]  Chris Roelfsema,et al.  Integrating field survey data with satellite image data to improve shallow water seagrass maps: the role of AUV and snorkeller surveys? , 2015 .

[14]  J. Barrell Quantification and spatial analysis of seagrass landscape structure through the application of aerial and acoustic remote sensing , 2016 .

[15]  T. Curran Foundations of Ecological Resilience , 2011 .

[16]  Chris Roelfsema,et al.  Integrating field data with high spatial resolution multispectral satellite imagery for calibration and validation of coral reef benthic community maps , 2010 .

[17]  Frederick T. Short,et al.  A Global Crisis for Seagrass Ecosystems , 2006 .

[18]  P. Mumby,et al.  A review of remote sensing for the assessment and management of tropical coastal resources , 1996 .

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

[20]  S R Phinn,et al.  Mapping water quality and substrate cover in optically complex coastal and reef waters: an integrated approach. , 2005, Marine pollution bulletin.

[21]  W. Kenworthy The Role of Sexual Reproduction in Maintaining Populations of 'Halophila decipiens': Implications for the Biodiversity and Conservation of Tropical Seagrass Ecosystems , 1999 .

[22]  Russell G. Congalton,et al.  Assessing the accuracy of remotely sensed data : principles and practices , 1998 .