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基于机载LiDAR和Mean Shift算法提取森林密度 被引量:3
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作者 陈伟 杨敏华 +1 位作者 洪奕丰 李飞 《西南交通大学学报》 EI CSCD 北大核心 2015年第6期1156-1163,共8页
为获取森林密度信息,利用Mean Shift算法对森林点云进行单木分割提取森林密度信息.首先,以点云三维坐标和法向量作为特征向量,利用统计分析方法选择合适带宽及阈值,采用Mean Shift算法对点云进行初始分割;其次,对分割后的点云进行分析,... 为获取森林密度信息,利用Mean Shift算法对森林点云进行单木分割提取森林密度信息.首先,以点云三维坐标和法向量作为特征向量,利用统计分析方法选择合适带宽及阈值,采用Mean Shift算法对点云进行初始分割;其次,对分割后的点云进行分析,加入灌木、杂草等过滤条件,得到树冠点云;然后,对树冠点云再次进行Mean Shift分割,并对每类树冠点云进行统计,以稳态点为粗略位置标记计算森林密度;最后,与地面实测数据进行验证.地面数据验证结果表明,平均计算精度达到90.0%以上,可满足林业应用需求;通过与分水岭法进行对比发现,Mean Shift方法获得的精度为92.5%,比分水岭方法 70.0%高出22.5%,且避免了分水岭方法导致的过分割现象. 展开更多
关键词 森林密度 Mean SHIFT算法 LIDAR 分水岭法 特征向量
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浙江省丽水市亚热带森林景观格局对森林碳密度的影响 被引量:1
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作者 王剑武 季碧勇 +1 位作者 王铮屹 朱程昊 《浙江农林大学学报》 CAS CSCD 北大核心 2024年第1期30-40,共11页
【目的】定量分析浙江省丽水市亚热带森林景观格局对森林碳密度的影响,为开展森林经营、生态保护修复以提高亚热带森林碳汇功能提供理论依据。【方法】基于省级固定样地数据,使用生物量模型和含碳率测算样地的森林碳密度,再通过普通Krig... 【目的】定量分析浙江省丽水市亚热带森林景观格局对森林碳密度的影响,为开展森林经营、生态保护修复以提高亚热带森林碳汇功能提供理论依据。【方法】基于省级固定样地数据,使用生物量模型和含碳率测算样地的森林碳密度,再通过普通Kriging插值形成区域森林碳密度分布图,并分析森林碳密度的空间自相关特征。选取5项景观格局指标和3项自然因素,利用多尺度地理加权回归(MGWR)模型探讨森林景观格局对森林碳密度的影响,并分析影响结果的空间非平稳性。【结果】2012—2019年,丽水市森林平均碳密度从23.19 t·hm^(−2)上升到31.96 t·hm^(−2),且空间分布呈显著的正空间自相关性。森林景观格局显著影响森林碳密度,并表现不同尺度效应,影响程度在空间上也存在差异。景观蔓延度和斑块密度对森林碳密度驱动力较大,而景观最大斑块指数的驱动力较小。【结论】森林景观格局对森林碳密度的影响表现较为明显的空间异质性,应地制宜制定森林经营管理政策,实施自然演替和人工干预相结合的生态系统保护修复工程。 展开更多
关键词 森林景观格局 森林密度 多尺度地理加权回归 影响因素 亚热带丘陵区 丽水市
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基于地统计学和多源遥感数据的森林碳密度估算 被引量:6
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作者 严恩萍 赵运林 +2 位作者 林辉 莫登奎 王广兴 《林业科学》 EI CAS CSCD 北大核心 2017年第7期72-84,共13页
【目的】基于遥感影像空间分辨率和地面样地大小不一致的现象,采用地统计学和多源遥感数据进行森林碳密度估算,为MODIS数据在区域森林碳密度估算领域的应用提供参考。【方法】以湖南省攸县为试验区,首先利用基于块的序列高斯协同模拟算... 【目的】基于遥感影像空间分辨率和地面样地大小不一致的现象,采用地统计学和多源遥感数据进行森林碳密度估算,为MODIS数据在区域森林碳密度估算领域的应用提供参考。【方法】以湖南省攸县为试验区,首先利用基于块的序列高斯协同模拟算法,将25.8 m×25.8 m的样地数据分别上推到250 m×250 m、500 m×500 m和1 000 m×1 000 m;然后将上推后的样地数据分别与MOD13Q1、MOD09A1、MOD15A2数据结合,利用序列高斯协同模拟算法开展区域森林碳密度估算研究;最后将最优结果用于湖南省森林碳密度估算。【结果】Landsat5和MODIS数据与森林碳密度的敏感因子具有高度相似性,排在前3位的分别为1/TM3、1/TM2、1/TM1和1/Band1、1/Band4、1/Band3;与植被指数产品MOD13Q1和MOD15A2相比,多光谱数据Landsat5和MOD09A1在攸县森林碳密度估算方面显示出巨大潜力,估算精度分别为82.02%和75.64%;基于MOD09A1的序列高斯协同模拟算法具有很好的适用性,可用于湖南省森林碳密度的空间模拟,估算精度为74.07%。【结论】采用基于块的序列高斯协同模拟算法,可以实现由地面样地到不同空间分辨率MODIS像元之间的转换;由于空间分辨率的限制,MOD09A1数据在刻画空间细节方面不如Landsat5精细。该研究方法适用于地面调查样地大小和遥感影像空间分辨率不一致的区域森林碳密度估算。 展开更多
关键词 林业遥感 森林资源清查 多源遥感 基于块的序列高斯协同模拟 森林密度
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燕山北部森林土壤碳密度研究 被引量:1
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作者 王超 毕君 尤立权 《林业科技开发》 2011年第6期47-50,共4页
采用土壤剖面调查与室内分析相结合的方法,对河北省木兰林管局5种林分类型的土层厚度、体积质量、有机碳含量进行了测定,分析了土壤有机碳含量与碳密度的变化。结果表明:0~40 cm土层有机碳含量差异显著,可作为衡量土壤碳差异的指标;不... 采用土壤剖面调查与室内分析相结合的方法,对河北省木兰林管局5种林分类型的土层厚度、体积质量、有机碳含量进行了测定,分析了土壤有机碳含量与碳密度的变化。结果表明:0~40 cm土层有机碳含量差异显著,可作为衡量土壤碳差异的指标;不同林分类型土壤碳密度排序为山杨林>落叶松林>白桦林>蒙古栎林>油松林;人工林土壤碳密度比天然林低11%以上;棕壤碳密度162.944 5 t/hm2、褐土碳密度103.040 7 t/hm2、草甸土碳密度298.019 8 t/hm2、风沙土碳密度98.809 6 t/hm2。 展开更多
关键词 森林土壤碳密度 土壤有机碳含量 土壤类型 林分类型
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秦皇岛市海滨林场森林碳密度与碳储量研究 被引量:2
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作者 吴伯军 赵忠宝 《防护林科技》 2020年第3期5-8,共4页
在外业样地(乔木层、林下灌草层、枯枝落叶层、土壤)调查的基础上,结合乔木生物量模型,研究了秦皇岛市海滨林场森林碳密度与碳储量的分配特征。结果表明:海滨林场森林平均碳密度为132.19 t·hm^-2,碳密度的大小顺序为乔木层(113.55 ... 在外业样地(乔木层、林下灌草层、枯枝落叶层、土壤)调查的基础上,结合乔木生物量模型,研究了秦皇岛市海滨林场森林碳密度与碳储量的分配特征。结果表明:海滨林场森林平均碳密度为132.19 t·hm^-2,碳密度的大小顺序为乔木层(113.55 t·hm^-2)>土壤层(21.68 t·hm^-2)>林下灌草层(1.07 t·hm^-2)>枯枝落叶层(0.88 t·hm^-2)。总碳储量为105224 t,其大小顺序与碳密度一致,乔木层(87094.4 t)>土壤层(16632 t)>林下灌草层(822.7 t)>枯枝落叶层(674.9 t)。近熟林、成熟林、过熟林是海滨林场乔木层碳储量的主体,占乔木层总碳储量的89.46%。 展开更多
关键词 森林密度 碳储量 分配特征 海滨林场
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浙江省森林碳分布与地形的相关性 被引量:10
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作者 杜群 徐军 +2 位作者 王剑武 张峰 季碧勇 《浙江农林大学学报》 CAS CSCD 北大核心 2013年第3期330-335,共6页
浙江森林资源的空间分布与地形关系密切。研究森林碳分布与地形的关系,可以进一步认识浙江省森林碳分布的空间特征。利用基于浙江省2009年森林资源连续清查(CFI)固定样地数据和地统计学方法获得的全省森林碳空间分布信息,对森林碳分... 浙江森林资源的空间分布与地形关系密切。研究森林碳分布与地形的关系,可以进一步认识浙江省森林碳分布的空间特征。利用基于浙江省2009年森林资源连续清查(CFI)固定样地数据和地统计学方法获得的全省森林碳空间分布信息,对森林碳分布与地形相关性进行了定量研究。结果显示:全省森林碳密度与地形主要因子海拔、坡度的二元二次多项式的复相关系数为0.71左右,说明森林碳分布与地形密切相关,即与地形的分布基本一致,随着海拔的升高和坡度的增大森林碳密度增大,尤其在海拔0~200 m到200~400 m,坡度从平坡到缓坡,碳密度上升最快。 展开更多
关键词 森林生态学 森林碳空间分布 地统计学 海拔 坡度 森林密度
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长白山野猪资源保护过程中的问题及建议 被引量:1
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作者 冷茂资 张原翊 +1 位作者 于艳玲 孙家英 《中国畜禽种业》 2006年第4期14-16,共3页
关键词 资源保护 长白山 野生动物 野猪 保护政策 动物数量 森林密度 禁猎
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Natural regeneration dynamics of three dry deciduous forest species in Chacocente Wildlife Reserve, Nicaragua
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作者 Guillermo Castro Marin Mulualem Tigabu +1 位作者 Benigno Gonzalez Rivas Per Christer Oden 《Journal of Forestry Research》 SCIE EI CAS CSCD 2009年第1期1-6,共6页
A study was conducted to examine the natural regeneration of three dry forest species, Lysiloma divaricatum (Jacq.), Tabebuia ochracea (Cham.) and Lonchocarpus minimiflorus (Donn. Sin.) over a three-year period ... A study was conducted to examine the natural regeneration of three dry forest species, Lysiloma divaricatum (Jacq.), Tabebuia ochracea (Cham.) and Lonchocarpus minimiflorus (Donn. Sin.) over a three-year period and to analyze heterogeneity of regeneration in relationship to topographic slope and incidence of light in Chacocente Wildlife Reserve in Nicaragua. Permanent sample plots were established in 2001, and all individuals with height as low as 10 cm and diameter as large as 10 cm were recorded for three consecutive years from 2001 to 2003. The results show that the density of naturally regenerated individuals varied significantly among species, as well as over time. L. minimiflorus and T. ochracea had higher densities compared with L. divaricatum, and the net change in population density was slightly positive for T. ochracea only. Regeneration was more abundant in the gentle and steep slopes under partial exposure of the crown to sunlight, thus resulting in aggregated pattern of distribution, especially for L. minimiflorus and T. ochracea. We concluded that natural regeneration alone is not sufficient to maintain the desired number of stocks of these species, and an immediate restoration measure should be taken to assist the natural regeneration process. 展开更多
关键词 Central America MORTALITY regeneration niche spatial pattern dry forest
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Forest biomass density,utilization and production dynamics in a western Himalayan watershed
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作者 Rakesh Kumar Sharma Prem Lall Sankhayan Ole Hofstad 《Journal of Forestry Research》 SCIE CAS CSCD 2008年第3期171-180,共10页
There is enough evidence to show that the forest biomass has decreased significantly in the Indian Himalayan state of Himachal Pradesh. The government has responded through restrictive measures to check this decline. ... There is enough evidence to show that the forest biomass has decreased significantly in the Indian Himalayan state of Himachal Pradesh. The government has responded through restrictive measures to check this decline. Using tree biomass as proxy for degradation, we assessed the current state of biomass within dominant land use types and examined its implications for sustainability. The highest above-ground mean tree biomass density of 1158 t·ha-1 was recorded for the reserved forest followed by 728, 13, 11, 8, 5 and 3 t·ha-1in the protected forest, fallow land, cultivated-unirrigated land, grassland, orchard land and cultivated-irrigated land respectively. Of the total ac- cessible biomass, only 0.31% was extracted annually by the local people for fuel, fodder and other uses. Though, the current level of ex- traction may be sustainable in the short run, insufficient regeneration is observed for long term sustainability. Forest biomass production was simulated for the next 30 years with a logistic growth model and the relative significance of input variables in influencing system be- haviour was analysed through sensitivity analysis. The model results highlighted the declining forest resources in the long run. Positive response through appropriate government policies can, however, change the scenario for the better. 展开更多
关键词 Biomass density Carrying capacity Forest degradation Fuel wood Himachal Pradesh Mean annual increment
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Biomass production of herb species in broad leaf forests in Kumaun Himalaya,India
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作者 Geeta Kharkwal Poonam Mehrotra Yaswant S.Rawat 《Journal of Forestry Research》 SCIE CAS CSCD 2010年第3期355-360,399,共7页
The study focuses on the dynamics and biomass production (g·m-2) of understory (herbaceous) plant community under broad-leaf forests consisting of Quercus leucotrichophora (Banj-oak), Quercus floribunda (T... The study focuses on the dynamics and biomass production (g·m-2) of understory (herbaceous) plant community under broad-leaf forests consisting of Quercus leucotrichophora (Banj-oak), Quercus floribunda (Tilonj-oak) and Quercus semicarpifolia (Kharsu-oak), respectively in central Himalaya, India. With increasing altitudes, the den-sity and biomass decreased significantly across the three types of forests. Banj-oak forest harboured the maximum density and biomass among the other sampling sites. The mean density of herb species in two contrasting orientation differed significantly (p0.05), showing relatively higher density on slope orientation (west). Across the sites, total production declined significantly with increasing altitude of the sites (p0.05), and Banj-oak forest presented the highest production. 展开更多
关键词 orientation ALTITUDE forest type species composition den-sity biomass
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Comparative regeneration status in a natural forest and enrichment plantations of Chittagong (south) forest division, Bangladesh
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作者 M. Kamal Hossain M. Lutfor Rahman +1 位作者 A. T. M. Rafiqul Hoque M. Khairul Alam 《Journal of Forestry Research》 SCIE CAS CSCD 2004年第4期255-260,共6页
The natural regeneration of the tree species in pure natural forest stand and enrichment plantations of Baraitali Forest of Chittagong (South) Forest Division, Bangladesh was studied by stratified random quadrat metho... The natural regeneration of the tree species in pure natural forest stand and enrichment plantations of Baraitali Forest of Chittagong (South) Forest Division, Bangladesh was studied by stratified random quadrat method during April 2002 to November 2002. Totally 100 plots of 3 m X 3 m in size represents a total of 64 regenerating tree species from natural forest with an average seedlings of 24767/hm2, while only 40 regenerating tree species were recorded from enrichment plan-tations with an average seedlings of 18633/hm2. Maximum regeneration in natural forest was found with Castanopsis spp. (2200 seedlings/hm2) followed by Glochidion lanceolarium (2183 /hm2) whereas, in enrichment plantations maximum regen-eration was found with Dipterocarpus gracilis (2117/hm2) followed by Anogeissus acuminata (2000/hm2). For natural forest, highest relative density was found for Castanopsis spp (8.88%), relative frequency for Glochidion lanceolarium (7.36%), rela-tive abundance for Syzygium spp. (3.79%) and Importance Value Index were recorded with Glochidion lanceolarium (18.24%). The corresponding values for enrichment plantations were highest with Dipterocarpus gracilis (11.36%), Glochidion lanceo-larium (9.71%), Dipterocarpus gracilis (5.92%), Glochidion lanceolarium (23.32%) respectively. Stem per hectare of some common trees with their seedlings and saplings in both the natural stands and enrichment plantations showed that only Dip-terocarpus gracilis successfully recruited in both sites but recruitment was higher in natural forest. Like many other primary rain forests, the Baraitoli forest typically has both substantial seedlings and soil seed bank from which regeneration may occur. The naturally regenerated seedlings are quite dense but it could not reach the pole stage due to human interference. 展开更多
关键词 REGENERATION Natural forest Enrichment plantations Relative density Frequency ABUNDANCE Importance Value Index
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