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YOLO-based real-time floating debris counting in urban rivers for flood monitoring and water resource managementNARA Subscribed
Urban flooding is increasingly exacerbated by the accumulation of floating debris in rivers, which obstructs water flow, degrades water quality, and poses significant risks to human safety and environmental sustainability. Effective monitoring of floating debris is therefore critical for early flood warning and long-term water resource management. This study presents a real-time monitoring framework that integrates deep learni...
Decapods play vital ecological and economic roles, yet their diversity and distribution in the coastal waters of Matang remain poorly understood. Increasing anthropogenic pressures have further impacted their habitats, underscoring the need for improved biodiversity assessments. Conventional monitoring methods are often limited by inconsistencies, invasiveness, low taxonomic resolution, and inefficiency in complex habitats. Th...
Crustose coralline algae (CCA) from the genus Titanoderma are reported to induce high levels of coral larval settlement across a wide diversity of species. Consequently, Titanoderma is a promising taxon to cultivate in aquaculture facilities for application in coral reef restoration projects. However, knowledge on the optimum conditions to promote growth and reproduction in Titanoderma is limited. To investigate this, we cultu...