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贝叶斯网络方法在确定控制突尼斯加贝斯湾卡盾藻出现和水华的环境因素中的应用。

A Bayesian network approach to determine environmental factors controlling Karenia selliformis occurrences and blooms in the Gulf of Gabès, Tunisia.

机构信息

Institut National des Sciences et Technologies de la Mer, Centre de Sfax, Rue Madagascar, BP 1035, CP 3018, Sfax, Tunisia.

Faculté des Sciences Économiques et de Gestion de Sfax, Route de l'Aéroport Km 4, BP 1088, CP 3018, Sfax, Tunisia; Laboratoire de Multimedia, InfoRmation Systems and Advanced Computing Laboratory, Pôle technologique de Sfax, Route de Tunis Km 10, BP 242, CP 3021, Sfax, Tunisia.

出版信息

Harmful Algae. 2017 Mar;63:119-132. doi: 10.1016/j.hal.2017.01.013. Epub 2017 Feb 27.

Abstract

A Bayesian Network modeling framework is introduced to explore the effect of physical and meteorological factors on the dinoflagellate red tide forming Karenia selliformis in various sampling sites of the national phytoplankton monitoring program. The proposed models took into account the physical environment effects (salinity, temperature and tide amplitude), meteorological constraints (evaporation, air temperature, insolation, rainfall, atmospheric pressure and humidity), sampling months and sites on both Karenia selliformis occurrences and blooms. The models produced plausible results and enabled the identification of the factors that directly impacted on the species occurrences and concentration levels. The sampling sites dominated the species occurrences. The models show that the relationship between salinity and Karenia selliformis is more apparent when the species concentrations are focused on and that the bloom occurrences can be predicted based on salinity. Concentrations up to 10 cells L were recorded when salinity exceeded 42.5 and dominated the shallow and weak water renewal areas.

摘要

引入贝叶斯网络建模框架,以探索物理和气象因素对国家浮游植物监测计划各个采样点形成的甲藻赤潮的影响。所提出的模型考虑了物理环境效应(盐度、温度和潮幅)、气象限制(蒸发、空气温度、日照、降雨、大气压和湿度)、采样月份以及对甲藻赤潮发生和爆发的站点的影响。模型产生了合理的结果,并确定了直接影响物种发生和浓度水平的因素。采样点主导着物种的发生。模型表明,当关注物种浓度时,盐度与甲藻赤潮的关系更为明显,并且可以根据盐度预测赤潮的发生。当盐度超过 42.5 时,记录到高达 10 个细胞/L 的浓度,并且在浅且弱的水更新区域占主导地位。

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