کد مقاله | کد نشریه | سال انتشار | مقاله انگلیسی | نسخه تمام متن |
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4549591 | 1627469 | 2015 | 12 صفحه PDF | دانلود رایگان |
• The onset and duration of Pseudo-nitzschia blooms can be modelled with a ZINB model.
• Wind forcing and temperature influence Pseudo-nitzschia population dynamics in Irish waters.
• Results suggest that upwelling conditions are closely linked to the occurrence of Pseudo-nitzschia blooms.
Toxic and non-toxic Pseudo-nitzschia blooms are common in coastal waters worldwide including Ireland. Off southwest Ireland, the timing of blooms on a weekly scale is highly variable, while the seasonal pattern is more regular with a bimodal distribution. Upwelling conditions are closely linked to Pseudo-nitzschia blooms. The work presented here describes a mathematical model, a Zero-Inflated Negative Binomial Model, employed to forecast the onset, abundance and duration of Pseudo-nitzschia blooms in the bays of southwest Ireland. Variables used in the model included field observations of Pseudo-nitzschia, sea surface temperature and wind. The estimated model reveals that, on average, cell levels on a given day depend on sea surface temperature, the value of a wind index on the previous day and the number of Pseudo-nitzschia in the water the previous week. The model forecast performed well for the onset and duration of blooms. However, the magnitude of blooms was sometimes underestimated by the model.
Journal: Journal of Sea Research - Volume 105, November 2015, Pages 30–41