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Corals are sessile invertebrates living underwater in colorful structures known as reefs. Unfortunately, coral's temperature sensitivity is causing color bleaching, which hosts organisms that are crucial and consequently affect marine pharmacognosy. To address this problem, many researchers are developing cures and treatment procedures to restore bleached corals. However, before the cure, the researchers need to precisely localize the bleached corals in the Great Barrier Reef. The researchers have developed various visual classification frameworks to localize bleached corals. However, the performance of those techniques degrades with variations in illumination, orientation, scale, and view angle. In this paper, we develop highly noise-robust and invariant robust localization using bag-of-hybrid visual features (RL-BoHVF) for bleached corals by employing the AlexNet DNN and ColorTexture handcrafted by raw features. It is observed that the overall dimension is reduced by using the bag-of-feature method while achieving a classification accuracy of 96.20% on the balanced dataset collected from the Great Barrier Reef of Australia. Furthermore, the localization performance of the proposed model was evaluated on 342 images, which include both train and test segments. The model achieved superior performance compared to other standalone and hybrid DNN and handcrafted models reported in the literature. [ABSTRACT FROM AUTHOR]

Public participation is experiencing increasing recognition as an indispensable component of effective communication and engagement between resource users and managers in natural resource planning and management. To bridge a gap between communication, information and participation, natural resource management agencies have increasingly used the visual capability of spatial decision support tools, such as geographic information systems. Nevertheless, both participation and the use of spatial technologies have been promoted without much consideration of how particular stakeholder groups participate and use existing decision support tools. This paper analyses the current state of public participation and the extent to which spatial data and geographic information tools are used by stakeholder groups to facilitate access to information and to support communication in water quality management on the Great Barrier Reef coast. Data were collected via document analysis, participant observation at stakeholders' meeting, face-to-face interviews and questionnaires. Qualitative data were coded for themes using coding analysis processes, whereas quantitative data from the surveys were analysed using standard exploratory and descriptive statistical techniques. Results reveal that reliance on the natural resource management officer, established networks and personal relationships, and provision of property-scale spatial information are important aspects of a meaningful public participation process. [ABSTRACT FROM AUTHOR]

The Great Barrier Reef Marine Park was established to provide for conservation and ecologically sustainable multiple use of 344,400 km of a large marine ecosystem. Management is based on multiple use, with zoning as a fundamental component of marine spatial planning. The legislative framework, including a specific Act and Regulations, address the objectives of ecosystem-based, integrated management of human uses and impacts consistent with best contemporary understanding of biological diversity. Zoning is one of a suite of management tools that include other spatial and temporal management tools and non-spatial measures including public education, community engagement, codes of environmental best practice, industry partnerships and economic instruments. The first section of the Great Barrier Reef Marine Park came into operation in 1981 and the most recent zoning came into operation in mid 2004. The paper discusses some common misunderstandings about zoning and identifies lessons that appear relevant for others addressing management and use of marine ecosystems and natural resources. [ABSTRACT FROM AUTHOR]