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三维高光谱NPLS模型用于冬小麦估产的初步研究
引用本文:王韬,张录达,劳彩莲,赵龙莲,李军会,王忠义,黄文江,王纪华,严衍禄.三维高光谱NPLS模型用于冬小麦估产的初步研究[J].光谱学与光谱分析,2006,26(10):1915-1917.
作者姓名:王韬  张录达  劳彩莲  赵龙莲  李军会  王忠义  黄文江  王纪华  严衍禄
作者单位:1. 中国农业大学理学院,北京 100094
2. 中国农业大学信息与电气工程学院,北京 100094
3. 国家农业信息化工程技术研究中心,北京 100089
基金项目:国家高技术研究发展计划(863计划) , 国家重点基础研究发展计划(973计划) , 国家科技攻关计划
摘    要:以35个实验小区,8个生育期的冬小麦田间测量冠层反射高光谱组成三维数据信息阵,采用多维偏最小二乘(multiway partial least squares, NPLS)算法建立了冬小麦亩产量估产模型。模型用于对13个实验小区产量预测分析,预测值与实际值的相关系数为0.936 6, 平均相对误差为4.44%,说明模型的预测效果较好,对实际的估产工作有一定的指导意义。

关 键 词:三维高光谱  NPLS模型  小麦估产  
文章编号:1000-0593(2006)10-1915-03
收稿时间:2005-04-28
修稿时间:2005-08-08

Study on NPLS Model with Three-Dimensional Hyperspectrum for Assessing Per-Mu-Yield of Winter Wheat
WANG Tao,ZHANG Lu-da,LAO Cai-lian,ZHAO Long-lian,LI Jun-hui,WANG Zhong-yi,HUANG Wen-jiang,WANG Ji-hua,YAN Yan-lu.Study on NPLS Model with Three-Dimensional Hyperspectrum for Assessing Per-Mu-Yield of Winter Wheat[J].Spectroscopy and Spectral Analysis,2006,26(10):1915-1917.
Authors:WANG Tao  ZHANG Lu-da  LAO Cai-lian  ZHAO Long-lian  LI Jun-hui  WANG Zhong-yi  HUANG Wen-jiang  WANG Ji-hua  YAN Yan-lu
Institution:1. College of Science, China Agricultural University, Beijing 100094, China2. College of Information and Electrical Engineering, China Agricultural University, Beijing 100094, China3. Beijing Agriculture Information Technology Research Center, Beijing 100089, China
Abstract:The present study piled a cube array with the winter wheat's cap reflection hyperspectra sampled from 35 experimental districts during 8 growth periods,and then used a multiway partial least squares(NPLS) algorithm to establish a model to(assess) the per-mu-yield of winter wheat.The model was used to predict the per-mu-yields of other 13 experimental districts.The correlation coefficient of predicted and actual values was 0.936 6,and the mean relative error was 4.44%.These results showed a good prediction of the model.The study has guiding meaning to actual yield assessment.
Keywords:Three-dimensional hyperspectrum  NPLS model  Product assessment of winter wheat
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