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Machine Learning Models for Predicting Coral Reef Bleaching Events

Gurmang Science Review 01 June 2025 Vol. 3, Issue 1 pp. 1-34
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DOI: 10.1016/j.gs.2025.005

Keywords: coral reef machine learning climate change marine ecology

Abstract

A comprehensive review and meta-analysis of machine learning approaches for predicting coral reef bleaching events. We evaluate 47 studies and propose a unified framework combining satellite imagery, ocean temperature data, and species-specific vulnerability indices.

Authors & Affiliations

P
Prof. Kenji Tanaka (Corresponding)

University of Tokyo, Japan

ORCID: 0000-0005-6789-0123

D
Dr. Fatima Al-Rashid

King Abdullah University, Saudi Arabia

ORCID: 0000-0006-7890-1234