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BP网络海上石油平台溢油污染等级评估方法
引用本文:郎印海,刘洁,贾永刚,崔文林.BP网络海上石油平台溢油污染等级评估方法[J].海洋湖沼通报,2011(1):115-121.
作者姓名:郎印海  刘洁  贾永刚  崔文林
作者单位:1. 海洋环境与生态教育部重点实验室,中国海洋大学,山东,青岛,266100;中国海洋大学环境科学与工程学院,山东,青岛,266100
2. 中国海洋大学环境科学与工程学院,山东,青岛,266100
基金项目:海洋公益性行业科研专项经赞项目"渤海石油平台及邻近海域环境污染实时监控预警及应急支持技术研究与示范"
摘    要:通过分析与溢油污染程度有关的影响因素,首次构建了海上石油平台溢油污染程度评价指标体系.针对模型无样本的难题,对评价指标进行分级,利用Rand函数在各分级标准内随机生成足够数量的训练和测试样本,建立了较合理的网络结构,构建了石油平台溢油污染等级BP网络模型.研究结果表明BP网络模型具有很强的泛化能力,能够用于评判未知样本...

关 键 词:BP网络  溢油  评价指标体系  污染等级  训练样本

APPLICATION OF BP NEURAL NETWORK TO ASSESS THE POLLUTION LEVEL OF OIL SPILL ON THE OFFSHORE PLATFORM
LANG Yinhai,LIU Jie,JIA Yonggang,CUI Wenlin.APPLICATION OF BP NEURAL NETWORK TO ASSESS THE POLLUTION LEVEL OF OIL SPILL ON THE OFFSHORE PLATFORM[J].Transaction of Oceanology and Limnology,2011(1):115-121.
Authors:LANG Yinhai  LIU Jie  JIA Yonggang  CUI Wenlin
Institution:LANG Yinhai1,2,LIU Jie1,JIA Yonggang1,and CUI Wenlin3(1.Key Lab of Marine Environmental Science and Ecology,Ministry of Education,OceanUniversity of China,Qingdao 266100,China,2.College of Environmental Science andEngineering,Ocean University of China,3.North China SeaMonitoring Center,SOA,Qingdao 266033,China)
Abstract:Assessment index system of oil spill for the offshore oil platform was established for the first time by analyzing the influenced factors related to the degree of oil pollution.To solve the problem of non-samples,every assessment index was divided into several grades and the Rand function was used to generate enough training samples and test samples.A more reasonable network structure was established and a BP neural network model of the degree of oil pollution was finally set up.The results showed that the ...
Keywords:BP network  oil spill  assessment index system  pollution level  training sample  
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