Multispectral Acoustic Backscatter: How Useful Is it for Marine Habitat Mapping and Management?

被引:17
作者
Costa, Bryan [1 ]
机构
[1] Univ Calif Santa Barbara, NOAA, Natl Ctr Coastal Ocean Sci, Santa Barbara, CA 93106 USA
关键词
Multispectral backscatter; acoustic backscatter; multibeam echosounders; MBES; 100; kHz; 200; 400; benthic habitats; benthic characterization; marine management; REGRESSION TREES; CLASSIFICATION; PREDICTION;
D O I
10.2112/JCOASTRES-D-18-00103.1
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Marine managers routinely use benthic habitat maps to make decisions about the ocean, its resources, and associated human uses. Acoustic backscatter from multibeam echosounders (MBES) is often critical for developing these habitat maps. Recent advances now allow MBES to collect backscatter at multiple acoustic frequencies. This type of data may help researchers more accurately map benthic habitats and managers more confidently make decisions. However, new research is needed quantifying how much multispectral backscatter improves the habitat characterization process and identifying which management needs would benefit most from its collection. To begin answering these questions, a case study was conducted opportunistically in Bedford Basin, Canada, with MBES bathymetry and backscatter collected at 100, 200, and 400-kHz frequencies. Underwater photos and boosted regression trees were used to characterize seven dominant benthic habitats and calculate the relative importance of multispectral backscatter to the characterization process. Response curves were generated to identify key relative frequency thresholds for differentiating among habitat types. These results indicated that multispectral backscatter can enhance the discrimination of soft bottom by 17.4%, hard bottom by 5.7%, and all habitats by 9.1%. Topographic information (e.g., depth) contributed the most to the hard-bottom maps (51.8% +/- 4.0), whereas multispectral backscatter contributed the most to the soft-bottom map (46.9%). The 100-kHz frequency was the most important frequency for all habitat types. These findings suggest that multispectral backscatter maybe most useful to management applications focused on soft-bottom habitats. Single-frequency (i.e. 100 kHz) backscatter may be adequate for applications focused on hard bottom, because it only improved the models by a small amount. Researchers and marine managers can start to use this information to decide a priori which backscatter frequency (or frequencies) are best suited to support their research objectives, mapping needs, and management actions.
引用
收藏
页码:1062 / 1079
页数:18
相关论文
共 46 条
[21]   Mapping and Classifying Eastern Oyster (Crassostrea virginica) Habitat in Copano Bay, Texas, by Coupling Acoustic Technologies [J].
Legare, Bryan ;
Mace, Christopher .
JOURNAL OF COASTAL RESEARCH, 2017, 33 (02) :286-294
[22]   Seabed habitat mapping employing single and multi-beam backscatter data: A case study from the western continental shelf of India [J].
Haris, K. ;
Chakraborty, Bishwajit ;
Ingole, Baban ;
Menezes, Andrew ;
Srivastava, Ratan .
CONTINENTAL SHELF RESEARCH, 2012, 48 :40-49
[23]   Marine Habitat Mapping Using Bathymetric LiDAR Data: A Case Study from Bonne Bay, Newfoundland [J].
Amani, Meisam ;
Macdonald, Candace ;
Salehi, Abbas ;
Mahdavi, Sahel ;
Gullage, Mardi .
WATER, 2022, 14 (23)
[24]   Beyond connecting the dots: A multi-scale, multi-resolution approach to marine habitat mapping [J].
van der Reijden, Karin J. ;
Govers, Laura L. ;
Koop, Leo ;
Damveld, Johan H. ;
Herman, Peter M. J. ;
Mestdagh, Sebastiaan ;
Piet, Gerjan ;
Rijnsdorp, Adriaan D. ;
Dinesen, Grete E. ;
Snellen, Mirjam ;
Olff, Han .
ECOLOGICAL INDICATORS, 2021, 128
[25]   Mapping small-scale along-front structure using ADCP acoustic backscatter range-bin data [J].
C. L. Trump ;
G. O. Marmorino .
Estuaries, 2003, 26 :878-884
[26]   Object-based locust habitat mapping using high-resolution multispectral satellite data in the southern Aral Sea basin [J].
Navratil, Peter ;
Wilps, Hans .
JOURNAL OF APPLIED REMOTE SENSING, 2013, 7
[27]   Marine priority habitat mapping in a Mediterranean conservation area (Gyaros, South Aegean) through multi-platform marine remote sensing techniques [J].
Dimas, Xenophon ;
Fakiris, Elias ;
Christodoulou, Dimitris ;
Georgiou, Nikos ;
Geraga, Maria ;
Papathanasiou, Vasillis ;
Orfanidis, Sotiris ;
Kotomatas, Spyros ;
Papatheodorou, George .
FRONTIERS IN MARINE SCIENCE, 2022, 9
[28]   Benthic habitat mapping: A review of progress towards improved understanding of the spatial ecology of the seafloor using acoustic techniques [J].
Brown, Craig J. ;
Smith, Stephen J. ;
Lawton, Peter ;
Anderson, John T. .
ESTUARINE COASTAL AND SHELF SCIENCE, 2011, 92 (03) :502-520
[30]   Marine benthic habitat mapping using multibeam data, georeferenced video and image classification techniques in Victoria, Australia [J].
Ierodiaconou, D. ;
Burq, S. ;
Reston, M. ;
Laurenson, L. .
JOURNAL OF SPATIAL SCIENCE, 2007, 52 (01) :93-104