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1.
遥感技术可应用于大尺度实时监测沉水植物的分布与生长状况。然而沉水植物的光谱特征受其冠层在水下深度的影响,从而影响湖泊和河流中沉水植物的遥感影像解译与信息提取。应用地物光谱仪,通过野外原位测定和室外控制试验,实测了沉水植物水盾草(Cabomba caroliniana)群落冠层在水下不同深度的反射光谱,分析了冠层水深对水盾草反射光谱的影响,并建立了基于光谱反射率和冠层水深的水盾草群落盖度反演模型。研究结果表明(1)不同盖度的水盾草群落光谱反射率的基本特征主要体现在绿光和近红外波段;(2)水盾草群落的光谱反射率与冠层水深基本呈负相关,相同盖度水盾草群落的光谱反射率随冠层水深的增加而减小,在近红外波段尤其明显;(3)水盾草群落冠层水深越小,其盖度与光谱反射率的相关性越强,且水盾草群落盖度越大,其光谱反射率与冠层水深的相关性越显著;(4)水盾草光谱反射率与盖度相关的最佳波段在692—898 nm,与冠层水深相关最佳的波段在710 nm和806 nm附近;(5)在710 nm和806 nm处建立的结合冠层水深的修正模型,无论是回归方程决定系数(R2),还是水盾草群落盖度的反演精度都明显高于仅用光谱反射率反演盖度的简单模型,因此可有效减除冠层水深对反演精度的影响。本研究的结果可为遥感监测沉水植物的分布和动态变化,以及沉水植物生物物理参量反演提供科学依据。  相似文献   

2.
稻麦叶片氮含量与冠层反射光谱的定量关系   总被引:21,自引:0,他引:21  
作物氮素含量是评价作物长势、估测产量与品质的重要参考指标,叶片氮素含量的无损快速监测对于指导作物氮素营养的精确管理及生产力的预测预报具有重要意义.以5个小麦品种和3个水稻品种在不同施氮水平下的3a田间试验为基础,综合研究了稻麦叶片氮含量与冠层反射光谱的定量关系.结果显示:(1)不同试验中拔节后稻麦叶片氮含量均随施氮水平呈上升趋势;(2)稻麦冠层光谱反射率在不同施氮水平下存在明显差异,在可见光区(460~710 nm)的反射率一般随施氮水平的增加逐渐降低,而在近红外波段(760~1100 nm)却随施氮水平的增加逐渐升高;(3)就单波段光谱而言,610、660 nm和680 nm处的冠层反射率均与稻麦叶片氮含量具有较好的相关性;(4)在光谱指数中,归一化差值植被指数NDVI(1220,610)与水稻和小麦叶片氮含量均具有较好的相关性,且相关性好于单波段反射率;(5)对于小麦和水稻,可以利用共同的波段和光谱指数来监测其叶片氮含量,采用统一的回归方程来描述其叶片氮含量随单波段反射率和冠层反射光谱参数的变化模式,但若采用单独的回归系数则可以提高稻麦叶片氮含量估测的准确性.  相似文献   

3.
棉花冠层高光谱参数与叶片氮含量的定量关系   总被引:2,自引:0,他引:2       下载免费PDF全文
建立棉花(Gossypium hirsutum)氮素状况的光谱监测技术对于棉花营养诊断和长势估测具有重要意义。该研究利用冠层高光谱反射率及演变的多种高光谱参数,分析了不同施氮水平下不同棉花品种叶片氮含量与冠层反射光谱的定量关系,建立了棉花叶片氮含量的敏感光谱参数及预测方程。结果显示,棉花叶片氮含量和冠层高光谱反射率随不同施氮水平呈显著变化。棉花叶片氮含量的敏感光谱波段为600~700 nm的可见光波段和750~900 nm的近红外波段,且叶片氮含量与比值植被指数RVI [average (760~850), 700]有密切的定量关系,4个品种的平均决定系数在0.70左右。进一步分析表明,可以用统一的回归方程来描述不同品种、不同生育时期和不同氮素水平下棉花叶片氮含量随反射光谱参数的变化模式,从而为棉花氮素营养的监测诊断与精确施肥提供技术依据。  相似文献   

4.
辽西不同针叶被害率的油松冠层光谱特征   总被引:1,自引:0,他引:1  
通过对辽宁西部大面积油松冠层反射光谱的测定,分析了不同针叶被害率的油松冠层光谱反射率的差异.结果表明:在可见光波段,健康植被和不同针叶被害率的油松冠层光谱均符合绿色植物的光谱特征,但针叶被害率大于60%的油松冠层的红谷不十分明显;在近红外波段,随着针叶被害率的减少,780~1350 nm波段范围的光谱反射率增大,1450~1800和1950 ~2350 nm波段范围的光谱反射率下降.随着针叶被害率的增加,红边拐点波长位置向短波方向移动,即出现“蓝移”现象.不同针叶被害率与红边特征参数和多种植被指数均具有显著或极显著的相关关系,其中,以DVI(1470,860)为参数所建模型能更好地监测油松冠层针叶被害率.  相似文献   

5.
基于高光谱的苹果花磷素含量监测模型   总被引:13,自引:2,他引:11  
朱西存  赵庚星  董芳  王凌  雷彤  战兵 《应用生态学报》2009,20(10):2424-2430
在室内条件下,利用ASD FieldSpec 3地物光谱仪,测定了盛花期苹果花的高光谱反射率,在分析苹果花原始光谱反射率及其一阶导数特征的基础上,分析了高光谱反射率与磷素含量间的相关关系,确定其敏感波段,构建了特征光谱参数,并建立了苹果花磷素含量的监测模型.结果表明:苹果花磷素含量与350~370 nm、670~1385 nm、1620~1760 nm波段的原始光谱反射率以及波段500~520 nm光谱反射率的一阶导数呈极显著正相关,与波段670~730 nm一阶导数呈极显著负相关;光谱参数DVI(936,676)、DVI(977,676)、NDVI(936,676)、NDVI(977,676)与苹果花磷素含量的相关性较好,其相关系数均达到0.77以上,由此建立了以4种光谱参数为自变量的磷素含量监测模型,其中,以NDVI(936,676)为自变量构建的监测模型具有最大的决定系数(R2=0.9385)、最小的均方根误差(RMSE=0.6883)和最小的相对误差(RE=7.6%),预测精度达到92.4%,为最佳监测模型.  相似文献   

6.
小麦叶片氮素状况与光谱特性的相关性研究   总被引:48,自引:3,他引:45       下载免费PDF全文
 系统分析了不同时相下两个小麦(Triticum aestivium)品种叶片含氮量及叶片氮积累量与冠层光谱反射特征的关系。结果表明,随施氮水平的增加,小麦冠层在可见光区的反射率逐渐降低,而近红外波段的反射率逐渐升高。小麦叶片氮素状况与比值指数或归一化指数显著相关,两个品种表现极为一致,可以用一个指数方程来拟合。分阶段建模并没有提高模型的精度,因此可以建立一个适用于整个生育时期的通用氮素诊断方程。叶片含氮量同光谱指数在整个生育期内的关系要优于叶片氮积累量的,其中,与叶片含氮量关系最佳的指数为红波段(660 nm)和蓝波段(460 nm)的组合(R2>0.80);与叶片氮积累量关系最佳的光谱指数为中红外波段(1 220 nm)与红波段(660 nm)的组合(R2>0.62)。  相似文献   

7.
基于小波变换的土壤有机质含量高光谱估测术   总被引:2,自引:0,他引:2  
Chen HY  Zhao GX  Li XC  Zhu XC  Sui L  Wang YJ 《应用生态学报》2011,22(11):2935-2942
利用统计分析方法选取了土壤N、P、K元素含量近似而有机质含量差异较大的样本60个,通过高光谱探测分析获得样本反射率对数的一阶导数光谱,采用Bior 1.3函数进行多层离散小波分解,剔除低频近似信号和高频噪声信号,得到反映土壤理化参数的特征光谱曲线;采用相关分析筛选土壤有机质含量的显著相关波段,基于显著相关波段和特征光谱曲线分别构建土壤有机质含量高光谱多元回归估测模型;通过比较分析,确定了提取土壤有机质特征光谱的最佳小波分解尺度并构建了最佳预测模型.结果表明:提取土壤有机质特征光谱的最佳小波分解层数是9层,其次是8层和10层;基于小波9层分解特征光谱曲线的有机质含量估测模型最佳,其决定系数(R2)为0.89,比基于显著相关波段构建模型的R2增加了0.31,比基于原始光谱所构建模型的R2增加了0.10.  相似文献   

8.
通过大田试验,测量了水稻不同生育期的冠层光谱,并通过在TM红光波段和近红外波段范围内不断扩展波段宽度,计算了各个波段宽度对应的归一化植被指数(NDVI)及其与叶面积指数(LAI)的最大相关系数,再根据NDVI与LAI最佳拟合方程的最大R2值随波段宽度的变化特征确定了最佳波段宽度.结果表明:NDVI与LAI的相关系数和最佳拟合方程的最大R2值具有相同的变化趋势,在小于红光波段宽度60nm范围内,均随波段宽度的增大而减小,即窄波段NDVI比宽波段NDVI对LAI的估算效果好;在超过60nm后,由于受近红外波段宽度的影响而略有波动.对R2规律的分析表明,使用NDVI估算水稻LAI的最佳波段宽度为15nm.  相似文献   

9.
一种估测小麦冠层氮含量的新高光谱指数   总被引:11,自引:0,他引:11  
梁亮  杨敏华  邓凯东  张连蓬  林卉  刘志霄 《生态学报》2011,31(21):6594-6605
提出了一种估测小麦冠层氮含量的新高光谱指数--微分归一化氮指数(FD-NDNI)。以FieldSpec Pro FR地物光谱仪采集拔节后至孕穗前小麦的冠层光谱190份,随机抽取142份作为训练集,其余48份作为预测集。将光谱以小波阈值去噪法去噪后,利用其525、570 与730 nm处的一阶导数值,采用差值、比值以及归一化的方法构建了12种光谱指数以实现小麦冠层氮含量的估测,并与mNDVI705、mSR以及NDVI705等22种常用指数进行了比较分析。发现指数FD-NDNI对小麦冠层氮含量的估测结果最佳,其估测模型(指数形式)校正集决定系数(C-R2)与预测集决定系数(P-R2)分别达0.818与0.811,优于mNDVI705等常用指数。进一步分析表明,在各指数中,FD-NDNI对叶面积系数最不敏感,可最有效地避免冠层郁闭度等因素对氮含量估测的影响。为优化结果,采用最小二乘支持向量回归算法(LS-SVR)对模型进行了改进,当模型惩罚系数C与RBF核函数参数g取得最优解6.4与1.6时,其C-R2P-R2分别提高至0.846与0.838,具有比指数模型更高的精度。结果表明:FD-NDNI是小麦冠层氮含量估测的优选指数,LS-SVR为建模的优选算法。  相似文献   

10.
小麦冠层反射光谱与植株水分状况的关系   总被引:24,自引:3,他引:21  
研究了不同土壤水、氮条件下小麦冠层光谱反射特征与叶片和植株水分状况的相关性.结果表明,在小麦主要生育期,冠层叶片含水率与460~510、610~680和1480~1500nm波段范围内的光谱反射率有较高的相关性,植株含水率与810~870nm波段范围内的光谱反射率密切相关.在整个生长期内,小麦冠层叶片含水率与460~1500nm波段范围内的光谱反射率均有良好相关性,植株含水率与560~1480nm波段范围内光谱反射率的相关性均达到极显著水平.冠层叶片(CL)、上层叶(UL)和下层叶片(LL)含水率与光谱指数的相关程度为CL>LL>UL.冠层叶片和植株含水率与比值指(R(610,560))和光谱指数(R(610,560)/ND(810,610))呈极显著线性负相关,与归一化指数((R810-R610)/(R810+R610))呈极显著线性正相关.其中,用光谱指数(R(610,560)/ND(810,610))监测不同生育期小麦冠层叶片和植株含水率的效果最好。  相似文献   

11.
A simple approach for spectral reconstruction of spectral reflection by whole apple fruit is described. It is shown that an approximation to the reflection spectrum can be obtained by making a simple assumption on the shape of the featureless scattering and using known spectral properties of the following pigment pools: (i) thylakoid-bound chlorophylls and carotenoids, (ii) cuticular/vacuolar phenolics, (iii) extrathylakoid chloroplasts/chromoplasts carotenoids, and (iv) vacuolar anthocyanins. The in vivo spectra of individual pigment pools estimated in bleaching experiments or as a difference between fruit with high and low pigment content are presented. In most cases simulations based on a linear combination of spectra proved to be effective, but fruit with high chlorophyll content necessitated the use of a non-linear model. The models succeeded in simulating reflection spectra of fruit widely differing in pigment content and composition with relative error lower than +/-4% over the visible range. The estimated relative contributions by the pigment pools into total reflection were found to be sensitive indicators of apple fruit ripening and could be useful in evaluating the light screening efficacy by flavonoids and carotenoids under stress conditions.  相似文献   

12.
Whole apple fruit (Malus domestica Borkh.) widely differing in pigment content and composition has been examined by recording its chlorophyll fluorescence excitation and diffuse reflection spectra in the visible and near UV regions. Spectral bands sensitive to the pigment concentration have been identified, and linear models for non-destructive assessment of anthocyanins, carotenoids, and flavonols via chlorophyll fluorescence measurements are put forward. The adaptation of apple fruit to high light stress involves accumulation of these protective pigments, which absorb solar radiation in broad spectral ranges extending from UV to the green and, in anthocyanin-containing cultivars, to the red regions of the spectrum. In ripening apples the protective effect in the blue region could be attributed to extrathylakoid carotenoids. A simple model, which allows the simulation of chlorophyll fluorescence excitation spectra in the visible range and a quantitative evaluation of competitive absorption by anthocyanins, carotenoids, and flavonols, is described. Evidence is presented to support the view that anthocyanins, carotenoids, and flavonols play, in fruit with low-to-moderate pigment content, the role of internal traps (insofar as they compete with chlorophylls for the absorption of incident light in specific spectral bands), affecting thereby the shape of the chlorophyll fluorescence excitation spectrum.  相似文献   

13.
Aims Accurate remote estimation of the fraction of absorbed photosynthetically active radiation (fAPAR) is essential for the light use efficiency (LUE) models. Currently, one challenge for the LUE models is lack of knowledge about the relationship between fAPAR and the normalized difference vegetation index (NDVI). Few studies have tested this relationship against field measurements and evaluated the accuracy of the remote estimation method. This study aimed to reveal the empirical relationship between NDVI and fAPAR and to improve algorithms for remote estimation of fAPAR.Methods To investigate the method of remote estimation of fAPAR seasonal dynamics, the CASA (Carnegie–Ames–Stanford Approach) model and spectral vegetation indices (VIs) were used for in situ measurements of spectral reflectance and fAPAR during the growing season of a maize canopy in Northeast China.Important findings The results showed that the fAPAR increased rapidly with the day of year during the vegetative stage, it remained relatively stable at the stage of reproduction, and finally decreased slowly during the senescence stage. In addition, fAPAR green [fAPAR green = fAPAR × (green LAI/green LAI max)] showed clearer seasonal trends than fAPAR. The NDVI, red-edge NDVI, wide dynamic range vegetation index, red-edge position (REP) and REP with Sentinel-2 bands derived from hyperspectral remote sensing data were all significantly positively related to fAPAR green during the entire growing season. In a comparison of the predictive performance of VIs for the whole growing season, REP was the most appropriate spectral index, and can be recommended for monitoring seasonal dynamics of fAPAR in a maize canopy.  相似文献   

14.
Spectral properties of flavonols of three varieties (Golden Delicious, Antonovka, and Renet Simirenko) of anthocyanin-free apple fruit were investigated with reflectance spectroscopy. The results of spectral and biochemical analyses suggested that fruit reflectance in a broad spectral range 365-430 nm is strongly dependent on and, in sunlit fruit surfaces, governed by flavonols. The build up of peel flavonols (mainly rutin and other quercetin glycosides) resulted in a dramatic decrease of fruit reflectance in this range, flattening of the spectrum, and extending the region with low reflectance (4-5%) to ca. 410 nm. The spectral features observed suggest that flavonols contribute significantly to screening of excessive radiation, not only UV-A, but in the short-wave bands of chlorophyll and carotenoid absorption in the visible part of the spectrum as well. To retrieve quantitatively flavonol content from reflectance spectra, we tested the applicability of an inversion technique developed for non-destructive leaf pigment assessment. The model for flavonol content assessment was suggested in the form (R(-1)410 - R(-1)460)R800, where Rlambda is reflectance at wavelength lambda. The model was linearly related to flavonol content between 8 and 220nmol/cm2 with the coefficient of determination r2=0.92 and root mean square error of flavonol estimation of 20 nmol/ cm2 regardless of cultivar, chlorophyll, and carotenoid content.  相似文献   

15.
基于冠层反射光谱的棉花干物质积累量估测   总被引:6,自引:2,他引:4  
通过分析不同施氮水平下棉花地上部干物质积累量与冠层光谱反射率及其衍生的比值植被指数(RVI)、归一化植被指数(NDVI)及差值植被指数(DVI)之间的关系,确立了棉花地上部干物质积累量的敏感波段及预测模型.结果表明:两个可见光波段(560和710 nm)和5个近红外波段(810、870、950、1 100和1 220 nm)组成的植被指数与棉花地上部干物质积累量的相关性较好,其中RVI(1 100, 560)的相关性最好.通过逐步回归分析确立的棉花地上部干物质积累量的预测模型为:地上部干物质积累量(g·m-2)=66.274×RVI(1 100, 560)-148.84.说明通过遥感手段估测棉花地上部干物质积累量是可行的.  相似文献   

16.
小麦叶面积指数与冠层反射光谱的定量关系   总被引:26,自引:4,他引:22  
在分析不同氮素水平下小麦叶面积指数(LAI)和冠层光谱反射率随生育期变化模式的基础上,确立了LAI与冠层光谱反射率及光谱参数的相关关系,提出了小麦LAI的敏感光谱参数及预测方程.结果表明,小麦LAI和近红外短波段(760~1 220 nm)反射率都随施氮量的增加呈上升趋势,可见光波段反射率则相反;从拔节期到成熟期,LAI和近红外短波段反射率均表现为先上升后下降的趋势,而可见光波段(460~710 nm)反射率随生育期的推进先降低后升高,以孕穗期反射率最低,近红外长波段区域(1 480~1 650 nm)反射率的变化与可见光部分相同.LAI与可见光波段反射率呈负相关,与近红外短波段反射率呈极显著正相关,其中以810 nm相关性最好.可以选择RVI(810,510)和DVI(810,560)作为反演小麦LAI的光谱参数.另外,在证明垂直植被指数PVI和转换型土壤调整指数TSAVI对LAI预测能力的同时,发现利用RVI(810,510)、DVI(810,560)和PVI 3个植被指数共同推算小麦LAI的准确度更高.  相似文献   

17.
Effects on photosynthesis of the fruit thinning agents naphthaleneaceticacid (NAA) and three commercial plant growth regulator formulations,naphthaleneacetic acid ('Rhodofix') and naphthaleneacetamide('Amidthin') and 2-chloroethylphosphonic acid('Ethrel')were evaluated with respect to the stress they impose on the fruit tree, usingthe alternate-bearing sensitive apple cv. 'Elstar'. This work wasbased on the hypothesis that plant stress in the form of large reductions inleaf photosynthesis are a pre-requisite for successful fruit thinning. A newtechnology was employed for continuous recording of tree canopyphotosynthesis, dark respiration and carbon balance of apple trees. This wasbased on six canopy chambers, which enclosed apple trees under naturalconditions in the field, with on-line measurements and continuous analysis ofCO2 exchange and automated data acquisition. All employed thinningagents reduced whole tree canopy photosynthesis consistently by3–34% on the five days following their application, withphotosynthesis still declining thereafter in the case of the NAA and'Amid-thin' application. The reduction after application of either'Rhodofix' or 'Ethrel', declined within five days, suchthat most of the original photosynthetic potential was restored, indicatingacceptable phytotoxicity of these three plant growth regulators at theconcentrations used. The effects on dark respiration differed markedly. NAA and'Ethrel' increased dark respirationover-proportionally by up to 106%, whereas 'Amid-thin' and'Rhodofix' decreased it by up to 46%inthe first night after application, thereby drastically affecting the carbonbalance of the tree in opposite ways. These results are integrated into ahypothesis linking basipetal auxin transport, phloem loading, translocation anddeficiency of photoassimilates.  相似文献   

18.
利用水稻冠层光谱特征诊断土壤氮素营养状况   总被引:6,自引:0,他引:6       下载免费PDF全文
系统测定了不同秸秆还田和氮肥处理下水稻(Oryza sativa)关键生育期的冠层反射光谱及土壤速效氮含量,并对两者之间的关系进行了详尽的分析。结果表明: 土壤速效氮含量在整个水稻生育期内均与可见光波段反射率呈负相关,与近红外波段反射率呈正相关。归一化及比值植被指数与土壤速效氮含量有更好的相关性,分蘖期要优于其它生育时期,以870、1 220 nm波段与560和710 nm波段的组合最佳,但两者的关系易受土壤等背景的干扰。而转换型土壤调节植被指数TSAVI能较好地消除分蘖期土壤背景的影响,两生态点可用统一的方程来拟合,用该研究中所筛选出的最佳波段组合计算出的TSAVI的表现更好,尤其是870 nm波段和710 nm波段的组合,决定系数(R2)由0.46提高到0.60。抽穗期和灌浆期由1 220和760 nm计算的比值指数R(1 220, 760)和新土壤调节植被指数SAVI(1 220,760)与土壤速效氮含量的关系则不受生态点的影响,可用统一回归方程来拟合。这说明水稻冠层反射光谱可以用来评价稻田土壤肥力状况,但仍需进一步研究。  相似文献   

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