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We evaluate three approaches to mapping vegetation using images collected by an unmanned aerial vehicle (UAV) to monitor rehabilitation activities in the Five Islands Nature Reserve, Wollongong (Australia). Between April 2017 and July 2018, four aerial surveys of Big Island were undertaken to map changes to island vegetation following helicopter herbicide sprays to eradicate weeds, including the creeper Coastal Morning Glory (Ipomoea cairica) and Kikuyu Grass (Cenchrus clandestinus). The spraying was followed by a large scale planting campaign to introduce native plants, such as tussocks of Spiny-headed Mat-rush (Lomandra longifolia). Three approaches to mapping vegetation were evaluated, including: (i) a pixel-based image classification algorithm applied to the composite spectral wavebands of the images collected, (ii) manual digitisation of vegetation directly from images based on visual interpretation, and (iii) the application of a machine learning algorithm, LeNet, based on a deep learning convolutional neural network (CNN) for detecting planted Lomandra tussocks. The uncertainty of each approach was assessed via comparison against an independently collected field dataset. Each of the vegetation mapping approaches had a comparable accuracy; for a selected weed management and planting area, the overall accuracies were 82 %, 91 % and 85 % respectively for the pixel based image classification, the visual interpretation / digitisation and the CNN machine learning algorithm. At the scale of the whole island, statistically significant differences in the performance of the three approaches to mapping Lomandra plants were detected via ANOVA. The manual digitisation took a longer time to perform than others. The three approaches resulted in markedly different vegetation maps characterised by different digital data formats, which offered fundamentally different types of information on vegetation character. We draw attention to the need to consider how different digital map products will be used for vegetation management (e.g. monitoring the health individual species or a broader profile of the community). Where individual plants are to be monitored over time, a feature-based approach that represents plants as vector points is appropriate. The CNN approach emerged as a promising technique in this regard as it leveraged spatial information from the UAV images within the architecture of the learning framework by enforcing a local connectivity pattern between neurons of adjacent layers to incorporate the spatial relationships between features that comprised the shape of the Lomandra tussocks detected.  相似文献   
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重庆地面最高气温与最大风速年极值的渐近分布   总被引:3,自引:0,他引:3  
利用重庆1951-1990年间地面最高气温和1956-1990年间地面最大风速年极值的记录,采用韦伯分布和耿贝尔分布分别对其渐近分布进行拟合.通过统计推断,找出重庆地面最高气温和地面最大风速年极值遵循的最佳渐近分布--韦伯分布.  相似文献   
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A research that we conducted in 1963 on the evolution of the binaries based on the available orbital data to obtain a philosophical degree, led to the establishment of an interesting and new diagram between the logarithm of the total mass and a particular parameterX, bound to the areal constant. This appeared to have a real physical significance but the basic observational material was insufficiently extended to assure its undeniable existence. In 1981, a new research based on a more extended orbital material, has confirmed this diagram. Presently, another important increase in the orbital material and the availability of highly accurate trigonometric parallaxes produced by the Hipparcos satellite, gave us the opportunity to confirm once more the stability of this diagram. This last research is here described.  相似文献   
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We study, via a Monte Carlo simulation, a population of isolated asymmetric neutron stars where the magnitude of the magnetic field is low enough so that the dynamical evolution is dominated by the emission of gravitational waves. A starting population, with age uniformly distributed back to 100 Myr (or 500 Myr) and endowed with a birth kick velocity, is evolved in the Galactic gravitational potential to the present time. In describing the initial spatial distribution, the Gould belt, with an enhanced neutron star formation rate, is taken into account. Different models for the initial period distribution are considered. The star ellipticity, measuring the amount of deformation, is drawn from an exponential distribution. We estimate the detectability of the emitted gravitational signals by the first and planned second generation of interferometric detectors. Results are parametrized by the fraction of the whole galactic neutron star population made up of these kinds of sources. Some possible mechanisms, which would make possible the existence of such a population, are discussed. A comparison of the gravitational spin-down with the braking due to a possible interaction of the neutron star with the interstellar medium is also presented.  相似文献   
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本文使用天气学方法,从影响雅砻江区域主汛期降水量的长期预报有关因子出发,再运用数理统计方法反复筛选,仅取3个主要因子:西部青藏高原8个站冬春积温,北部冬季极涡面积指数,南部冬季印缅槽平均强度,建立逐步回归预报方程。结果显示:对主汛期6~9月降水量预报拟合准确率为16/17即约94%。回归分析中发现:尽管西太平洋副热带高压对盆地西部降水有很大影响,盛夏且与高原积温有较密切相关,但由放大范围长时段的青藏高原积温,对于雅砻江区域主汛期降水量的影响超过西太平洋副热高压,因而在逐步回归过程中,副高因子仍被剔除.  相似文献   
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对在1981-2000年世界上所发表的和中国学者所发表的有关恒星与恒星系统的论文作统计发现:此期间世界上这一领域的发展较平稳,而我国的发展快速.这反映了改革开放后,我国基础学科研究大有进展.从各分支所占的比重和发展来看,我国在恒星与恒星系统的研究与世界同期有几乎相同的分布,因此总体上我国在这一领域的发展基本正常.当然有些分支发展较快,如有关超新星及其遗迹、星际介质和恒星形成区、化学丰度的研究等,这和一些较强的研究团组形成有关;在双星研究方面,我国则与世界发展一致,双星研究始终是恒星研究领域的重点;而在世界范围内较突出的关于银河系的研究,在我国却相对较弱.恒星和恒星系统这一研究领域20年的论文数统计显示,我国学者所发表的论文只占世界总论文数的1.3%,虽然在最后5年有大幅上升,但也只占2.0%,这与我国IAU会员数所占比例相比是偏少的.就世界整体而言,恒星领域的研究进展与整个天文学领域相比是较慢的,显然这与一批能做深空探测和高能波段观测的设备投入有关.因此,除了对恒星及恒星系统领域作统计分析外,对整个天文学领域各大分支作分析可能对制定今后我国天文学发展计划更有利。  相似文献   
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