Benthic Habitat Mapping Model and Cross Validation Using Machine-Learning Classification Algorithms
This research was aimed at developing the mapping model of benthic habitat mapping using machine-learning classification algorithms and tested the applicability of the model in different areas.
Pramaditya Wicaksono +2 more
exaly +4 more sources
Benthic habitat mapping of Plazh Gradina – Zlatna ribka (Black Sea) and Karpathos and Saria Islands (Mediterranean Sea) [PDF]
Habitat mapping is nеcessary for the efficient conservation and protection of marine ecosystems. In addition, it is a requirement for EU Member States as stated in the European Union (EU) Habitats Directive (92/43/EEC), as well as necessary for the ...
Stamatina Nikolopoulou +8 more
doaj +4 more sources
Assessing the use of harmonized multisource backscatter data for thematic benthic habitat mapping
Legacy seabed mapping datasets are increasingly common as the need for detailed seabed information is recognized. Acoustic backscatter data from multibeam echosounders can be a useful surrogate for seabed properties and are commonly used for benthic ...
Benjamin Misiuk +2 more
exaly +3 more sources
Integrating multibeam backscatter angular response, mosaic and bathymetry data for benthic habitat mapping. [PDF]
Multibeam echosounders (MBES) are increasingly becoming the tool of choice for marine habitat mapping applications. In turn, the rapid expansion of habitat mapping studies has resulted in a need for automated classification techniques to efficiently map ...
Rozaimi Che Hasan +3 more
doaj +2 more sources
Mapping benthic habitats in Bohai Bay, China [PDF]
Marine benthic habitat mapping is increasingly recognized as an essential tool in integrating available data to inform marine ecosystem-based management.
Lu Yang +11 more
doaj +2 more sources
Shallow-Water Benthic Habitat Mapping Using Drone with Object Based Image Analyses
Spatial information on benthic habitats in Wangiwangi island waters, Wakatobi District, Indonesia was very limited in recent years. However, this area is one of the marine tourism destinations and one of the Indonesia’s triangle coral reef regions with a
Nurul Idris +2 more
exaly +3 more sources
Multiscale and Hierarchical Classification for Benthic Habitat Mapping
Developing quantitative and objective approaches to integrate multibeam echosounder (MBES) data with ground observations for predictive modelling is essential for ensuring repeatability and providing confidence measures for benthic habitat mapping.
Mary A Young +2 more
exaly +3 more sources
3D MAPPING OF BENTHIC HABITAT USING XGBOOST AND STRUCTURE FROM MOTION PHOTOGRAMMETRY [PDF]
Benthic habitats mapping is essential to the management and conservation of marine ecosystems. The traditional methods of mapping benthic habitats, which involve multibeam data acquisition and manually collecting and annotating imagery data, are time ...
S. Morsy +4 more
doaj +1 more source
Klasifikasi Habitat Bentik Berdasarkan Citra Sentinel-2 di Kepulauan Kei, Maluku Tenggara
Imagery classification has long been used in analyzing remote sensing data. The use of the classification algorithm model can affect the results in interpreting benthic habitats in shallow water.
La Ode Alifatri +2 more
doaj +1 more source
Benthic habitats are structurally complex and ecologically diverse ecosystems that are severely vulnerable to human stressors. Consequently, marine habitats must be mapped and monitored to provide the information necessary to understand ecological ...
Hassan Mohamed +2 more
doaj +1 more source

