首页 | 本学科首页   官方微博 | 高级检索  
相似文献
 共查询到20条相似文献,搜索用时 62 毫秒
1.
玉米叶面积指数与高光谱植被指数关系研究   总被引:6,自引:0,他引:6  
探讨以不同的植被指数建立的高光谱模型对玉米叶面积指数LAI的反演精度。实测不同水肥耦合作用下,玉米冠层的高光谱反射率与叶面积指数(Leaf Area Index)数据,采用高光谱红光波段(631~760 nm)与近红外波段(760~1 074 nm)逐波段构建NDVI、RVI、DVI、TSAVI、PVI植被指数,分别找出与LAI具有最佳相关性波段组合的植被指数,建立玉米LAI估算模型。结果显示,与LAI具有佳相关性的波段组合分别是NDVI(R760,R990)、RVI(R760,R1001)、DVI(R677,R1070)、TSAVI(R 760,R 975)、PVI(R658,R966),它们反演玉米LAI的确定性系数分别:R2>0.72、R2>0.74、R2=0.95、R2>0.79、R2>0.95。结果表明,在玉米的整个生长季的47个样本中,通过PVI和DVI方式建立的遥感估算模型能够较为准确地估算玉米LAI,TSAVI次之,NDVI、RVI稍差。  相似文献   

2.
无人机高光谱遥感是低成本、高精度获取精细尺度农作物生物物理参数和生物化学参数的新型手段,以此快速反演叶面积指数(Leaf Area Index,LAI)对作物长势评价、产量预测具有重要意义。以山东禹城市玉米为研究对象,利用PROSAIL辐射传输模型模拟玉米冠层反射率获取LAI特征响应波段结合相关性定量分析获取对LAI变化最为敏感的波段,并以此计算6种植被指数(Vegetation Index,VI),利用6种回归模型分别对单一特征波段和VI进行反演建模,以实测LAI评定模型精度。研究表明,光谱反射率中516、636、702、760和867 nm等波段对LAI变化最为敏感,以此建立的单一特征波段反演模型预测LAI精度R~2为0.44~0.58;RMSE为0.16~0.18,其中636 nm建立的模型(LAI=21.86exp(-29.47R636))相比其他反演模型预测精度较高(R~2=0.58,RMSE=0.16);6种植被指数与LAI高度相关,相关性系数R2为0.85~0.86,以此建立的反演模型相比单一特征波段反演模型精度有所提高,R~2为0.66~0.72,RMSE为0.12~0.14;其中mNDVI构建的LAI估算模型(LAI=exp(2.76~1.77/mNDVI))精度最高(R~2=0.72,RMSE=0.13)。无人机高光谱遥感是快速、无损监测农作物生长信息的有效手段,为指导精细化尺度作物管理提供依据。  相似文献   

3.
新疆棉花LAI和叶绿素密度的高光谱估算研究   总被引:1,自引:0,他引:1  
利用非成像高光谱仪,对棉花(2品种4水平种植密度)冠层5个关键生育时期进行光谱测定,分析棉花反射光谱及微分光谱生育期的变化规律,并对棉花冠层叶面积指数(LAI)、叶绿素密度(CH.D)与光谱数据进行回归分析,结果表明,用归一化差值植被指数(NDVI)与LAI建立的对数模型能够较好地估测棉花冠层的LAI(r=0.9123**,n=20);近红外729 nm波段处一阶微分光谱数值与CH.D高度相关(r=0.9372**,n=20),用此波段建立的CH.D估算模型,精度达84.3%,标准差为0.234g.m-2,RMSE=0.1569。研究表明,可以用高光谱数据对新疆棉花冠层LAI和CH.D进行遥感估算。  相似文献   

4.
基于无人机高光谱数据的玉米叶面积指数估算   总被引:1,自引:0,他引:1  
无人机高光谱遥感是低成本、高精度获取精细尺度农作物生物物理参数和生物化学参数的新型手段,以此快速反演叶面积指数(Leaf Area Index, LAI)对作物长势评价、产量预测具有重要意义。以山东禹城市玉米为研究对象,利用PROSAIL辐射传输模型模拟玉米冠层反射率获取LAI特征响应波段结合相关性定量分析获取对LAI变化最为敏感的波段,并以此计算6种植被指数(Vegetation Index,VI),利用6种回归模型分别对单一特征波段和VI进行反演建模,以实测LAI评定模型精度。研究表明,光谱反射率中516、636、702、760和867 nm等波段对LAI变化最为敏感,以此建立的单一特征波段反演模型预测LAI精度R2为0.44~0.58;RMSE为0.16~0.18,其中636 nm建立的模型(LAI=21.86exp(-29.47R636))相比其他反演模型预测精度较高(R2=0.58,RMSE=0.16);6种植被指数与LAI高度相关,相关性系数R 2为0.85~0.86,以此建立的反演模型相比单一特征波段反演模型精度有所提高,R2为0.66~0.72,RMSE为0.12~0.14;其中mNDVI构建的LAI估算模型(LAI=exp(2.76~1.77/mNDVI))精度最高(R2=0.72,RMSE=0.13)。无人机高光谱遥感是快速、无损监测农作物生长信息的有效手段,为指导精细化尺度作物管理提供依据。  相似文献   

5.
互花米草是我国滨海湿地主要入侵植物之一,对当地生态系统产生深远影响,其叶绿素含量信息是湿地生态系统关键生态功能定量化研究的重要基础数据。以长江口崇明东滩湿地为研究区,以实测互花米草叶片光谱反射率和总叶绿素含量为数据源,在400~1 000nm范围内研究原始光谱反射率和一阶导数光谱反射率的比值形式(RVI)与归一化差值形式(NDVI)组合,与叶绿素含量的相关性分析,并构建叶绿素含量估算模型。结果表明:基于原始光谱反射率的RVI和NDVI植被指数形式所构建的模型的精度最高,均方根误差RMSE分别达到0.24和0.25;一阶导数光谱反射率因噪声影响较大,其估算效果不佳;从模型所入选波段来看,红边波段在互花米草叶绿素含量估算中尤为重要。  相似文献   

6.
无人机高光谱遥感是低成本、高精度获取精细尺度农作物生物物理参数和生物化学参数的新型手段,以此快速反演叶面积指数(Leaf Area Index, LAI)对作物长势评价、产量预测具有重要意义。以山东禹城市玉米为研究对象,利用PROSAIL辐射传输模型模拟玉米冠层反射率获取LAI特征响应波段结合相关性定量分析获取对LAI变化最为敏感的波段,并以此计算6种植被指数(Vegetation Index,VI),利用6种回归模型分别对单一特征波段和VI进行反演建模,以实测LAI评定模型精度。研究表明,光谱反射率中516、636、702、760和867 nm等波段对LAI变化最为敏感,以此建立的单一特征波段反演模型预测LAI精度R2为0.44~0.58;RMSE为0.16~0.18,其中636 nm建立的模型(LAI=21.86exp(-29.47R636))相比其他反演模型预测精度较高(R2=0.58,RMSE=0.16);6种植被指数与LAI高度相关,相关性系数R 2为0.85~0.86,以此建立的反演模型相比单一特征波段反演模型精度有所提高,R2为0.66~0.72,RMSE为0.12~0.14;其中mNDVI构建的LAI估算模型(LAI=exp(2.76~1.77/mNDVI))精度最高(R2=0.72,RMSE=0.13)。无人机高光谱遥感是快速、无损监测农作物生长信息的有效手段,为指导精细化尺度作物管理提供依据。  相似文献   

7.
水稻冠层光谱特征及其与LAI的关系研究   总被引:7,自引:0,他引:7  
氮素营养是影响作物生长与产量的最主要限制因子之一。准确及时地监测或诊断出作物氮素营养状况,对提高氮素利用效率和作物管理水平、减少过度施氮造成的环境污染具有重要意义。本研究在不同施氮水平处理的水稻试验小区,对水稻整个生长期内冠层反射光谱进行了较系统、密集的测定,同时测定了几个重要生育期水稻的叶面积指数。研究结果表明:随着施氮量的增加,水稻冠层光谱在各生育期间呈现出一定的规律性,在近红外部分(710~1 220 nm),冠层光谱反射率随着施氮水平的提高而升高,而在可见光部分(460~680 nm),水稻冠层的光谱反射率反而逐渐降低。经冠层光谱差异显著性检验发现:水稻灌浆期以前,对施氮水平最为敏感的波段是绿光(560~610 nm)和近红外(710~760 nm)部分;转换为归一化植被指数(NDVI)以后,差异最显著的是(R760-R560)/(R760+R560)。不同氮肥处理的水稻LAI随时间变化曲线大致都呈抛物线型,中低水平施氮肥水稻LAI随时间的变化曲线比较平缓,而高水平施氮肥LAI曲线则变化比较剧烈。冠层光谱反射与叶面积的相关分析结果表明:在水稻抽穗前,叶面积与冠层光谱反射率相关性较差;而抽穗后,叶面积与冠层光谱有较高的相关性。  相似文献   

8.
针对传统获取植被生长信息对植被的破坏大、费时费力等问题,提出用高光谱实时动态、非损伤地获取棉花的光合作用参数,监测棉花的长势和预测产量。用美国ASD Fieldspec Pro FR 2500高光谱辐射仪和LI-6400便携式光合测试系统测试棉花新陆早33号不同水分处理4个关键生育时期的冠层高光谱数据和叶片净光合速率(Pn)。多元统计分析表明,近红外759nm(r=0.53**,P0.01,n=40)和红光670nm(r=-0.7**,P0.01,n=40)为光谱反射率与Pn的敏感波段;采用红光670nm与近红外759nm波段的光谱反射率组成归一化植被指数(NDVI)、比值植被指数(RVI)与Pn建立幂函数关系模型,RVI与Pn的相关性高于NDVI与Pn的相关性。研究结果表明,叶片净光合速率反映棉花的光合生产能力和生长状况,利用RVI能更好地预测棉花的叶片净光合速率。  相似文献   

9.
以东北主要绿化树种为研究对象,分别在长春市南湖公园和长春公园获取了共240组树冠高光谱反射率及相应的LAI数据。对数据进行相关分析,以确定反演LAI的敏感波段,而后分别运用6种植被指数、神经网络以及小波分析等3种方法进行估算。研究结果表明,3种方法估算树冠LAI都取得了较好的效果:①与RVI、NDVI相比,由DVI、RDVI、MSAVI、TVI等植被指数建立的估算模型可以提高LAI的估算精度;②神经网络在拟合光谱反射率与树冠LAI关系时明显优于植被指数法(R2达0.850);③小波能量系数与LAI相关性较好,单变量回归分析R2可达0.683,部分小波能量系数估算LAI的精度优于植被指数法,并且验证R2也较高,说明其稳定性较好,多元变量回归分析能够实现各小波能量系数间的优势互补,R2可达0.794。  相似文献   

10.
花生叶面积指数与特征导数光谱的相关性   总被引:1,自引:0,他引:1       下载免费PDF全文
运用导数光谱分析技术,研究了不同氮肥水平下不同品种花生的叶面积指数(Leaf Area Index,LAI)与冠层导数光谱及其衍生参数的定量关系。结果表明,花生导数光谱在红边区域680~750 nm范围内与叶面积指数的相关关系比较稳定,在680~710 nm范围内呈正相关,在710~750 nm范围内呈负相关,685 nm和735 nm波段相关程度达到最大。在三边参数中,振幅参数优于面积参数优于位置参数,且仅有红边的面积、振幅、位置参数与花生LAI的相关性最好,相关系数分别为-0.9345、-0.9869和0.7632。在系列衍生参数中,RDr.b、RDr.y、NDDr.y与LAI呈极显著正相关关系外,其它衍生参数均与LAI呈极显著负相关关系,红蓝边面积差DSDr.b、红黄边面积差DSDr.y、红黄边振幅差DDr.y与LAI的相关系数分别为-0.9690、-0.9485、-0.9764,相关程度均较高。因此,研究认为,可以利用685 nm和735 nm两波段的一阶导数光谱、红边面积、红边振幅、红蓝边面积差、红黄边面积差、红黄边振幅差等来监测花生的叶面积指数。   相似文献   

11.
Abstract This paper describes an approach to the design of interactive multimedia materials being developed in a European Community project. The developmental process is seen as a dialogue between technologists and teachers. This dialogue is often problematic because of the differences in training, experience and culture between them. Conditions needed for fruitful dialogue are described and the generic model for learning design used in the project is explained.  相似文献   

12.
European Community policy and the market   总被引:1,自引:0,他引:1  
Abstract This paper starts with some reflections on the policy considerations and priorities which are shaping European Commission (EC) research programmes. Then it attempts to position the current projects which seek to capitalise on information and communications technologies for learning in relation to these priorities and the apparent realities of the marketplace. It concludes that while there are grounds to be optimistic about the contribution EC programmes can make to the efficiency and standard of education and training, they are still too technology driven.  相似文献   

13.
融合集成方法已经广泛应用在模式识别领域,然而一些基分类器实时性能稳定性较差,导致多分类器融合性能差,针对上述问题本文提出了一种新的基于多分类器的子融合集成分类器系统。该方法考虑在度量层融合层次之上通过对各类基多分类器进行动态选择,票数最多的类别作为融合系统中对特征向量识别的类别,构成一种新的自适应子融合集成分类器方法。实验表明,该方法比传统的分类器以及分类融合方法识别准确率明显更高,具有更好的鲁棒性。  相似文献   

14.
Development of software intensive systems (systems) in practice involves a series of self-contained phases for the lifecycle of a system. Semantic and temporal gaps, which occur among phases and among developer disciplines within and across phases, hinder the ongoing development of a system because of the interdependencies among phases and among disciplines. Such gaps are magnified among systems that are developed at different times by different development teams, which may limit reuse of artifacts of systems development and interoperability among the systems. This article discusses such gaps and a systems development process for avoiding them.  相似文献   

15.
This paper presents control charts models and the necessary simulation software for the location of economic values of the control parameters. The simulation program is written in FORTRAN, requires only 10K of main storage, and can run on most mini and micro computers. Two models are presented - one describes the process when it is operating at full capacity and the other when the process is operating under capacity. The models allow the product quality to deteriorate to a further level before an existing out-of-control state is detected, and they can also be used in situations where no prior knowledge exists of the out-of-control causes and the resulting proportion defectives.  相似文献   

16.
Going through a few examples of robot artists who are recognized worldwide, we try to analyze the deepest meaning of what is called “robot art” and the related art field definition. We also try to highlight its well-marked borders, such as kinetic sculptures, kinetic art, cyber art, and cyberpunk. A brief excursion into the importance of the context, the message, and its semiotics is also provided, case by case, together with a few hints on the history of this discipline in the light of an artistic perspective. Therefore, the aim of this article is to try to summarize the main characteristics that might classify robot art as a unique and innovative discipline, and to track down some of the principles by which a robotic artifact can or cannot be considered an art piece in terms of social, cultural, and strictly artistic interest. This work was presented in part at the 13th International Symposium on Artificial Life and Robotics, Oita, Japan, January 31–February 2, 2008  相似文献   

17.
Although there are many arguments that logic is an appropriate tool for artificial intelligence, there has been a perceived problem with the monotonicity of classical logic. This paper elaborates on the idea that reasoning should be viewed as theory formation where logic tells us the consequences of our assumptions. The two activities of predicting what is expected to be true and explaining observations are considered in a simple theory formation framework. Properties of each activity are discussed, along with a number of proposals as to what should be predicted or accepted as reasonable explanations. An architecture is proposed to combine explanation and prediction into one coherent framework. Algorithms used to implement the system as well as examples from a running implementation are given.  相似文献   

18.
This paper provides the author's personal views and perspectives on software process improvement. Starting with his first work on technology assessment in IBM over 20 years ago, Watts Humphrey describes the process improvement work he has been directly involved in. This includes the development of the early process assessment methods, the original design of the CMM, and the introduction of the Personal Software Process (PSP)SM and Team Software Process (TSP){SM}. In addition to describing the original motivation for this work, the author also reviews many of the problems he and his associates encountered and why they solved them the way they did. He also comments on the outstanding issues and likely directions for future work. Finally, this work has built on the experiences and contributions of many people. Mr. Humphrey only describes work that he was personally involved in and he names many of the key contributors. However, so many people have been involved in this work that a full list of the important participants would be impractical.  相似文献   

19.
基于复小波噪声方差显著修正的SAR图像去噪   总被引:4,自引:1,他引:3  
提出了一种基于复小波域统计建模与噪声方差估计显著性修正相结合的合成孔径雷达(Synthetic Aperture Radar,SAR)图像斑点噪声滤波方法。该方法首先通过对数变换将乘性噪声模型转化为加性噪声模型,然后对变换后的图像进行双树复小波变换(Dualtree Complex Wavelet Transform,DCWT),并对复数小波系数的统计分布进行建模。在此先验分布的基础上,通过运用贝叶斯估计方法从含噪系数中恢复原始系数,达到滤除噪声的目的。实验结果表明该方法在去除噪声的同时保留了图像的细节信息,取得了很好的降噪效果。  相似文献   

20.
Abstract  This paper considers some results of a study designed to investigate the kinds of mathematical activity undertaken by children (aged between 8 and 11) as they learned to program in LOGO. A model of learning modes is proposed, which attempts to describe the ways in which children used and acquired understanding of the programming/mathematical concepts involved. The remainder of the paper is concerned with discussing the validity and limitations of the model, and its implications for further research and curriculum development.  相似文献   

设为首页 | 免责声明 | 关于勤云 | 加入收藏

Copyright©北京勤云科技发展有限公司  京ICP备09084417号