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1.
傅立叶变换近红外光谱法检测白酒总酸和总酯   总被引:9,自引:0,他引:9  
该文研究白酒总酸和总酯的快速检测技术,通过解析不同白酒样品的近红外光谱图,对光谱数据进行不同的处理,结果表明:用一阶导数预处理光谱,谱区选择6102~5446 cm-1,利用人工神经网络与傅立叶变换近红外光谱相结合,采用内部交叉验证法建立模型,效果较好。其中,总酸模型的决定系数为96.73%,内部交叉验证均方根差为0.048 g/L;总酯模型的决定系数为99.58%,内部交叉验证均方根差为0.085 g/L;进一步对总酸和总酯的模型进行验证和评价,结果表明总酸模型验证集的相关系数为99.2%,预测标准偏差为0.074 g/L;总酯模型验证集的相关为99.7%,预测标准偏差为0.134 g/L,表明建立的模型可靠,预测效果好,能满足白酒生产中总酸和总酯的快速检测要求。  相似文献   

2.
近红外光谱分析法测定菜籽油中芥酸的含量   总被引:6,自引:0,他引:6  
采用多通道PDA型近红外光谱仪,应用偏最小二乘法建立了菜籽油中芥酸含量与近红外透射光谱的校正模型,讨论多项式求导及平滑的窗口宽度和相关系数法筛选有效波长对校正模型的影响,并对10个预测集样品利用预测相关系数Rp和预测均方根误差RMSEP指标进行了预测精度分析,结果发现:在使用全谱数据进行偏最小二乘回归建模时,一阶7点求导及平滑的预处理方法结果最佳,此时建模效果为:Rp=0.739,RMSEP=1.659;在此基础上通过相关系数法筛选波长后的建模效果为:Rp=0.958,RMSEP=0.963。后者Rp提高29%,RMSEP减少42%。由此可得出多项式求导及平滑法和相关系数法相结合对校正模型稳健性,预测精度都有较大提高的结论。研究证明:多通道近红外光谱仪快速测测菜籽油中芥酸含量的方法是可行的。  相似文献   

3.
基于光谱指数与机器学习算法的土壤电导率估算研究   总被引:1,自引:0,他引:1  
土壤盐分是干旱区土壤盐渍化评价的重要指标。以新疆维吾尔自治区渭干河-库车河三角洲绿洲为例,基于土壤电导率 (Electrical conductivity,EC) 及可见光-近红外 (Visible and near infrared, VIS-NIR) 光谱数据,通过蒙特卡洛交叉验证 (Monte Carlo cross validation, MCCV) 确定364个有效样本。采用原始光谱 (Raw reflectance, R) 及其经过微分、吸光度 (Absorbance, Abs)、连续统去除 (Continuum removal, CR) 等6种预处理后的数据构建光谱指数。基于遴选出的21个最优指数,采用BP神经网络 (Back propagation neural network, BPNN)、支持向量机 (Support vector machine, SVM)、极限学习机 (Extreme learning machine, ELM) 三种算法对EC进行估算,并引入偏最小二乘回归 (Partial least squares regression, PLSR) 进行比较。结果表明:在基于R与6种光谱预处理数据构建的21个最优光谱指数之中,R_FD_RSI (R1913,R2142) 表现最佳 (r = 0.649) ;与PLSR相比,机器学习算法能够显著提高模型的估算精度,R2提高了34.55%。三种机器学习算法模型中,ELM表现最优 (R2 = 0.884, RMSE = 3.071 mS?cm-1, RPIQ = 2.535) 。本研究中所构建的光谱指数在兼顾遥感机理的同时能深度挖掘更多的隐含信息,并且基于机器学习算法的土壤EC估算模型精度显著提高,为干旱区土壤盐分定量估算提供了科学参考。  相似文献   

4.
精料补充料中肉骨粉含量的近红外光谱检测   总被引:4,自引:1,他引:3  
为了保证饲料安全,精料补充料中肉骨粉的检测是十分必要的。该文探讨了精料补充料中肉骨粉含量的近红外光谱分析方法,123个样品作为校正集,采用偏最小二乘法(PLS),分别对光谱进行散射校正和卷积平滑、一阶微分、二阶微分预处理建立校正模型,以最大的决定系数(R2)和最小的标准差(RMSEC)为选择依据,通过比较,以多元散射校正和卷积平滑处理与二阶微分相结合的处理效果最好,其预测值与测量值的决定系数(R2)和标准差(RMSEC)分别为0.9751和0.437。34个样品作为检验集进行外部验证,决定系数(r2)和标准差(RMSEP)分别为0.9749和0.420,平均绝对误差和相对误差分别为0.326和13.89%。结果表明,利用近红外分析技术可以检测精料补充料中肉骨粉的含量。  相似文献   

5.
斑潜蝇虫害叶片受害程度对其近红外反射光谱的影响   总被引:4,自引:1,他引:4  
为探索实现作物虫害自动监测的方法,采用图像处理和光谱分析技术,测定了斑潜蝇虫害叶片的近红外反射光谱,计算了虫害叶片的破损率,对其破损率和干鲜比与近红外分光反射率的关系分别进行了回归分析。结果表明:在某些波段,叶片的破损率和干鲜比均与近红外分光反射率有较好的相关性。叶片的干鲜比与近红外分光反射率关系的决定系数:黄瓜为R2=0.79(在1452 nm),番茄为R2=0.70(在1450 nm)。叶片的破损率与近红外分光反射率关系的决定系数,黄瓜为R2>0.81(在1436~1468 nm),番茄为R2>0.69(在1436~1466 nm)。试验和分析结果证明斑潜蝇虫害叶片的虫害程度能很好地被近红外光谱信息反映。  相似文献   

6.
近红外光谱法快速测定土壤碱解氮、速效磷和速效钾含量   总被引:18,自引:2,他引:18  
运用偏最小二乘法(PLS)和人工神经网络(ANN)方法分别建立了0.9 mm筛分风干黑土土壤碱解氮、速效磷和速效钾含量预测的近红外光谱(NIRS)分析模型。使用偏最小二乘算法建立的碱解氮、速效磷和速效钾校正模型的决定系数R2分别为0.9520、0.8714和0.7300,平均相对误差分别为3.42%、13.40%和7.40%。人工神经网络方法建立的碱解氮、速效磷和速效钾校正模型的决定系数分别为0.9563、0.9493和0.9522,相对误差分别为2.67%、6.48%和2.27%,测试集仿真的相对误差分别为5.44%、16.65%和7.87%。结果表明,人工神经网络方法所建立的校正模型均优于偏最小二乘法所建模型;用近红外光谱分析法预测土壤碱解氮含量是可行的,而速效磷、速效钾模型的测试集样品仿真的相对误差较大,其预测可行性还需做进一步研究。  相似文献   

7.
烤烟成熟鲜烟叶生化组分高光谱估算方法筛选   总被引:8,自引:3,他引:5  
为实现实时无损快速预测鲜烟叶的品质生化组分、筛选估算生化组分最佳的方法,使用ASD Fieldspec FR2500对烤烟成熟鲜烟叶进行了反射率、透射率光谱测定和常规生化组分分析。对可见近红外波段(350~1650 nm)单波段光谱和选用已有100种光谱指数共两类光谱参量进行了与生化组分之间线性函数、幂函数、指数函数共3种形式相关分析和基于决定系数的筛选。结果表明,对于叶绿素a、叶绿素b、类胡萝卜素、钾估算方法分别是Gitelson and Merzlyak2(GM2) (R2=0.81)、光化学指数2(PRI2) (R2=0.80)、Gitelson and Merzlyak2(GM2) (R2=0.83)、1420 nm吸收峰开始位置(λs1420) (R2=0.67)的线性拟合最优。对于总糖、比叶重、氮、烟碱最优方法分别是在532 nm反射率一阶微分线性拟合(R2=0.54)、在1423 nm透射率线性拟合(R2=0.45)、在666 nm反射率倒数对数一阶微分的幂函数拟合(R2=0.44),在1135 nm反射率倒数对数二阶微分的线性拟合(R2=0.20)。通过筛选的光谱方法可以评估烟叶的品质状况。  相似文献   

8.
长江中下游地区夏季温室黄瓜冠层温度模拟与分析研究   总被引:3,自引:0,他引:3  
根据作物冠层能量平衡原理,建立了以温室内温度、湿度、冠层净辐射等为变量的温室作物冠层温度的模拟模型,并利用实测资料对模型的可靠性进行了检验,同时就温室内部温度、冠层净辐射、蒸腾速率对冠层温度的影响进行了敏感性分析。结果表明:模型能较好地预测长江中下游地区温室作物冠层温度,模型对该地区夏季(2002年6月24至7月12日,梅雨季节)温室内作物冠层温度预测值与实测值的决定系数(R2)和标准误(SE)分别为:0.8321,0.0037℃;建立的温室内部温度、相对湿度、净辐射和作物蒸腾速率的多元线性回归模型,其决定系数(R2)和标准误(SE)分别为:0.9996,0.8829℃;通过敏感性解释因子的分析表明,作物冠层温度对温室内部温度最为敏感,室内温度是预测冠层温度的主要因子。  相似文献   

9.
大豆叶绿素含量高光谱反演模型研究   总被引:28,自引:4,他引:24  
叶绿素是植物体进行光合作用、进行第一性生产的重要物质,能够间接反映植被的健康状况与光合能力,同时也能反映植被受环境胁迫后的生理状态。高光谱遥感为快速、大面积监测植被的叶绿素变化提供了可能。该研究实测了不同水肥耦合作用下,大豆冠层的高光谱反射率与叶绿素含量数据,对二者进行了相关分析;采用特定叶绿素敏感波段建立了植被指数叶绿素估算模型;最后采用相关系数较大的波段作为神经网络模型的输入变量进行了叶绿素含量的估算。经对比发现叶绿素A、B与光谱反射率在可见光与近红外波段的相关系数的变化趋势基本一致,在可见光谱波段呈负相关,近红外波段呈正相关,红边处相关系数由负变正。特定色素植被指数可以提高大豆叶绿素估算精度(R2>0.736),但是人工神经网络模型可以大大提高大豆叶绿素含量的估算水平,当隐藏层节点数为4时,R2大于0.94,随着隐藏层节点数的增加,R2可高达0.99,表明神经网络模型可以大大提升高光谱反演大豆叶绿素含量的能力。  相似文献   

10.
为了探索快速检测柑橘维生素C含量的方法,利用不同分解水平的Daubechies3小波变换,对100个柑橘整果样品的近红外光谱信号进行了消噪处理,并利用消噪后的重构光谱对柑橘维生素C含量进行了偏最小二乘法交叉验证(PLC-CV)。结果表明,小波分解尺度水平不同,PLC-CV效果各不相同,在分解水平为4时,PLC-CV效果最好,其预测值与标准值的相关系数R达到0.9574,交叉验证预测均方差RMSECV仅为3.9 mg/(100 g)。因此,小波消噪后建立的近红外光谱模型能准确地对柑橘维生素C含  相似文献   

11.
【目的】以富士(Fuji)、 秦冠(Qinguan)嫁接在平邑甜茶(Malus hupehensis Rehd.)上的当年生盆栽苗为试验材料,采用砂培方法,研究了缺氮胁迫和干旱对富士和秦冠生长情况、 光合参数、 植株各部位氮磷钾含量及氮素利用效率的影响,分析比较了低氮干旱条件下富士和秦冠生长及氮素利用的差异,以期为果树生产高效肥水利用提供理论指导。【方法】试验共设四个处理: 正常氮正常水(ZZ)、 低氮正常水(DZ)、 正常氮干旱(ZG)、 低氮干旱(DG)。氮素和水分均设置两个水平,分别为正常氮(6 mmol/L NO-3-N)、 低氮(0.3 mmol/LNO-3-N)、 正常供水(保持盆中砂子相对含水量为饱和含水量的80%~85%)、 干旱处理(保持盆中砂子相对含水量为饱和含水量的60%~65%)。【结果】富士和秦冠的生物量(茎和叶)、 株高茎粗等生长指标以及光合速率、 气孔导度、 蒸腾速率均为正常氮正常水(ZZ)>低氮正常水(DZ)>正常氮干旱(ZG)>低氮干旱(DG),并且相对应处理下秦冠的以上指标均高于富士;正常供水下,缺氮处理使富士、 秦冠的根冠比比正常氮处理均有所增加,富士提高了2.05%,秦冠提高了22.40%。富士和秦冠的氮、 磷、 钾含量均表现出正常氮正常水(ZZ)>低氮正常水(DZ)>正常氮干旱(ZG)>低氮干旱(DG); 氮、 钾元素含量在植株各部位的分布顺序依次是叶>根>茎,磷元素则是根>叶>茎;光合氮素利用效率(PNUE)和氮素利用效率表现为秦冠处理之间差异极显著,富士处理之间差异不显著;秦冠的PNUE和NUE明显高于富士,在低氮正常水(DZ)处理下,秦冠氮肥利用率比富士高42.07%,在低氮干旱(DG)处理下高64.14%;低氮胁迫下富士和秦冠的NUE显著提高,并且秦冠提高的幅度高于富士。【结论】施用氮肥能够显著提高富士与秦冠的干物质量,同等水肥条件下,秦冠生长优于富士;水分亏缺会减少叶片对氮的吸收,干旱条件下适度增施氮肥,可提高果树的抗旱能力;低氮干旱胁迫下秦冠的生长指标、 光合指标及氮素利用效率指标均优于富士,表现出较强的抗低氮干旱胁迫的能力。  相似文献   

12.
Laser-induced breakdown spectroscopy (LIBS) is a new technique for the analysis of plant material. This study investigates the application of LIBS to pasture-based plant samples. The LIBS measurements were obtained from pelletized pasture samples (100 samples) that had been also analyzed by inductively coupled plasma–optical emission spectroscopy (ICP-OES) following microwave digestion for calibration and comparison purposes. Comparisons for elements sodium (Na), potassium (K), magnesium (Mg), calcium (Ca), manganese (Mn), iron (Fe), copper (Cu), zinc (Zn), boron (B), phosphorus (P), and sulfur (S) showed that LIBS could be used for almost all the standard profile total elements with concentrations down to low mg/kg levels (observed error of Na: 0.024 percent, K: 0.18 percent, Mg: 0.016 percent, Ca: 0.073 percent, P: 0.017 percent, Mn: 31 mg/kg, Fe: 150 mg/kg, Zn: 6.6 mg/kg, and B: 1.1 mg/kg). Elemental analysis at less than mg/kg levels was not possible using LIBS. The elements S and Cu were particularly difficult to analyze with reliability using LIBS at the concentration levels found in the plant samples. Replacing microwave digestion and subsequent ICP analysis with a direct analysis of dried plant samples using LIBS has the potential to improve the productivity and reduce the cost of testing.  相似文献   

13.
正The Center for Agricultural Resources Research(CARR),the Institute of Genetics and Developmental Biology(IGDB),Chinese Academy of Sciences,invites applicants for several research group leader positions.CARR is one of the research organizations in Chinese Academy of Sciences(CAS).We seek nominations and applications from individuals who have expertise and a record of accomplishment in research areas related to ecology,agro-hydrology,  相似文献   

14.
Staff members of the Department of Botany of Palacký University in Olomouc and Gene Bank Department – Workplace Olomouc, Research Institute of Crop Production in Prague, Czech Republic, conducted an expedition in seven European countries (Austria, Czech Republic, France, Germany, Italy, the Netherlands, Switzerland) in August/September 1999 to collect wild Lactuca spp. germplasm and study its geographic distribution, ecology and biodiversity. During the mission, more than 600 locations were visited resulting in the collection of 602 seed samples (accessions) of wild Lactuca species and 13 seed samples of related genera (Chondrilla and Mycelis). Lactuca serriola f. serriola, L. serriola f. integrifolia, L. saligna and L. viminea subsp. chondrilliflora were prevalent in southern Europe (Italy, France), however, only L. serriola was common in central and western Europe (Austria, Czech Republic, Germany, Netherlands, Switzerland). The greatest diversity of Lactuca species was found in France, where also the most seed samples (165) were collected. The most characteristic habitats with a high density of Lactuca spp. populations were observed along roads and highways, grassy ditches, ruderal communities, and dust-heaps. Natural infections by powdery mildew (Erysiphe cichoracearum) and downy mildew (Bremia lactucae) on some wild Lactuca spp. were observed. Recent observations concerning the geographic distribution, population structure, habitats, and natural occurrence of diseases of Lactuca spp. are discussed. This assemblage of genetic resources of Lactuca spp. can serve as the basis of future studies of species diversification, spatial population structure, plant microevolution, domestication processes, and genetic variability of host-parasite interactions.  相似文献   

15.
The responses of tallgrass prairie plant communities and ecosystem processes to fire and grazing are well characterized. However, responses of invertebrate consumer groups, and particularly soil-dwelling organisms, to these disturbances are not well known. At Konza Prairie Biological Station, we sampled soil macroinvertebrates in 1994 and 1999 as part of a long-term experiment designed to examine the effects and interactions of annual fire, mowing, and fertilization (N and P) on prairie soil communities and processes. For nearly all taxa, in both years, responses were characterized by significant treatment interactions, but some general patterns were evident. Introduced European earthworms (Aporrectodea spp. and Octolasion spp.) were most abundant in plots where fire was excluded, and the proportion of the total earthworm community consisting of introduced earthworms was greater in unburned, unmowed, and fertilized plots. Nymphs of two Cicada genera were collected (Cicadetta spp. and Tibicen spp.). Cicadetta nymphs were more abundant in burned plots, but mowing reduced their abundance. Tibicen nymphs were collected almost exclusively from unburned plots. Treatment effects on herbivorous beetle larvae (Scarabaeidae, Elateridae, and Curculionidae) were variable, but nutrient additions (N or P) usually resulted in greater densities, whereas mowing usually resulted in lower densities. Our results suggest that departures from historical disturbance regimes (i.e. frequent fire and grazing) may render soils more susceptible to increased numbers of European earthworms, and that interactions between fire, aboveground biomass removal, and vegetation responses affect the structure and composition of invertebrate communities in tallgrass prairie soils.  相似文献   

16.
We have studied the effect of anaerobically digested (ADMSW) and composted municipal solid waste (CMSW) on mineralization and foodweb dynamics to verify the hypothesis that ADMSW would immobilize N right after addition to soil in contrast to addition with CMSW. Another hypothesis was that the mesofauna (enchytraeids and microarthropods) would stimulate N release from the decomposer community. We measured excretion of -N and urea-N from the mesofauna and hypothesized that enchytraeids would release urea. ADMSW and CMSW were amended to pots with sandy loam and barley. The pots were divided into treatments with or without mesofauna. Mesofauna, plant N and biomass, soil N and ergosterol (fungal biomass) were measured over a 113-day period of four equidistant samplings. Soil respiration, N mineralization and N release by the mesofauna were modelled from concurrent studies. ADMSW- and CMSW-treated soils initially (<20 days) immobilized N. The amendments did not increase plant growth substantially, and this was probably due to N-limitation in the early stages of plant growth. Enchytraeid abundance was about three times higher in ADMSW- than CMSW-treated soils, indicating that ADMSW contained more labile compounds, bacteria, and microfauna. The mesofauna did not affect N-content, but the cumulated -N excreted by the mesofauna was estimated to be substantial and about one-fifth of total plant N in ADMSW. An explanation for this discrepancy might be that in the absence of the mesofauna, other members of the detrivore and microbivore community performed the mesofauna’s function. Neither enchytraeids nor microarthropods excreted urea.  相似文献   

17.
正The Center for Agricultural Resources Research(CARR),the Institute of Genetics and Developmental Biology(IGDB),Chinese Academy of Sciences,invites applicants for several research group leader positions.CARR is one of the research organizations in Chinese Academy of Sciences(CAS).We seek nominations and applications from individuals who have expertise and a record of accomplishment in research areas related to ecology,agro-hydrology,  相似文献   

18.
正The Center for Agricultural Resources Research(CARR),the Institute of Genetics and Developmental Biology(IGDB),Chinese Academy of Sciences,invites applicants for several research group leader positions.CARR is one of the research organizations in Chinese Academy of Sciences(CAS).We seek nominations and applications from individuals who have expertise and a record of accomplishment in research areas related to ecology,agro-hydrology,  相似文献   

19.
Abstract

A 3-year study was carried out to investigate quality parameters in 14 tree fruit and berry species grown in southern Norway. The species were blueberry, apple, aronia, sour cherry, sweet cherry, red raspberry, strawberry, blackcurrant, gooseberry, red currant and elderberry, harvested along with wild bilberry, cloudberry and lingonberry. Significant differences between species were identified for all quality parameters. The coefficient of variation between species was lowest for pH (12.5%), dry matter (18.9%) and soluble solids (25.3%), followed by titratable acids (59.3%), total phenolics (83.8%), antioxidant capacity FRAP (85.7%) and antiradical power by the DPPH-assay (97.8%), total monomeric anthocyanins (132%) and ascorbic acid (137%). Average coefficient of variation within species were lower and ranged from 4 (pH) to 62% (ascorbic acid). Only the FRAP values were significantly affected by harvesting year with lower levels in 2004 than in 2005 and 2006. There were significant interactions between species and harvesting year for dry matter, soluble solids, pH, ascorbic acid and FRAP. The results indicate generic ranges in composition within species independent upon growing location and climate, and the composition of the tree fruits and berries is not likely to deviate from these ranges. It is concluded that desirable composition of tree fruits and berries and their products should primarily be achieved by selection among species rather than searching fors broadened variation within individual species.  相似文献   

20.
Potassium (K) fixation and release in soil are important factors in the long-term sustainability of a cropping system. Changes in K concentration and characteristics of K fixation and release in rhizosphere and nonrhizosphere soils in the rapeseed (Brassica napus L.)–rice (Oryza sativa L.) rotation were investigated using a rhizobox system. The concentrations of different forms of K in both rhizosphere and nonrhizosphere soils decreased with plants compared to without plants, regardless of K fertilizer application. Potassium uptake by crops mainly came from the rhizosphere soil. In the treatment without K fertilizer (–K), the main form of K supplied by the soil to the crops was 1.0 mol L?1 nitric acid (HNO3) nonextractable K, followed by nonexchangeable K, and then exchangeable K. In the treatment with K fertilizer (+K), the main K forms supplied by the soil to the crops were exchangeable K and nonexchangeable K. The amount and rate of K fixation after one cycle of the rapeseed–rice rotation was greater in rhizosphere soil than in nonrhizosphere soil. The amount and rate of K fixation of soil in the +K treatment were significantly less than in the –K treatment. The cumulative amounts of K released with 1.0 mol L?1 ammonium acetate (NH4OAc) and 1.0 mol L?1 HNO3 extraction increased with the increasing numbers of extractions, but the K-releasing power of soil by successive extraction decreased gradually and finally became almost constant. The release of K was less in rhizosphere soil than in nonrhizosphere soil. The release of K in the +K treatment was similar to that in the –K treatment in rhizosphere soil, but the K release in nonrhizosphere soil was greater with the +K than the –K treatment. Overall, the information obtained in this study will be helpful in formulating more precise K fertilizer recommendations for certain soils.  相似文献   

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