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基于加權(quán)模糊聚類的農(nóng)田養(yǎng)分管理區(qū)劃
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of the Soil Nutrient Management Zones Based on Weighted Fuzzy Clustering
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    摘要:

    將加權(quán)模糊聚類算法應(yīng)用于管理區(qū)劃分,權(quán)值的確定分別采用主成分分析法和變異系數(shù)法。在吉林省榆樹市精細(xì)農(nóng)業(yè)試驗(yàn)田獲取土壤氮、磷、鉀數(shù)據(jù),應(yīng)用本文提出的加權(quán)模糊聚類算法進(jìn)行管理區(qū)劃分,確定了試驗(yàn)區(qū)的管理分區(qū)數(shù)目,并與傳統(tǒng)的模糊聚類方法進(jìn)行了比較。結(jié)果表明,基于加權(quán)模糊聚類的管理分區(qū)更合理、更符合實(shí)際情況,該方法可用于指導(dǎo)精準(zhǔn)施肥。

    Abstract:

    Weighted fuzzy clustering algorithm is proposed and applied in management zones of soil nutrients. In the algorithm, the determination of the weight of different soil nutrients is a key step. Two methods are used to determine the weight. One is the principal component analysis (PCA). The other is coefficient of variation (C.V).To verify above methods, soil nutrients of N, P, K were sampled at the experimental site, a field in Yushu City of Jilin Province, and then the weighted fuzzy clustering algorithm was used and the number of the management zones was determined. The effectiveness of the weighted fuzzy clustering method was validated by comparing with the traditional fuzzy clustering method. The results show that the weighted fuzzy clustering method is more reasonable and more practical and can be used to support precision fertilization.

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于合龍,劉大有,陳桂芬.基于加權(quán)模糊聚類的農(nóng)田養(yǎng)分管理區(qū)劃[J].農(nóng)業(yè)機(jī)械學(xué)報,2009,40(Z1):177-182. of the Soil Nutrient Management Zones Based on Weighted Fuzzy Clustering[J]. Transactions of the Chinese Society for Agricultural Machinery,2009,40(Z1):177-182.

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