现场海域人工鱼礁分布状态聚类分析
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上海海洋大学海洋科学学院,上海海洋大学海洋科学学院,上海海洋大学海洋科学学院,上海海洋大学海洋科学学院

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公益性行业(农业)科研专项(201203063,201003068)


Clusteranalysis on distribution status of artificial reefs in field sea area
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College of Marine Science,Shanghai Ocean University,College of Marine Science,Shanghai Ocean University,College of Marine Science,Shanghai Ocean University,College of Marine Science,Shanghai Ocean University

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    摘要:

    人工鱼礁的流场营造、鱼类诱集等建设目标,一般是通过单位鱼礁、鱼礁群等不同规模的形式实现的;实际投放的成千上百个人工鱼礁处于何种分布状态、它们是否满足单位鱼礁等规模要求,是非常值得关注的课题。因此,如何对人工鱼礁的实际分布状态进行合理的划分归类或剔除,以最大程度地贴合设计方案的配置组合方式,对于正确评价鱼礁投放的准确与否是非常必要并具有现实意义的。本研究基于C3D侧扫声呐系统采集的高清晰水下影像,结合ArcGIS的数据矢量化功能,提取出各个鱼礁单体在水下的空间位置以及各鱼礁之间的相互距离与方位等空间关系。在此基础上,利用空间聚类分析,借助基于划分、层次和约束的算法对投放后的鱼礁进行划分、归类或剔除,并选择单位鱼礁的重心、影响面积、鱼礁单体数量以及礁体间距4个指标进行比较分析,探明人工鱼礁实际的组合聚类模式。结果显示,3种空间聚类算法误差的排列顺序为约束算法<划分算法<层次算法,其值分别为0.093,0.203,0.264。通过对比分析,在基于约束的聚类算法下,最能反映人工鱼礁的实际集聚情况。

    Abstract:

    The flow field variation and fish attraction effects in artificial reefs are usually realized through different scales of forms such as unit fish reef and fish reef cluster.What distribution status of the hundreds and thousands of artificial reefs actually launched is and if such reefs meet the requirement of unit reef worth very much attention.So,how to conduct reasonable classify or eliminate reefs and take the maximum extent to fit design scheme,is very necessary and has practical significance for evaluating whether ARs are launched accurately.In this paper,based on high-definition underwater images collected by C3D side-scan sonar system,combining with ArcGIS,we can extract the submarine space position of each fish reef monocase as well as spatial relationships i.e.mutual distance and azimuth between them etc.On this basis,a trial on spatial cluster analysis based on partition,hierarchical and constrained algorithms,was compared in order to find a relatively suitable solution for interpretation of distribution.Centre of gravity for deployed reefs,their potential influenced area,number of unit reefs and distance between each of the two reefs are defined as four basic indices for further comparison.Results show that the error of three spatial clustering algorithms in an ascending order is:constrained algorithm< partition algorithm< hierarchical algorithm,the values were 0.093,0.203,0.264.Comparative analysis shows that the constrained cluster algorithm can reflect the actual distribution pattern of the artificial reefs in a best way.

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沈天跃,章守宇,沈蔚,汪振华.现场海域人工鱼礁分布状态聚类分析[J].水产学报,2015,39(9):1350~1358

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  • 收稿日期:2014-11-11
  • 最后修改日期:2015-04-21
  • 录用日期:2015-09-20
  • 在线发布日期: 2015-09-23
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