It is widely recognized that the initial ensemble describes the uncertainty of the variables and. thus. affects the performance of ensemble-based assimilation techniques. which is investigated in this paper with experiments using the Community Earth System Model (CESM) and the Data Assimilation Research Testbed (DART) assimilation software. https://chefesquipmenters.shop/product-category/stirring-glasses/