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一种用于检测休闲船只非本地物种污损和传播风险的模糊“船工”模型。

A fuzzy 'boater' model to detect fouling and spreading risk of non-indigenous species by recreational boats.

作者信息

Ferrario Jasmine, Marchini Agnese, Borrelli Paola, Gigli Berzolari Francesca, Occhipinti-Ambrogi Anna

机构信息

Department of Earth and Environmental Sciences, University of Pavia, Italy.

Department of Earth and Environmental Sciences, University of Pavia, Italy.

出版信息

J Environ Manage. 2016 Nov 1;182:198-207. doi: 10.1016/j.jenvman.2016.07.029. Epub 2016 Jul 28.

Abstract

Recreational boating is an unregulated and underestimated vector of spread of non-indigenous species (NIS) in marine environments. The risk of a single boat to spread NIS depends not only on the local environmental context, but also on the type of boat and on the boat owner's behaviour (hull cleaning and painting frequency, travel history). In this paper we present a model to assess the risk of fouling and spreading of NIS and its application to data derived from a questionnaire given to Italian boat owners. The model uses a two-levels fuzzy logic approach: (1) the first level assesses the risk of hull fouling and risk of spreading separately; (2) the second level combines the two separate risks in an overall index ranging from 0 (null risk) to 100 (highest risk) and measures the global risk of NIS introduction and spread through recreational boating. The questionnaire and the fuzzy model allow for a simple and rapid assessment of boats most likely to be infested. The proposed fuzzy model can be easily edited and adapted to context-specific ecological and social conditions. The results of this Italian study showed that 53.9% of the respondents were in the very-low and low risk categories, and 46.1% in the medium, high and very-high risk categories. Possible associations between some boaters habits and the fouling and spreading risk were explored using logistic regression analyses. The results indicate a high-risk profile of boat owner as an experienced sailor who visits many marinas during the summer season. Biosecurity guidelines, containment measures and awareness raising programmes should be implemented to prevent and avoid further spread of NIS in marine environments, and such management actions would benefit from the early detection of high-risk boats, and from the identification of profiles of boaters upon which these initiatives should be prioritized.

摘要

休闲划船是海洋环境中传播非本土物种(NIS)的一种未受监管且被低估的途径。单艘船只传播非本土物种的风险不仅取决于当地环境背景,还取决于船只类型以及船主的行为(船体清洁和涂漆频率、航行历史)。在本文中,我们提出了一个模型来评估非本土物种的附着和传播风险,并将其应用于从对意大利船主进行的问卷调查中获得的数据。该模型采用两级模糊逻辑方法:(1)第一级分别评估船体附着风险和传播风险;(2)第二级将这两种单独的风险合并为一个从0(无风险)到100(最高风险)的综合指数,以衡量通过休闲划船引入和传播非本土物种的总体风险。该问卷和模糊模型能够对最有可能受到侵害的船只进行简单快速的评估。所提出的模糊模型可以很容易地进行编辑,并适用于特定背景下的生态和社会条件。这项意大利研究的结果表明,53.9%的受访者处于极低和低风险类别,46.1%处于中、高和极高风险类别。使用逻辑回归分析探讨了一些船主习惯与附着和传播风险之间可能存在的关联。结果表明,作为一名经验丰富的水手,在夏季访问多个码头的船主具有高风险特征。应实施生物安全指南、遏制措施和提高认识计划,以防止和避免非本土物种在海洋环境中的进一步传播,而这些管理行动将受益于对高风险船只的早期发现,以及对这些举措应优先针对的船主特征的识别。

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