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基于粗糙集與支持向量機(jī)的禽蛋蛋殼無損檢
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Testing of Eggshell Based on Rough Sets and Support Vector Machine
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    摘要:

    針對(duì)當(dāng)前禽蛋蛋殼無損檢測(cè)系統(tǒng)存在檢測(cè)精度不高的問題,,提出粗糙集和支持向量機(jī)相結(jié)合的方法進(jìn)行分類器的設(shè)計(jì)。首先,基于粗糙集理論對(duì)特征參數(shù)集進(jìn)行屬性約簡(jiǎn),在約簡(jiǎn)過程中,利用模糊C均值聚類算法對(duì)特征參數(shù)進(jìn)行量化,,并基于屬性重要性的啟發(fā)式搜索對(duì)條件屬性進(jìn)行約簡(jiǎn);然后,在屬性約簡(jiǎn)的基礎(chǔ)上完成支持向量機(jī)分類器的訓(xùn)練,,在訓(xùn)練過程中,通過交叉驗(yàn)證法對(duì)分類器模型參數(shù)進(jìn)行了優(yōu)化,。實(shí)驗(yàn)結(jié)果表明該方法的分類準(zhǔn)確率能夠達(dá)到94.6%,,具有良好的工程應(yīng)用價(jià)值,。

    Abstract:

    Aiming at solving the problem of low accuracy existing in the nondestructive testing system for eggshell, a new hybrid scheme of rough sets and support vector machine for classifier designing was proposed. First, redundant characteristic parameters were reduced based on the rough sets theory. During reducing process, the characteristic parameters were quantified by fuzzy C means clustering algorithm, and the condition attributes were reduced via heuristic search according to their own importance. And then, the classifier was trained by support vector machine based on the reduction result. During training process, the classifier model parameters were optimized by cross validation. The experiments show that the accordance rate of the proposed method can reach 94.6%, which has great engineering application perspective.

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何麗紅,劉金剛,文友先.基于粗糙集與支持向量機(jī)的禽蛋蛋殼無損檢[J].農(nóng)業(yè)機(jī)械學(xué)報(bào),2009,40(3):167-171. Testing of Eggshell Based on Rough Sets and Support Vector Machine[J]. Transactions of the Chinese Society for Agricultural Machinery,2009,40(3):167-171.

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