详细信息
逐步判别分析法在海洋水质评价中的应用 被引量:10
The application of a stepwise discriminant analysis method in a marine water quality evaluation
文献类型:期刊文献
中文题名:逐步判别分析法在海洋水质评价中的应用
英文题名:The application of a stepwise discriminant analysis method in a marine water quality evaluation
作者:张莹[1,2];付东洋[1,2];潘德炉[2];王迪峰[2];刘大召[1];丁又专[1]
机构:[1]广东海洋大学海洋遥感与信息技术实验室,广东湛江524088;[2]国家海洋局第二海洋研究所,浙江杭州310012
年份:2013
卷号:35
期号:6
起止页码:204
中文期刊名:海洋学报
收录:CSTPCD、、北大核心2011、北大核心、CSCD、CSCD2013_2014
基金:国家海洋局第二海洋研究所博士后基金(JG1208,JG1319);浙江省博士后基金(BSH1301015);国家海洋重大公益专项(201305019);国家科技支撑计划项(2012BAH32B01)
语种:中文
中文关键词:逐步判别分析法;水质指标筛选;海洋水质评价;粤西海域
外文关键词:stepwise discriminant analysis method; filtration of water quality indicators; marine water quality evaluation; waters of West Guangdong Provmce, China
中文摘要:针对粤西海域海洋水质评价这一问题,依照GB 3097—1997《国家海水水质标准》建立一个由400个站位组成、每个站位包含13个水质指标信息的假设随机样本,利用逐步判别分析法,在随机样本的13个水质指标中按其对水质分类判别能力的大小进行筛选,最终选出化学需氧量、石油类、镉、总磷、总氮这5个具有显著判别能力的指标,并利用这5个指标建立判别函数及水质分类图版,进而克服水质指标数据引入过多对水质评价模型的不利影响。利用上述水质分类图版对粤西海域2010年40个站位的水质状况进行了评价,对比海洋与渔业环境监测站的水质分类结果,其正确率为95%,说明该水质分类图版具有良好的实际应用效果,可作为解决利用多水质指标信息综合评价海洋水质这一问题的有效方法。
外文摘要:To evaluate the marine water quality of West Guangdong Prcvince, China, an assumptive random sample comprising 400 stations (at each station there are 13 water quality indicators) is established according to the Na tional Water Quality Standards (GB 3097--1997). The 13 indexes are filtered with a stepwise discriminant analysis method in terms of their water quality discriminant ability. Five indicators with distinguishing discriminant ability are picked out. They are a chemical oxygen demand, oil, cadmium content, total phosphorus and total nitrogen. Adiscriminant function and a water quality classification plate are thereafter established with these five indicators. The method avoides introducing too many indicators to have adverse impact on the water quality evaluation model. The above water quality classification plate is applied to evaluating the marine water quality of 40 stations in West Guangdong Province in 2010. Compared with the result provided by Zhanjiang Oceanic and Fishery Environmental Monitoring Station, it is found that the matching rate of 40 stations in this area is 95 %. It indicates that the plate has a good application effect. It can be used as an effective way to evaluate the marine water quality by using multi indicators.
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