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Journal of Fish Diseases · 2026 · Wiley
The infectious hypodermal and haematopoietic necrosis virus (IHHNV) represents a significant viral threat to global shrimp aquaculture, leading to considerable economic losses. In this study, we have developed a one‐step, one‐pot isothermal assay for the detection of IHHNV, employing recombinase‐aided amplification in conjunction with clustered regularly interspaced short palindromic repeats‐Cas12a (RAA‐CRISPR/Cas12a). The ass...
Journal of Marine Science and Engineering · 2025 · Vol. 14 · Issue 1 · MDPI
The development of robust autonomous maritime systems is fundamentally constrained by the “data silo” problem, where valuable operational data from disparate fleets remain isolated due to privacy concerns, severely limiting the scalability of general-purpose navigation intelligence. To address this barrier, we propose a novel Federated Meta-Transfer Learning (FMTL) framework that enables collaborative evolution of unmanned sur...