ass日本风韵熟妇pics男人扒开女人屁屁桶到爽|扒开胸露出奶头亲吻视频|邻居少妇的诱惑|人人妻在线播放|日日摸夜夜摸狠狠摸婷婷|制服 丝袜 人妻|激情熟妇中文字幕|看黄色欧美特一级|日本av人妻系列|高潮对白av,丰满岳妇乱熟妇之荡,日本丰满熟妇乱又伦,日韩欧美一区二区三区在线

基于SVM的加工番茄早疫病葉氮素含量光譜反演
CSTR:
作者:
作者單位:

作者簡(jiǎn)介:

通訊作者:

中圖分類號(hào):

基金項(xiàng)目:

“十二五”國家科技支撐計(jì)劃資助項(xiàng)目(2012BAH27B02),、國家自然科學(xué)基金資助項(xiàng)目(31260291),、中國科學(xué)院數(shù)字地球重點(diǎn)實(shí)驗(yàn)室開放基金資助項(xiàng)目(2012LDE011)和石河子大學(xué)高層次人才基金資助項(xiàng)目(RCZX201226)


Remote Sensing Inversion of Nitrogen Content Based on SVM in Processing Tomato Early Blight Leaves
Author:
Affiliation:

Fund Project:

  • 摘要
  • |
  • 圖/表
  • |
  • 訪問統(tǒng)計(jì)
  • |
  • 參考文獻(xiàn)
  • |
  • 相似文獻(xiàn)
  • |
  • 引證文獻(xiàn)
  • |
  • 資源附件
  • |
  • 文章評(píng)論
    摘要:

    采用支持向量機(jī)(SVM)模型,,對(duì)新疆加工番茄早疫病病害植株的葉片氮素含量進(jìn)行光譜反演,。分析不同病害嚴(yán)重度的病葉氮素含量的光譜特征,發(fā)現(xiàn)在218~357nm,、384~587nm,、1033~1141nm、1499~2500nm,,氮素含量與光譜反射率的相關(guān)系數(shù)的絕對(duì)值大于0.7,,在227~353nm的相關(guān)系數(shù)大于0.8,表明不同病害嚴(yán)重度的病葉氮素含量與光譜反射率呈強(qiáng)相關(guān),。利用K層交叉檢驗(yàn)(K-CV)方法驗(yàn)證,、優(yōu)選出SR705、ND705,、GMI-2,、RI-half、PTEBc等5種光譜指數(shù),,作為SVM模型的輸入變量,;同時(shí),分別建立線性核,、多項(xiàng)式核,、徑向基核和Sigmoid核的SVM模型,通過模型擬合比較,,得出最佳模型為徑向基核的SVM模型,。采用徑向基核的SVM模型對(duì)病葉氮素含量進(jìn)行光譜反演,結(jié)果表明:徑向基核的SVM模型氮素含量反演的真實(shí)值與預(yù)測(cè)值的MSE為0.0124,,相關(guān)系數(shù)R為85.916%,,平均相對(duì)誤差為0.175,結(jié)合多光譜指數(shù)的SVM模型提高了加工番茄早疫病病害葉片氮素含量的反演精度,。

    Abstract:

    Support vector machine was used to invert nitrogen content of processing tomato early blight leaves in Xinjiang. The spectrum characteristic of processing tomato of difference disease level was analyzed. Then nitrogen content was found to be strong correlation with the spectral reflectivity on 218~357nm, 384~587nm, 1033~1141nm,1499~2500nm, because the correlation coefficients were more than 0.8. The vegetation index, SR705, ND705, GMI-2, RI-half, and PTEBc were chosen through K-CV cross validation, and SVM model was used to invert the nitrogen content with the vegetation index. The results show that the precision the SVM model of radial basis function kernel was the highest in linear kernel, polynomial kernel, radial basis function kernel and Sigmoid kernel. The value of MSE was 0.0124. The value of R was 85.916%. The value of average relative error was 0.175. SVM model with multi-vegetation index improved the precision of inverting nitrogen content of processing tomato early blight leaves.

    參考文獻(xiàn)
    相似文獻(xiàn)
    引證文獻(xiàn)
引用本文

尹小君,張 清,趙慶展,汪傳建,寧 川.基于SVM的加工番茄早疫病葉氮素含量光譜反演[J].農(nóng)業(yè)機(jī)械學(xué)報(bào),2014,45(11):280-285. Yin Xiaojun, Zhang Qing, Zhao Qingzhan, Wang Chuanjian, Ning Chuan. Remote Sensing Inversion of Nitrogen Content Based on SVM in Processing Tomato Early Blight Leaves[J]. Transactions of the Chinese Society for Agricultural Machinery,2014,45(11):280-285.

復(fù)制
分享
文章指標(biāo)
  • 點(diǎn)擊次數(shù):
  • 下載次數(shù):
  • HTML閱讀次數(shù):
  • 引用次數(shù):
歷史
  • 收稿日期:2013-11-19
  • 最后修改日期:
  • 錄用日期:
  • 在線發(fā)布日期: 2014-11-10
  • 出版日期:
文章二維碼