陈林涛, 马旭, 曹秀龙, 温志成, 季传栋, 李宏伟. 基于主成分分析的杂交稻芽种物理特性评价研究[J]. 农业工程学报, 2019, 35(16): 334-342. DOI: 10.11975/j.issn.1002-6819.2019.16.037
    引用本文: 陈林涛, 马旭, 曹秀龙, 温志成, 季传栋, 李宏伟. 基于主成分分析的杂交稻芽种物理特性评价研究[J]. 农业工程学报, 2019, 35(16): 334-342. DOI: 10.11975/j.issn.1002-6819.2019.16.037
    Chen Lintao, Ma Xu, Cao Xiulong, Wen Zhicheng, Ji Chuandong, Li Hongwei. Evaluation research of physical characteristics of hybrid rice buds based on principal component analysis[J]. Transactions of the Chinese Society of Agricultural Engineering (Transactions of the CSAE), 2019, 35(16): 334-342. DOI: 10.11975/j.issn.1002-6819.2019.16.037
    Citation: Chen Lintao, Ma Xu, Cao Xiulong, Wen Zhicheng, Ji Chuandong, Li Hongwei. Evaluation research of physical characteristics of hybrid rice buds based on principal component analysis[J]. Transactions of the Chinese Society of Agricultural Engineering (Transactions of the CSAE), 2019, 35(16): 334-342. DOI: 10.11975/j.issn.1002-6819.2019.16.037

    基于主成分分析的杂交稻芽种物理特性评价研究

    Evaluation research of physical characteristics of hybrid rice buds based on principal component analysis

    • 摘要: 杂交稻芽种物理特性研究评价与水稻机械化生产密切相关。为对杂交稻芽种物理特性进行系统研究及科学评价,该文以华南稻区常用的杂交稻芽种为试验样品,分别测定其含水率、千粒质量、滑动摩擦角、休止角α、休止角β、芽长、三轴算术平均粒径及硬度8个物理特性指标参数,并运用主成分分析法简化物理特性指标,构架科学的量化评价体系,得到每种样品的综合得分。结果表明,样品的各个物理特性指标参数差异明显,各物理特性指标之间存在不同程度的相关性。千粒质量与休止角α和休止角β呈显著正相关;三轴算术平均粒径与休止角α和休止角β呈显著正相关;休止角α与休止角β呈显著正相关;千粒质量与含水率、三轴算术平均粒径及滑动摩擦角呈正相关;含水率与芽长呈正相关;硬度与休止角α呈正相关;芽长与休止角α、休止角β和三轴算术平均粒径呈正相关。采用主成分分析法提取前3个主成分因子,累计贡献率达到80%以上,能够代表原来8个物理特性指标中的绝大部分信息,具有较好的代表性与客观性。结合试验结果初步确定9种杂交稻芽种样品物理特性的评价等级划分标准,对其做出了适当评价。采用聚类综合分析法对样品物理特性综合得分进行分析研究,9种杂交稻芽种被聚合为5类,各杂交稻芽种样品间物理特性有差异。本研究基于主成分分析法对杂交稻芽种物理特性进行评价,为杂交稻芽种物理特性的科学评价提供一种新思路,同时为水稻精密排种器作业参数的设计优化提供数据依据。

       

      Abstract: China possesses a wide area of rice cultivation. The rice planting system is complex and differential from different area, such as single season, double season. The kinds of planting rice are various, mainly consisting of indica and japonica rice, and which also are divided into conventional rice, hybrid rice and super hybrid rice, and the physical characteristic between different planting rice is significant or non-significant. In recent years, the research on hybrid rice seeds mainly focuses on variety selection, identification and promotion, nutritional value and processing quality evaluation, physical property measurement, key parameter calibration of bud seed discrete elements and rapid non-destructive classification among rice varieties. The research on the physical property evaluation of rice seeds currently lacks a kind of objective, scientific, effective and practical evaluation methods. The physical properties of hybrid rice generally have many parameters, such as 1 000-grain weight, density, water content, geometric size, porosity, tribological properties, rheological properties, thermal properties, optical properties, electrical properties and pulverization properties. The research and evaluation of the physical characteristics of hybrid rice buds are closely related to the mechanized production of rice. In order to systematically study and quantitatively evaluate the physical characteristics of hybrid rice buds, 9 kinds of hybrid rice produced in south China area were selected as raw materials to determine eight physical indexes, including moisture content, 1 000-grain weight, sliding friction angle, angle of repose α, angle of repose β, the bud length, the three-axis arithmetic mean particle size and the hardness. The principal component analysis method was employed to simplify the physical property index and establish the scientific evaluation system, and the comprehensive score of each sample was obtained. The results showed that the physical index of different samples was significantly different, and the correlation between the different physical properties of the samples was also represented. The 1 000-grain weight was significantly positive correlated with the angle of repose α and the angle of repose β; the triaxial arithmetic mean particle size was positive correlated between the angle of repose α and the angle of repose β remarkably; the angle of repose α is also obviously positive correlated with the angle of repose β. 1 000-grain weight was positively correlated with water content, triaxial arithmetic mean particle size and sliding friction angle; water content was positively correlated with bud length; bud length was positively correlated with resting angle α, resting angle β and triaxial arithmetic mean particle size. Principal component analysis method was utilized to extract the first three principal component factors, and the cumulative contribution rate reached 80%. The first three principal component factors could represent most of the original eight physical indexes with well representativeness and objectivity, and obtained the evaluation formula Z=0.422Z1+0.205Z2+0.178Z3 to calculate the comprehensive score of the physical characteristics of hybrid rice buds. In this study, the physical characteristics of hybrid rice buds were comprehensively evaluated based on principal component analysis method, which provided a new method for the scientific evaluation of the physical characteristics of hybrid rice buds, and also provided theoretical data basis for the design and optimization of operating parameters of precision rice seeder in the future.

       

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