Applying deep learning to predict SST variation and tropical cyclone patterns that influence coral bleaching

Lin, Yuwan; Feng, Shan-Non; Lai, Chun-Yeh; Tseng, Hsiao-Ting; Huang, Chun-Wei

doi:10.1016/j.ecoinf.2023.102261

Cited by 3 publications

(1 citation statement)

References 55 publications

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“…Of concern are the adverse changes in the taxonomic structure of corals that emerge after a tropical cyclone, which could alter the aquatic ecosystem of coral reefs. In Taiwan, Lin et al [52] found the impact of tropical cyclones to be damaging in marine protected areas. This pattern is more or less the same in other areas with coral reefs, such as the Philippines [53] and other areas in the Americas that are prone to tropical cyclones.…”

Section: Impact Of Climate Change On Marine Biodiversitymentioning

confidence: 99%

A Comprehensive Review of Climatic Threats and Adaptation of Marine Biodiversity

Dube

2024

JMSE

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Oceans play a vital role in socioeconomic and environmental development by supporting activities such as tourism, recreation, and food provision while providing important ecosystem services. However, concerns have been raised about the threat that climate change poses to the functions of oceans. This study examines the impacts, threats, and adaptation strategies of climate change and marine biodiversity. Using bibliometric and secondary data analysis, this study determines that climate change leads to rising sea temperatures, marine heatwaves, acidification, and increasing sea levels. These factors undermine the significance of ocean ecosystem services. This study also identifies the significant risks posed by climate change to marine species diversity and distribution, primarily through habitat degradation and shifts in species ranges. Scholarly focus on these challenges has grown over time, focusing on adaptation strategies and building resilience to mitigate adverse impacts. This study critically evaluates various adaptation measures, including nature-based and human-based solutions such as habitat restoration, policy and legislative frameworks, and their potential to protect marine ecosystems. It provides detailed discussions on the effectiveness of adaptation strategies such as marine protected areas (MPAs), mangrove and coral reef restoration, and species range shifts. This review also emphasises the significance of indigenous knowledge systems and community participation in marine conservation efforts to achieve holistic and sustainable management. It highlights the need for enhanced international cooperation and a transdisciplinary approach to address the complex interplay between climate change and marine biodiversity. Additionally, this study suggests that funding for research gaps and conservation can be secured through tourism revenue and other climate funding mechanisms.

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Section: Impact Of Climate Change On Marine Biodiversitymentioning

confidence: 99%

A Comprehensive Review of Climatic Threats and Adaptation of Marine Biodiversity

Dube

2024

JMSE

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Time series (2003–15) analysis of selected physicochemical parameters in Indian Ocean: Cumulative impacts prediction on coral bleaching using machine learning

Panja,

Jaiswal,

Haldar

2024

Science of The Total Environment

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From Remote Sensing to Artificial Intelligence in Coral Reef Monitoring

Piñeros,

Reveles-Espinoza,

Monroy

2024

Machines

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This review comprehensively covers the development of viable unmanned underwater vehicles based on their technical capabilities, in particular those designed to conduct research exploration in underwater ecosystems and address environmental issues through analysis of coral reef vulnerability. The most important elements to be obtained are in situ data samples for analysis and characterization, supported by molecular biomarkers and marine ecology indicators. The following aspects are considered in this study: first, the geographic distribution of coral reefs for the study of marine ecology and molecular biological approaches for the detection of biomarkers to evaluate the vulnerability of coral reefs are detailed; then, the technologies currently available for the study of coral reefs are briefly described, ranging from large-scale capture to local-scale capture directly in the study region, taking advantage of remote sensing systems assisted by aerial technologies, marine vehicles, and artificial intelligence for the mapping, monitoring, and management of coral reefs as well as the characterization of their vulnerability; following this, existing marine vehicle technologies are generally explained, including a categorical description and an updated and highlighted list of innovative and robust marine vehicles that have been used in coral reef applications; the technical capabilities of such vehicle throughout the missions they have been subjected to are presented based on bibliographic references; finally, this review promotes multidisciplinary work to integrate the developments in the associated knowledge areas in order to obtain synergies in the face of challenges related to the massive scale of coral reef degradation worldwide.

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Applying deep learning to predict SST variation and tropical cyclone patterns that influence coral bleaching

Cited by 3 publications

References 55 publications

A Comprehensive Review of Climatic Threats and Adaptation of Marine Biodiversity

A Comprehensive Review of Climatic Threats and Adaptation of Marine Biodiversity

Time series (2003–15) analysis of selected physicochemical parameters in Indian Ocean: Cumulative impacts prediction on coral bleaching using machine learning

From Remote Sensing to Artificial Intelligence in Coral Reef Monitoring

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