Abstract In the face of global ecosystem changes driven by anthropogenic activities. effective biomonitoring strategies are crucial for mitigating impacts on vulnerable aquatic habitats. Time series analysis underscores a great significance in understanding the dynamic nature of marine ecosystems. especially amidst climate change disrupting established seasonal patterns. https://foldlyers.shop/product-category/ni-mh/