基于主成分和聚类分析筛选氮高效小麦品种
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国家重点研发计划项目(2016YFD0300405);国家现代农业产业技术体系建设专项(CARS–3);湖北省重点研发计划项目(2020BBA033)


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    摘要:

    以34个小麦品种为试验材料,2018年11月—2019年5月、2019年11月—2020年5月在湖北省枣阳市开展田间试验,利用主成分分析和聚类分析法分析氮肥利用率各项指标,对小麦品种进行综合评价和筛选。结果显示:不同小麦品种间氮效率各项指标和产量均存在差异,变异系数为12.40%~37.32%;2个生育周期内主成分分析均提取前2个主成分来计算氮效率综合得分,其中2018年11月—2019年5月第一主成分和第二主成分旋转后特征值分别为3.376和2.068,累计反映了原变量90.73%的信息;2019年11月—2020年5月前2个主成分旋转后特征值为4.290和1.327,累计反映了原变量93.61%的信息。小麦氮效率综合评分与产量呈极显著正相关,氮效率综合评分越高,产量越高。对氮效率综合评分进行K–Means聚类分析,初步筛选出安农0711、川麦104、鄂麦18、鄂麦006、鄂麦580、扶麦1228和华麦1168等稳定的氮高效型品种。

    Abstract:

    In order to screen out nitrogen-efficient wheat cultivars, 34 wheat varieties were used as raw materials by use of principal component analysis and cluster analysis to comprehensively evaluate nitrogen utilization efficiency. The field experiment was carried out in Zaoyang City, Hubei Province, from November of 2018 to May of 2019 and from November of 2019 to May of 2020. The results showed that there were differences in nitrogen efficiency indicators and yield among different wheat cultivars, and the coefficient of variation was 12.40%-37.32%. The first two principal components of the two growth cycles were extracted by principal component analysis, and the comprehensive score of nitrogen efficiency was calculated. In the first studied period, the rotation eigenvalues of the first principal component and the second principal component were 3.376 and 2.068, cumulatively reflects 90.73% of the information of the original variable. In the second studied period, the rotation eigenvalues of the first principal component and the second principal component were 4.290 and 1.327, which accumulatively reflect 93.61% of the information of the original variable. The comprehensive score of nitrogen efficiency of wheat was positively correlated with yield, and the higher the comprehensive score of nitrogen efficiency, the higher the yield. With K-Means cluster analysis, we could pick out the seven varieties with stable nitrogen efficient: Anong 0711, Chuanmai 104, E-mai 18, E-mai 006, E-mai 580, Fumai 1228 and Huamai 1168.

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张子豪,李想成,吴昊天,付鹏浩,高春保,张运波,邹娟.基于主成分和聚类分析筛选氮高效小麦品种[J].湖南农业大学学报:自然科学版,2022,48(5):.

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  • 在线发布日期: 2022-10-26
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