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Detection of fallen logs from high-resolution UAV images 从高分辨率无人机图像中检测掉落的原木
IF 1.5 4区 农林科学 Q2 FORESTRY Pub Date : 2019-03-03 DOI: 10.33494/NZJFS492019X26X
D. Panagiotidis, Azadeh Abdollahnejad, P. Surový, Karel Kuželka
Background: High-resolution images from unmanned aerial vehicles (UAVs) can be used to describe the state of forests at regular time periods in a cost-effective manner. The purpose of this study was to assess the performance of a line template matching algorithm, the Hough transformation, for detecting fallen logs from UAV-based high-resolution RGB images. The suggested methodology does not aim to replace any known aerial method for log detection, rather it is more oriented to the detection of fallen logs in open forest stands with a high percentage of log visibility and straightness. Methods: This study describes a line template matching algorithm that can be used for the detection of fallen logs in an automated process. The detection technique was based on object-based image analysis, using both pixel-based and shape descriptors. To determine the actual number of fallen logs, and to compare with the ones predicted by the algorithm, manual visual assessment was used based on six high-resolution orthorectified images. To evaluate if a line matched, we used a voting scheme. The total number of detected fallen logs compared with the actual number of fallen logs based on several accuracy metrics. To evaluate predictive models we tested the cross-validation mean error. Finally, to test how close our results were to chance, we used the Cohen`s Kappa coefficient. Results: The detection algorithm found 136 linear objects, of which 92 of them were detected as fallen logs. From the 92 detected fallen logs, 86 were correctly predicted by the algorithm and 24 were falsely detected as fallen logs. The calculated amount of observed agreement was equal to 0.78, whereas the expected agreement by chance was 0.61. Finally, the kappa statistic was 0.44. Conclusions: Our methodology had high reliability for detecting fallen logs based on total user‘s accuracy (94.9%), whereas a Kappa of 0.44 indicated there was good agreement between the observed and predicted values. Also, the cross-validation analysis denoted the efficiency of the proposed method with an average error of 16%.
背景:无人驾驶飞行器(uav)的高分辨率图像可用于以经济有效的方式描述定期的森林状况。本研究的目的是评估线模板匹配算法(霍夫变换)的性能,该算法用于从基于无人机的高分辨率RGB图像中检测掉落的原木。所建议的方法并不旨在取代任何已知的木材检测的航空方法,而是更倾向于在原木可见性和直线度高的开放林分中检测倒下的原木。方法:本研究描述了一种线模板匹配算法,该算法可用于自动化过程中原木掉落的检测。检测技术基于基于物体的图像分析,同时使用基于像素和形状描述符。为了确定实际倒下的原木数量,并与算法预测的数量进行比较,基于6张高分辨率正射影像进行了人工视觉评估。为了评估一行是否匹配,我们使用了投票方案。将检测到的掉落日志总数与基于几个准确性指标的实际掉落日志数量进行比较。为了评估预测模型,我们检验了交叉验证的平均误差。最后,为了测试我们的结果与概率的接近程度,我们使用了科恩Kappa系数。结果:检测算法发现了136个线性物体,其中92个被检测为掉落的原木。在92个检测到的掉落日志中,86个被算法正确预测,24个被错误检测为掉落日志。观察到的一致性的计算量等于0.78,而偶然的期望一致性为0.61。最后kappa统计量为0.44。结论:我们的方法在检测掉落的原木方面具有很高的可靠性,基于用户的总准确率(94.9%),而Kappa为0.44表明观测值和预测值之间有很好的一致性。交叉验证分析表明该方法的有效性,平均误差为16%。
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引用次数: 14
Influences of mean top height definition and sampling method on errors of estimates in New Zealand’s forest plantations 新西兰人工林平均顶高定义和抽样方法对估算误差的影响
IF 1.5 4区 农林科学 Q2 FORESTRY Pub Date : 2019-02-19 DOI: 10.33494/NZJFS492019X24X
E. Mason
Background: A study was undertaken of 51 stand inventories to compare two alternative mean top height (MTH) calculation methods prevalent in New Zealand, and to evaluate the consequences of creating height versus diameter at breast height (H-D) curves at a stand-level during inventories as opposed to fitting H-D curves at a plot-level. Methods: The dataset was separated into two groups; one with plots having less than 6 heights measured and one with more than 5 heights measured. MTH was calculated using all possible combinations of the two calculation methods and with H-D curves either at a stand-level or a plot-level. Graphs were prepared to compare the 4 alternative MTH estimation techniques for all plots. In addition standard deviations of MTH between plots were calculated within stands, and then these were compared for different MTH calculation methods using interleaved histograms and with a mixed effects analysis of variance. Results: Results showed that the two MTH calculation methods were almost identical so long as H-D curves were fitted at a plot-level, but they differed substantially when curves were fitted at a stand-level. In addition, fitting H-D curves at a stand-level reduced independence of samples, resulting in substantial decreases in estimated standard deviations in MTH within samples, thereby artificially reducing confidence intervals around sample estimates. Conclusions: Inventory estimates of MTH were found to depend on calculation method, and so a standard definition is required. In addition, H-D curves fitted at a stand level undermined the assumption that sampling units were independent, and thereby reduced estimated variation between plots by up to 69%, depending on MTH calculation method. Forest inventory procedures in New Zealand’s forest plantations should be redesigned to enable accurate definition of confidence intervals around sample estimates, and to facilitate the use of inventories for estimating variation in productivity across landscapes.
背景:对51个林分盘点进行了一项研究,以比较新西兰流行的两种替代平均顶部高度(MTH)计算方法,并评估在盘点期间在林分水平上创建高度与乳高直径(H-D)曲线而不是在地块水平上拟合H-D曲线的后果。方法:将数据集分为两组;一个具有测量到的小于6个高度的曲线图,另一个具有测得的大于5个高度的图。MTH使用两种计算方法的所有可能组合进行计算,并在林分水平或地块水平上使用H-D曲线。绘制图表以比较所有地块的4种备选MTH估计技术。此外,还计算了林分内地块间MTH的标准差,然后使用交错直方图和混合效应方差分析对不同MTH计算方法进行比较。结果:结果表明,只要H-D曲线在地块水平上拟合,两种MTH计算方法几乎相同,但当曲线在林分水平上拟合时,它们有很大的差异。此外,在林分水平上拟合H-D曲线降低了样本的独立性,导致样本内MTH的估计标准偏差显著降低,从而人为地降低了样本估计的置信区间。结论:MTH的库存估计取决于计算方法,因此需要一个标准的定义。此外,在林分水平拟合的H-D曲线破坏了采样单位独立的假设,从而根据MTH计算方法,将地块之间的估计变化减少了69%。应重新设计新西兰人工林的森林清查程序,以便能够准确定义样本估计的置信区间,并便于使用清查来估计不同景观的生产力变化。
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引用次数: 6
Carbon fraction of Pinus radiata biomass components within New Zealand 新西兰辐射松生物量组分的碳组分
IF 1.5 4区 农林科学 Q2 FORESTRY Pub Date : 2018-12-01 DOI: 10.1186/s40490-018-0119-5
P. Beets, L. Garrett
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引用次数: 8
Assessment of genetic diversity of Saraca asoca (Roxb.) De Wilde: a commercially important, but endangered, forest tree species in Western Ghats, India 沙蚕遗传多样性的评价王尔德:印度西高止山脉的一种具有重要商业价值但濒临灭绝的森林树种
IF 1.5 4区 农林科学 Q2 FORESTRY Pub Date : 2018-12-01 DOI: 10.1186/s40490-018-0122-x
A. Saini, S. Hegde, H. Hegde, S. Kholkute, Subarna Roy
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引用次数: 7
Cell organelles and fluorescence of parenchyma cells in Eucalyptus bosistoana sapwood and heartwood investigated by microscopy 薄叶桉边材和心材细胞器及薄壁细胞荧光的显微镜研究
IF 1.5 4区 农林科学 Q2 FORESTRY Pub Date : 2018-12-01 DOI: 10.1186/s40490-018-0118-6
Gayatri Mishra, D. Collings, C. Altaner
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引用次数: 9
Properties of rotary peeled veneer and laminated veneer lumber (LVL) from New Zealand grown Eucalyptus globoidea 新西兰桉树旋剥单板和层压单板木材(LVL)的性能
IF 1.5 4区 农林科学 Q2 FORESTRY Pub Date : 2018-12-01 DOI: 10.1186/s40490-018-0109-7
Fei Guo, C. Altaner
{"title":"Properties of rotary peeled veneer and laminated veneer lumber (LVL) from New Zealand grown Eucalyptus globoidea","authors":"Fei Guo, C. Altaner","doi":"10.1186/s40490-018-0109-7","DOIUrl":"https://doi.org/10.1186/s40490-018-0109-7","url":null,"abstract":"","PeriodicalId":19172,"journal":{"name":"New Zealand Journal of Forestry Science","volume":" ","pages":"1-10"},"PeriodicalIF":1.5,"publicationDate":"2018-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1186/s40490-018-0109-7","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"44648847","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 11
Evaluation of genetic differentiation among healthy and infected Buxus hyrcana with boxwood blight using RAPD and ISSR markers 用RAPD和ISSR标记评价健康和黄杨枯萎病感染的遗传分化
IF 1.5 4区 农林科学 Q2 FORESTRY Pub Date : 2018-12-01 DOI: 10.1186/s40490-018-0120-z
P. Salehi Shanjani, H. Javadi, Leila Rasoulzadeh, Mahmoud Amirkhani
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引用次数: 7
Plantation species-specific adjustment functions for the Forest Carbon Predictor in New Zealand 新西兰森林碳预测器的人工林物种特异性调整函数
IF 1.5 4区 农林科学 Q2 FORESTRY Pub Date : 2018-12-01 DOI: 10.1186/s40490-018-0125-7
P. Beets, M. Kimberley, G. R. Oliver, S. H. Pearce, J. D. Graham, D. Henley, D. Meason
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引用次数: 1
Potential use of hyperspectral data to classify forest tree species 高光谱数据在森林树种分类中的潜在应用
IF 1.5 4区 农林科学 Q2 FORESTRY Pub Date : 2018-12-01 DOI: 10.1186/s40490-018-0123-9
Tomasz Hycza, K. Stereńczak, R. Bałazy
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引用次数: 28
Invasive alien plant species, fragmentation and scale effects on urban forest community composition in Durban, South Africa 南非德班外来入侵植物物种、破碎化和规模对城市森林群落组成的影响
IF 1.5 4区 农林科学 Q2 FORESTRY Pub Date : 2018-12-01 DOI: 10.1186/s40490-018-0124-8
Lindani Z. Mavimbela, E. Sieben, Ş. Procheş
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引用次数: 23
期刊
New Zealand Journal of Forestry Science
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