LI Jun,LIU He,ZHU Liangkuan.Analysis of Association Rules of Strawberry Leaf Moisture Content Based on Spectral Reflection Characteristics[J].Northern Horticulture,2020,44(19):146-151.[doi:10.11937/bfyy.20194451]
基于Apriori关联规则算法的草莓叶片含水状况研究
- Title:
- Analysis of Association Rules of Strawberry Leaf Moisture Content Based on Spectral Reflection Characteristics
- 文献标志码:
- A
- 摘要:
- 为了更便捷准确的测量草莓叶片含水率,利用叶片含水率分析指导草莓在各个生长周期的灌溉。该文通过研究数据挖掘算法中的Apriori关联规则算法及其在分析草莓叶片水分状况方面的应用,提出一种基于Apriori算法的D算子模型,采集草莓叶片不同水分状况的光谱反射值,建立相关性系数和出错率2个衡量指标,利用所提算子模型对冠层叶片含水率与不同波段的光谱反射率之间的潜在关系进行关联规则分析,找出了干旱、轻度干旱、适量和溢水4种不同的水分处理方式下草莓光谱反射特征与叶片水分状况之间的相关关系。试验结果证实,在2 037.425~2 560.039 nm波段下,通过光谱反射率就能判断出叶片的含水状态,即当光谱反射值在101.554~101.560时,草莓叶片含水状态为干旱;当光谱反射值在98.574~99.140时,草莓叶片含水状态为轻微干旱;当光谱反射值在96.379~97.587时,草莓叶片含水状态为适量;当光谱反射值在94.583~95.902时,草莓叶片含水状态为溢水。实证分析结果表明,所提算法简化了实际操作的步骤,节省数据空间,证明了所提算法分析草莓叶片含水状况的可行性和有效性。
- Abstract:
- In order to measure the moisture content of strawberry leaves more conveniently and accurately,the analysis of leaf moisture content was used to guide the irrigation of strawberries in each growth cycle.By studying the Apriori association rule algorithm in data mining algorithms and its application in analyzing the moisture status of strawberry leaves,a D operator model based on the Apriori algorithm is proposed.Collect the spectral reflectance values of different water conditions of strawberry leaves,two correlation indexes of correlation coefficient and error rate were established.The proposed operator model was used to correlate the potential relationship between the water content of canopy leaves and the spectral reflectance of different bands.The rule analysis found out the correlation between the spectral reflectance characteristics of strawberry and leaf water status under four different water treatment methods:drought,mild drought,moderate and overflow.The results confirmed that the water state of the leaves could be judged by the spectral reflectance in the band of 2 037.25-2 560.039 nm,that was,when the spectral reflectance was between 101.554 and 101.560,the water content of the strawberry leaves was drought;when the spectral reflectance was 98.574.When the temperature was between 98.574-99.140,the water content of strawberry leaves was slightly drought;when the spectral reflectance was between 96.379-97.587,the water content of strawberry leaves was moderate;when the spectral reflectance was between 94.583-95.902,the water content of strawberry leaves.The empirical analysis of the overflow showed that the proposed algorithm simplifies the actual operation steps,saves the data space,and proves the feasibility and effectiveness of the proposed algorithm for analyzing the water content of strawberry leaves.
参考文献/References:
[1]COLOMBO R,MERONI M,MARCHESI A,et al.Estimation of leaf and canopy water content in poplar plantations by means of hyperspectral indices and inverse modeling[J].Remote Sensing of Environment,2008,112(4):1820-1834.[2]SEPULCRE-CANT G,ZARCO-TEJADA P J,JIMNEZ-MUOZ J C,et al.Detection of water stress in an olive orchard with thermal remote sensing imagery[J].Agricultural and Forest Meteorology,2006,136(1):31-44.[3]AREVALO R T,VILLACRES J,FUENTES A,et al.Moisture content estimation of Pinus radiata and Eucalyptus globulus from reconstructed leaf reflectance in the SWIR region[J].Biosystems Engineering,2020,193:187-205.[4] TIE C B,TAO W,YOU Q C,et al.Comparison of near-infrared spectrum pretreatment methods for jujube leaf moisture content detection in the sand and dust area of southern Xinjiang[J].Spectroscopy and Spectral Analysis,2018,39(4):1323-1328.[5] LING L W,RAYMOND H E,JOHN J Q,et al.Estimating dry matter content of fresh leaves from the residuals between leaf and water reflectance[J].Remote Sensing Letters,2011,2(2):137-145.[6]TIAN Q,TONG Q,PU R,et al.Spectroscopic determination of wheat water status using 1650-1850 nm spectral absorption features[J].International Journal of Remote Sensing,2001,22(12):2329-2339.[7]苏毅,王克,李少昆,等.棉花植株水分含量的高光谱监测模型研究[J].棉花学报,2010,22(6):550-565.[8]SIKHA B,PROAL C D.Positive and negative association rule mining in Hadoop′s MapReduce environment[J].Journal of Big Data,2019,6(1):1-16.[9]龙小勇,蔡良才,沈勇,等.基于关联规则挖掘的水泥混凝土道面综合病害关系研究[J].西华大学学报(自然科学版),2019(5):1-11.[10]陈文敬.基于Apriori算法的电力经济发展关联规则研究[J].科技经济导刊,2019,27(24):4-5.[11]王斌,马俊杰,房新秀,等.基于时间戳和垂直格式的关联规则挖掘算法[J].计算机科学:2019,46(10):71-76.[12]刘晓维,陈俊丽,屈世富,等.一种改进的Apriori算法[J].计算机工程与应用,2011,47(11):150-151.[13]董晨,夏凯.基于Apriori算法的浙西杉木用材林立地及生长因子关联分析[J].浙江农林大学学报,2019,36(4):741-748.[14]梁杨,钱晓东.多最小支持度关联规则改进算法[J].西南大学学报(自然科学版),2019,41(7):131-141.[15]罗海洋.大数据环境下关联规则挖掘算法及其应用研究[D].长沙:湖南大学,2017.[16]郭秀娟,张树彬,岳俊华.基于Apriori数据挖掘算法研究[J].吉林建筑工程学院学报,2010,27(3):55-60.[17]SHU LING Z.Research on data mining of education technical ability training for physical education students based on Apriori algorithm[J].Cluster Computing,2019,22(6):14811-14818.[18]李珺,宋文龙.基于光谱反射特征的草莓叶片含水率模型[J].东北林业大学学报,2016,44(1):72-74.
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备注/Memo
第一作者简介:李珺(1978-),女,黑龙江哈尔滨人,博士,副教授,现主要从事林业信息检测等研究工作。E-mail:lijun2010@nefu.edu.cn.基金项目:黑龙江省教育厅科学技术研究基金资助项目(12533014)。收稿日期:2019-11-27