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Effect of thinning intensity on the carbon sequestration of natural mixed coniferous and broadleaf forests in Xiaoxing'an Mountains, China
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作者 Hangfeng Qu Xibin Dong +5 位作者 Hui Liu Baoshan Zhang Tong Gao Yuan Meng Yunze Ren Ying Zhang 《Journal of Forestry Research》 SCIE EI CAS CSCD 2024年第6期198-209,共12页
To study the effect of thinning intensity on the carbon sequestration by natural mixed coniferous and broad-leaf forests in Xiaoxing’an Mountains,China,we established six 100 m×100 m experimental plots in Dongfa... To study the effect of thinning intensity on the carbon sequestration by natural mixed coniferous and broad-leaf forests in Xiaoxing’an Mountains,China,we established six 100 m×100 m experimental plots in Dongfanghong For-est that varied in thinning intensity:plot A(10%),B(15%),C(20%),D(25%),E(30%),F(35%),and the control sample area(0%).A principal component analysis was performed using 50 different variables,including species diversity,soil fertility,litter characteristics,canopy structure param-eters,and seedling regeneration parameters.The effects of thinning intensity on carbon sequestration were strongest in plot E(0.75),followed by D(0.63),F(0.50),C(0.48),B(0.22),A(0.11),and the control(0.06).The composite score of plot E was the highest,indicating that the carbon sequestration effect was strongest at a thinning intensity of 30%.These findings provide useful insights that could aid the management of natural mixed coniferous and broadleaf forests in Xiaoxing’an Mountains,China.This information has implications for future studies of these forests,and the methods used could aid future ecological assessments of the natural forests in Xiaoxing’an Mountains,China. 展开更多
关键词 Thinning intensity Xiaoxing’an Mountains China natural mixed coniferous and broadleaf forest Carbon sequestration
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Soil carbon dioxide fluxes of a typical broad-leaved/Korean pine mixed forest in Changbai Mountain, China 被引量:3
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作者 王琛瑞 吴劼 +1 位作者 梁战备 黄国宏 《Journal of Forestry Research》 SCIE CAS CSCD 2004年第4期268-272,共5页
The forest ecosystem plays an important role in the global carbon cycling. A study was conducted to evaluate soil CO2 flux and its seasonal and diurnal variation with the air and soil temperatures by using static clos... The forest ecosystem plays an important role in the global carbon cycling. A study was conducted to evaluate soil CO2 flux and its seasonal and diurnal variation with the air and soil temperatures by using static closed chamber technique in a typical broad-leaved/Korean pine mixed forest area on the northern slope of Changbai Mountain, Jilin Province, China. The experiment was carried out through the day and night in the growing season (from June to September) in situ and sample gas was analyzed by a gas chromatograph. Results showed that the forest floor was a large net source of carbon, and soil CO2 fluxes had an obvi-ous law of seasonal and diel variation. The soil CO2 flux of broad-leaved/Korean pine mixed forest was in the range of 0.302.42 mmol穖-2穝-1 with the mean value of 0.98 mmol穖-2穝-1. An examination on the seasonal pattern of soil CO2 emission suggested that the variability in soil CO2 flux could be correlated with variations in soil temperature, and the maximum of mean CO2 flux occurred in July ((1.27±23%) mmol穖-2穝-1) and the minimum was in September ((0.50±28%) mmol穖-2穝-1). The fluctuations in diel soil CO2 flux were also correlated with changes in soil temperature; however, there existed a factor for a time lag. Soil CO2 flux from the forest floor was strongly related to soil temperature and had the highest correlation with temperature at 6-cm depth of soil. Q10 values based on air temperature and soil temperature of different soil depths were at the ranges of 2.09–3.40. 展开更多
关键词 Soil CO2 flux broad-leaved/Korean pine mixed forest Q10 value Changbai Mountain
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Microbial biomass in subtropical forest soils: effect of conversion of natural secondary broad-leaved forest to Cunninghamia lanceolata plantation 被引量:12
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作者 WANG Qing-kui WANG Si-long 《Journal of Forestry Research》 SCIE CAS CSCD 2006年第3期197-200,共4页
Conversion of natural secondary broad-leaved forest to Cunninghamia lanceolata plantation is a common management practice in subtropical China. In this study, we compared soil physico-chemical properties, microbial bi... Conversion of natural secondary broad-leaved forest to Cunninghamia lanceolata plantation is a common management practice in subtropical China. In this study, we compared soil physico-chemical properties, microbial biomass in one natural secondary broad-leaved forest and two C. lanceolata plantation sites to estimate the effects of forest conversion on soil microbial biomass at the Huitong Experimental Station of Forestry Ecology, Chinese Academy of Sciences. Concentrations of soil organic carbon, total nitrogen, NH4^+-N and microbial biomass carbon and nitrogen were much lower under C. lanceolata plantations as compared to natural secondary broad-leaved forest. Soil microbial biomass C in the first and second rotation of C. lanceolata plantations was only 53%, 46% of that in natural secondary broad-leaved forest, and microbial biomass N was 97% and 79%, respectively. The contribution of microbial biomass C to soil organic C was also lower in the plantation sites. However, the contribution of microbial N to total nitrogen and NH4^+-N was greater in the C. lanceolata plantation sites. Therefore, conversion of natural secondary broad-leaved forest to C. lanceolata plantation and continuous planting of C. lanceolata led to the decline in soil microbial biomass and the degradation of forest soil in subtropical China. 展开更多
关键词 Soil microbial biomass Cunninghamia lanceolata plantation natural secondary broad-leaved forest forest conversion
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Effect of thinning intensity on understory herbaceous diversity and biomass in mixed coniferous and broad-leaved forests of Changbai Mountain 被引量:3
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作者 Gerong Wang Yue Sun +6 位作者 Mo Zhou Naiqian Guan Yuwen Wang Runhua Jiang Zhiyu Liu Mengjia Wu Fucai Xia 《Forest Ecosystems》 SCIE CSCD 2021年第4期713-725,共13页
Background:Herbs are an important part of the forest ecosystem,and their diversity and biomass can reflect the restoration of vegetation after forest thinning disturbances.Based on the near-mature secondary coniferous... Background:Herbs are an important part of the forest ecosystem,and their diversity and biomass can reflect the restoration of vegetation after forest thinning disturbances.Based on the near-mature secondary coniferous and broad-leaved mixed forest in Jilin Province Forestry Experimental Zone,this study analyzed seasonal changes of species diversity and biomass of the understory herb layer after different intensities of thinning.Results:The results showed that although the composition of herbaceous species and the ranking of importance values were affected by thinning intensity,they were mainly determined by seasonal changes.Across the entire growing season,the species with the highest importance values in thinning treatments included Carex pilosa,Aegopodium alpestre,Meehania urticifolia,and Filipendula palmata,which dominated the herb layer of the coniferous and broad-leaved mixed forest.The number of species,Margalef index,Shannon-Wiener index and Simpson index all had their highest values in May,and gradually decreased with months.Pielou index was roughly inverted“N”throughout the growing season.Thinning did not increase the species diversity.Thinning can promote the total biomass,above-and below-ground biomass.The number of plants per unit area and coverage were related to the total biomass,above-and below-ground biomass.The average height had a significantly positive correlation with herb biomass in May but not in July.However,it exerted a significantly negative correlation with herb biomass in September.The biomass in the same month increased with increasing thinning intensity.Total herb biomass,above-and below-ground biomass showed positive correlations with Shannon-Winner index,Simpson index and Pielou evenness index in May.Conclusions:Thinning mainly changed the light environment in the forest,which would improve the plant diversity and biomass of herb layer in a short time.And different thinning intensity had different effects on the diversity of understory herb layer.The findings provide theoretical basis and reference for reasonable thinning and tending in coniferous and broad-leaved mixed forests. 展开更多
关键词 Selective thinning mixed coniferous and broad-leaved forests Herbaceous plants DIVERSITY BIOMASS
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Responses of soil Collembolans to vegetation restoration in temperate coniferous and broad-leaved mixed forests 被引量:2
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作者 Chen Ma Xiuqin Yin +1 位作者 Huan Xu Yan Tao 《Journal of Forestry Research》 SCIE CAS CSCD 2020年第6期2333-2345,共13页
A total of 900 soil samples were collected from five habitats,including primary coniferous broad-leaved mixed forests,secondary coniferous broad-leaved mixed forests,secondary broad-leaved forests,secondary shrub fore... A total of 900 soil samples were collected from five habitats,including primary coniferous broad-leaved mixed forests,secondary coniferous broad-leaved mixed forests,secondary broad-leaved forests,secondary shrub forests,and cutover lands in spring,summer,and autumn to quantify responses of soil Collembolans(springtails)to the restoration of vegetation of temperate coniferous and broad-leaved mixed forests.The results reveal that the taxonomic composition of Collembolans varied in the different stages of vegetation restoration.Seasonal variations were in regard to their abundance and richness.High similarities existed in Collembola communities at different stages of vegetation restoration,and distribution patterns of Collembola taxa displayed an evenness throughout all habitats.Soil Collembolans tended to gather on litter layers and soil surface;the highest abundance was found in the upper 5 cm soil layer during the initial stages of vegetation recovery.Tomocerus,Proisotoma,and Folsomia genera responded positively to the restoration of vegetation.However,responses of Ceratophysella and Parisotoma genera were negative.In addition,the Onychiuridae family did not respond to the vegetation restoration process.It was concluded that restoration of vegetative cover can increase the abundance of soil Collembolans,but different genera respond differently. 展开更多
关键词 Soil Collembolans(springtails) Temperate coniferous and broad-leaved mixed forests Vegetation restoration
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A novel model to evaluate spatial structure in thinned conifer-broadleaved mixed natural forests 被引量:2
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作者 Hui Liu Xibin Dong +3 位作者 Yuan Meng Tong Gao Liangliang Mao Ran Gao 《Journal of Forestry Research》 SCIE CAS CSCD 2023年第6期1881-1898,共18页
In order to ensure the effective analysis and reconstruction of forests,it is key to ensure the quantitative description of their spatial structure.In this paper,a distance model for the optimal stand spatial structur... In order to ensure the effective analysis and reconstruction of forests,it is key to ensure the quantitative description of their spatial structure.In this paper,a distance model for the optimal stand spatial structure based on weighted Voronoi diagrams is proposed.In particular,we provide a novel methodological model for the comprehensive evaluation of the spatial structure of forest stands in natural mixed conifer-broadleaved forests and the formulation of management decision plans.The applicability of the rank evaluation and the optimal solution distance model are compared and assessed for different standard sample plots of natural mixed conifer-broadleaved forests.The effect of crown width on the spatial structure unit of the trees is observed to be higher than that of the diameter at breast height.Moreover,the influence of crown length is greater than that of tree height.There are nine possible spatial structure units determined by the weighted Voronoi diagram for the number of neighboring trees in the central tree,with an average intersection of neighboring crowns reaching 80%.The rank rating of natural forest sample plots is correlated with the optimal solution distance model,and their results are generally consistent for natural forests.However,the rank rating is not able to provide a quantitative assessment.The optimal solution distance model is observed to be more comprehensive than traditional methods for the evaluation of the spatial structure of forest stands.It can effectively reflect the trends in realistic stand spatial structure factors close to or far from the ideal structure point,and accurately assesses the forest spatial structure.The proposed optimal solution distance model improves the integrated evaluation of the spatial structure of forest stands and provides solid theoretical and technical support for sustainable forest management. 展开更多
关键词 Weighted Voronoi diagram Optimal distance model Spatial structure quantifi cation Thinning intensity Conifer-broadleaved mixed natural forests
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Dynamics of nitrogen nutrition of coexisting dominant trees in mixed broad-leaved/Korean pine forest 被引量:1
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作者 李玉文 《Journal of Forestry Research》 SCIE CAS CSCD 1999年第4期203-206,共4页
Chemical analysis of ammonium, nitrate and total nitrogen in tree leaves and roots and anin-vivo bioassay for nitrate reductase activity (NRA) were used to monitor the seasonal variations in nitrogen assimilation amon... Chemical analysis of ammonium, nitrate and total nitrogen in tree leaves and roots and anin-vivo bioassay for nitrate reductase activity (NRA) were used to monitor the seasonal variations in nitrogen assimilation among four coexisting dominant tree species, includingPinus koraiensis, Tilia amurensis, Fraxinus mandshurica andAcer mono, in a virgin mixed broad-leaved/Korean pine (Pinus koraiensis) forest. The soil study included individual horizons of L+F (0–5 cm), Ah (5–11 cm) and Aw (11–25 cm). All four species had nitrate and ammonium in their roots and leaves, and also NRA in leaves. This indicated that these coexisting species were adapted to ammonium + nitrate nutrition. A negative correlation existed between nitrate use and ammonium use. Ammonium concentration was higher than that of nitrate in tree leaves and roots, and also in soils, which indicated climax woody species had a relative preference for ammonium nutrition. There was a positive relationship between tree nitrogen nutrition use and soil nitrogen nutrient supply. Utilization of ammonium and nitrate as well as the seasonal patterns differed significantly between the species. Peaks of ammonium, nitrate, NRA and total nitrogen in one species were therefore not necessarily synchronous with peaks in other species, and which indicated a species-specific seasonal use of nitrogen. The species-specific temporal differentiation in nitrogen use might reduce the competition between co-existing species and may be an important mechanism promoting stability of virgin mixed broad-leaved//Korean pine forest. 展开更多
关键词 mixed broad-leaved/Korean pine forest COEXISTENCE Climax stability Nitrogen nutrition
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NITROGEN NUTRIENT MECHANISM IN SECONDARY SUCCESSION PROCESS OF THE MIXED BROAD-LEAVED/ KOREAN PINE (PINUS KORAIENSIS) FOREST 被引量:1
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作者 李玉文 王业遽 《Journal of Northeast Forestry University》 SCIE CAS CSCD 1995年第3期100-104,共5页
Chemical and biochemical analysis methods were used to monitor the vedations of nitrogen nutrient among the dominance trees species in secondary succession process of the mixed broad - leaved/Korean pine forest on Cha... Chemical and biochemical analysis methods were used to monitor the vedations of nitrogen nutrient among the dominance trees species in secondary succession process of the mixed broad - leaved/Korean pine forest on Changbai Mountains, Northeast China. Amounts of total nitrogen, anunonium and NRA in soils of virgin broad-leaved/Korean pine forest which is in climax were higher than those of secondary birch forests those are in succession Stage. The amount of nitrate was in the other hand. In climax, dominance trees species are tolerant mesophytic trees such as Pinus Koraiensis, Tilia amurensis, Acer mono and also Fraxinus mandshurica, they are all ammonium + nitrate adapted species, but they show a preference for the anunonium rather than those of the pioneer trees species in secondary birch forest, such as Populus davidiava and Betula platyphylla. Because they have more ammonium in their leaves and roots, especially Pinus koraiensis. Populus davidvana and Betula plaaphlla are intolerant trees, amounts of nitrate and total nitrogen is higher in their leaves and roots and also NRA in their leaves, so they preference for the nitrate rather than the others.In secondary birch forest, the regeneration trees species adapt their nitroggn nutrient to the variation of nitrogen nutrient situation in soil, finally they could survival well and the secondary birch forest would succession to climax. In climax, dominance trees species adapt their Nitrogen nutrient to the situation in soil and there are not strong competition in nitrogen nutrient among them, so they can coexist well and keep the climax as stable vegetation. 展开更多
关键词 Nitrogen nutrient mechanism Secondary succession process mixed broad-leaved/Pinus koraiensis (Korean pine) forest Stability of climax
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Recovery of species diversity after disturbance of broad-leaved Korean pine mixed forest in Changbai Mountain
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作者 郝占庆 王庆礼 +1 位作者 邹春静 布仁仓 《Journal of Forestry Research》 SCIE CAS CSCD 1998年第3期147-151,共5页
Recovery of species diversity after catastrophic disturbance was influenced by a few factors, such as intensity of disturbance, availability of propagules, and the environmental conditions, In this paper, we examined ... Recovery of species diversity after catastrophic disturbance was influenced by a few factors, such as intensity of disturbance, availability of propagules, and the environmental conditions, In this paper, we examined pattems of species development after nearly 60a succession in bumed broad-leaved Korean pine mixed forest on northem slope of ChangbaiMountain. We aasessed the recovery of plant species diversity in 3 types of forests under the contition with gradient of soil moisture. Results revealed that recovery of plant species (liversity varied greatly under different environmental conditions.Species richness of secondary forests greatly related to the site condition. Secondary birch forest on mesic site had the greatest number of plant species and the following was poplar-birch forest and larch-birch forest.Most of characteristic taxa couldbe found in birch forest after 60a succession. For larch-birch forest on hydra site, most of climax species were still not able to invade, so it had the lowest species diversity. 展开更多
关键词 RECOVERY broad-leaved KOREAN PINE mixed forest Environmental conditions Species DIVERSITY
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Long-term changes in radial growth of seven tree species in the mixed broadleaf-Korean pine forest in Northeast China:Are deciduous trees favored by climate change?
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作者 Xiufang Gong Danyang Yuan +2 位作者 Liangjun Zhu Zongshan Li Xiaochun Wang 《Journal of Forestry Research》 SCIE EI CAS CSCD 2024年第5期63-77,共15页
The role of the temperate mixed broadleaf-Korean pine forest(BKF)in global biogeochemical cycles will depend on how the tree species community responds to climate;however,species-specific responses and vulner-abilitie... The role of the temperate mixed broadleaf-Korean pine forest(BKF)in global biogeochemical cycles will depend on how the tree species community responds to climate;however,species-specific responses and vulner-abilities of common trees in BKF to extreme climates are poorly understood.Here we used dendrochronological meth-ods to assess radial growth of seven main tree species(Pinus koraiensis,Picea jezoensis,Abies nephrolepis,Fraxinus mandshurica,Phellodendron amurense,Quercus mongolica,and Ulmus davidiana)in an old-growth BKF in response to climate changes in the Xiaoxing’an Mountains and to improve predictions of changes in the tree species compo-sition.Temperature in most months and winter precipita-tion significantly negatively affected growth of P.jezoensis and A.nephrolepis,but positively impacted growth of P.koraiensis and the broadleaf species,especially F.mandshu-rica and U.davidiana.Precipitation and relative humidity in June significantly positively impacted the growth of most tree species.The positive effect of the temperature during the previous non-growing season(PNG)on growth of F.mandshurica and Q.mongolica strengthened significantly with rapid warming around 1981,while the impact of PNG temperature on the growth of P.jezoensis and A.nephrolepis changed from significantly negative to weakly negative or positive at this time.The negative response of radial growth of P.jezoensis and A.nephrolepis to precipitation during the growing season gradually weakened,and the negative response to PNG precipitation was enhanced.Among the studied species,P.koraiensis was the most resistant to drought,and U.davidiana recovered the best after extreme drought.Ulmus davidiana,P.jezoensis and A.nephrolepis were more resistant to extreme cold than the other species.Climate warming generally exacerbated the opposite growth patterns of conifer(decline)and broadleaf(increase)spe-cies.Deciduous broadleaf tree species in the old-growth BKF probably will gradually become dominant as warming continues.Species-specific growth-climate relationships should be considered in future models of biogeochemical cycles and in forestry management practices. 展开更多
关键词 Tree rings Extreme climate Resistance and recovery broad-leaved and Korean pine mixed forest
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长白山天然针阔混交林优势高估计方法及立地质量评价
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作者 吴璧芸 雷相东 +1 位作者 何潇 李玉堂 《林业科学》 北大核心 2025年第2期85-92,共8页
【目的】以长白山天然针阔混交林为研究对象,提出4种林分优势高估计方法及相应的立地形计算方法,比较不同方法计算优势高的差异,并分析优势高与林分因子的关系,以确定混交林优势高的合理计算方法和立地形评价立地质量的适用性。【方法... 【目的】以长白山天然针阔混交林为研究对象,提出4种林分优势高估计方法及相应的立地形计算方法,比较不同方法计算优势高的差异,并分析优势高与林分因子的关系,以确定混交林优势高的合理计算方法和立地形评价立地质量的适用性。【方法】对吉林省八家子林业局127块针阔混交林固定样地进行调查,每块样地实测6株优势木(3株针叶树、3株阔叶树)的树高、胸径和年龄。根据加权方法不同,分4种方法估计林分优势高,分别为不分树种的算术平均优势高(HT1)、考虑针阔叶断面积加权的优势高(H_(T2))、仅考虑优势木树种断面积加权的优势高(H_(T3))和考虑样地全部树种断面积加权的优势高(H_(T4)),并基于4种方法计算对应的林分优势木平均胸径(D_(T1)、DT2、D_(T3)、D_(T4))和林分优势木平均年龄(A_(T1)、A_(T2)、A_(T3)、A_(T4))。采用相关分析和成对t检验等方法比较4种优势高的差异,分析4种优势高(HT1、H_(T2)、H_(T3)、H_(T4))与林分密度、生产力、林分优势木平均胸径和年龄的关系。选取幂函数方程、HossfeldⅡ方程、理查兹方程作为林分优势木平均树高-胸径关系的候选模型,通过模型评价指标确定最终模型。将优势木分布频数最多的胸径取整后确定基准胸径,代入林分优势木平均树高-胸径关系模型得到立地形。比较不同优势高对应的立地形与林分因子的关系,确定最优的天然针阔混交林优势高估计方法和立地形计算方法。【结果】4种方法估计的优势高之间均有显著相关性,其中HT1、H_(T2)与H_(T3)的优势高相关系数均达0.96以上,且无显著差异;H_(T4)与其他3种优势高的相关性最低,且与其他3种优势高有显著差异。考虑样地全部树种断面积加权的优势高(H_(T4))与3种林分密度指标(林分断面积、林分密度、可加林分密度指数)均不相关。H_(T4)与其对应的D_(T4)、A_(T4)相关性最高,相关系数分别为0.815、0.657;H_(T3)与其对应的D_(T3)、A_(T3)相关性次之,相关系数分别为0.420、0.227。通过模型评价指标确定H_(T3)-D_(T3)、H_(T4)-D_(T4)的最佳模型分别为幂函数和理查兹方程,2个模型对应的调整决定系数(Ra2)分别为0.16、0.68。根据样地中优势木分布频数最多的胸径,取整后确定基准胸径为30 cm,通过导向曲线确定其对应的立地形S_(F,T3)、S_(F,T4)。2种立地形中,仅S_(F,T4)与可加林分密度指数不相关,但S_(F,T3)、S_(F,T4)与林分生产力均显著相关(相关系数分别为0.224、0.264)。【结论】考虑样地全部树种断面积加权的优势高(H_(T4))表现最佳,由该优势高计算的立地形(S_(F,T4))与林分生产力显著相关,可应用于天然针阔混交林立地质量评价。 展开更多
关键词 林分优势高 立地形 天然针阔混交林 立地生产力 立地质量评价
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Long-term response of living forest biomass to extensive logging in subtropical China
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作者 Hua Zhou Shengwang Meng Qijing Liu 《Journal of Forestry Research》 SCIE CAS CSCD 2019年第5期1679-1687,共9页
Forest disturbance and recovery are critical ecosystem processes,but the temporal patterns of disturbance have not been studied in subtropical China.Using a tree-ring analysis approach,we studied post-logging above-gr... Forest disturbance and recovery are critical ecosystem processes,but the temporal patterns of disturbance have not been studied in subtropical China.Using a tree-ring analysis approach,we studied post-logging above-ground(ABG)biomass recovery dynamics over a 26-year period in four plots with different degrees of logging disturbance.Before logging,the ABG biomass ranged from 291 to 309 t ha-1.Soon after logging,the plots in primary forest,secondary forest,mixed forest and singlespecies forest had lost 33,91,90 and 100%of their initial ABG biomass,respectively.Twenty-six years after logging,the plots had regained 147,62,80 and 92%of their original ABG biomass,respectively.Over the 26 years following logging,the mean CAI(Current annual increment)were 10.1,5.5,6.4 and 10.8 t ha^-1 a^-1 and the average MAI(Mean annual increment)8.7,2.5,5.6 and 7.8 t ha^-1 a^-1 for the four forest types,respectively.The results indicate that subtropical forests subjected to moderate logging or disturbances do not require intensive management and single-species plantings can rapidly restore the above-ground biomass to levels prior to heavy logging. 展开更多
关键词 Biomass forest management HARVEST intensity SUBTROPICAL EVERGREEN broad-leaved forest Jiulianshan nature Reserve
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基于机器学习算法的华中天然林土壤有机碳特征与关键影响因子
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作者 沈琛琛 肖文发 +3 位作者 朱建华 曾立雄 陈吉臻 黄志霖 《林业科学》 EI CAS CSCD 北大核心 2024年第3期65-77,共13页
【目的】比较4种机器学习算法在模拟华中地区3种典型天然林土壤有机碳含量上的表现,筛选最优模型算法,明确影响该地区天然混交林土壤有机碳富集与空间分布的关键气候环境因子,为森林土壤有机碳分布格局研究提供技术参考。【方法】以华... 【目的】比较4种机器学习算法在模拟华中地区3种典型天然林土壤有机碳含量上的表现,筛选最优模型算法,明确影响该地区天然混交林土壤有机碳富集与空间分布的关键气候环境因子,为森林土壤有机碳分布格局研究提供技术参考。【方法】以华中地区3种典型天然林(常绿针叶混交林、落叶阔叶混交林和常绿阔叶混交林)为研究对象,引入4种机器学习算法(支持向量机、人工神经网络中的多层感知器、随机森林和分位数回归森林),模拟0~60 cm土层土壤有机碳含量,比较模型解释量及表现稳定性,筛选最优模型算法。【结果】4种机器学习算法均能成功模拟天然林0~60 cm土层土壤有机碳含量,多层感知器、随机森林、分位数回归森林模拟结果明显优于支持向量机,其中随机森林模型表现最稳定,决定系数最高达0.620。母质、土壤密度、孔隙度、地理位置、海拔、植被和水分亏损情况等共同影响华中地区天然林0~60 cm土层土壤有机碳含量,但显著影响表层(0~20 cm)、中层(20~40 cm)与深层(40~60 cm)土壤有机碳含量的因子并不一致且影响机制不同。在0~20 cm土层,显著影响因子最复杂,除土壤密度以外,土壤孔隙度、地形、植被和气候均产生显著影响(P<0.05);在20~40 cm土层,土壤密度和地理位置依然有显著影响(P<0.05),各因子影响呈现复杂性和过渡性;在40~60 cm土层,成土母质是最重要的影响因子,其次为土壤密度和水分亏损指数,植被的影响下降(P<0.05)。从地理分布上看,0~20 cm表层土壤有机碳含量东南高、西北低,中层和深层土壤有机碳含量表现为西部较高、东部稍低;海拔较高的南部山区土壤有机碳含量更高。蒸发强烈或供给森林的水分不足会限制各层土壤有机碳富集。森林土壤有机碳含量随土层加深显著下降,常绿针叶混交林土壤有机碳含量在各土层均最高,落叶阔叶混交林居中,常绿阔叶混交林最低。【结论】华中地区天然林土壤有机碳含量分布呈现明显差异,常绿针叶混交林土壤有机碳贡献最大,成土母质和土壤物理属性对土壤有机碳富集与分布起决定性作用;适宜天然林生长的地理立地条件和气候环境,共同造就该地区天然林土壤有机碳富集。在营林和管理时可加大本地树种混交比重,提升森林土壤碳汇功能。 展开更多
关键词 森林土壤有机碳 空间分布 天然林 机器学习 华中地区
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天然次生白桦单木冠幅预测模型研究 被引量:1
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作者 高畅 王帆 《西南林业大学学报(自然科学)》 CAS 北大核心 2024年第5期129-135,共7页
以黑龙江省哈尔滨市依兰县丹清河实验林场30块天然次生白桦林样地的1844棵白桦为研究对象,从常用的10个冠幅基础预测模型中选择白桦的最优模型,通过分析单木因子与冠幅的相关性对模型进行再参数化,引入样地水平的随机效应构建天然次生... 以黑龙江省哈尔滨市依兰县丹清河实验林场30块天然次生白桦林样地的1844棵白桦为研究对象,从常用的10个冠幅基础预测模型中选择白桦的最优模型,通过分析单木因子与冠幅的相关性对模型进行再参数化,引入样地水平的随机效应构建天然次生白桦冠幅的混合效应模型。结果表明:Logistic模型最适宜描述白桦的冠幅变化,引入枝下高、高径比和树冠率可以改进模型的预测精度。引入样地水平的随机效应改善了数据的异方差问题,再次提高了冠幅的预测精度。因此,建议在实际生产中采用非线性混合效应模型对天然次生白桦的冠幅进行预测,从而提高冠幅预测的准确率,为合理经营天然次生白桦提供更加科学有效的理论支持。 展开更多
关键词 天然次生林 白桦 冠幅模型 混合效应模型
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内蒙古大兴安岭林区白桦天然林单木胸径生长模型构建
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作者 马浩 曹元帅 +3 位作者 吕延杰 徐干君 何友均 王建军 《北京林业大学学报》 CAS CSCD 北大核心 2024年第8期101-110,共10页
【目的】为准确预测内蒙古大兴安岭林区的白桦天然林单木生长并制定适应性经营管理措施,构建包含气候因子和林木大小多样性因子的白桦单木胸径生长混合效应模型。【方法】数据来源于内蒙古大兴安岭林区第8和9次森林资源清查数据,共筛选... 【目的】为准确预测内蒙古大兴安岭林区的白桦天然林单木生长并制定适应性经营管理措施,构建包含气候因子和林木大小多样性因子的白桦单木胸径生长混合效应模型。【方法】数据来源于内蒙古大兴安岭林区第8和9次森林资源清查数据,共筛选出符合要求的固定样地97块,白桦样木4785株。基于筛选的数据,运用逐步回归法,构建传统单木胸径生长模型,并在此模型的基础上,引入样地随机效应,构建白桦单木胸径生长混合效应模型。利用十折交叉验证法分别对已构建的基础模型和混合效应模型进行检验。【结果】期初胸径的对数、大于对象木的断面积和、样地内胸径标准差、生长积温和年平均降雨量对白桦单木胸径生长量存在显著影响。与基础模型相比,混合效应模型的调整决定系数提高了0.1206,均方根误差降低了0.0971 cm2,模型的预测精度显著提高。十折交叉验证的结果表明混合效应模型同样表现出较好的拟合结果。【结论】包含气候因子和林木大小多样性因子的白桦单木胸径生长混合效应模型能精准预测白桦单木胸径的生长动态,可以为内蒙古大兴安岭林区的白桦天然林的科学经营提供支持。 展开更多
关键词 森林管理 模型构建 白桦天然林 单木胸径生长 气候因子 林木大小多样性因子 线性混合效应模型
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亚热带常绿阔叶混交林幼苗天然更新及其空间分布
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作者 刘利杰 丁辉鸿 +3 位作者 施悦谋 雷敏 谢卓洪 刘萍 《林业与环境科学》 2024年第2期53-60,共8页
为了探索亚热带常绿阔叶混交林天然更新特征以及研究种群在幼苗阶段的空间分布格局,以流溪河国家森林公园为研究对象,基于10块样地森林天然更新幼苗的调查数据,根据国家森林资源连续清查技术规定,将幼苗划分为3个更新等级:Ⅰ级,株高<... 为了探索亚热带常绿阔叶混交林天然更新特征以及研究种群在幼苗阶段的空间分布格局,以流溪河国家森林公园为研究对象,基于10块样地森林天然更新幼苗的调查数据,根据国家森林资源连续清查技术规定,将幼苗划分为3个更新等级:Ⅰ级,株高<0.3 m;Ⅱ级,0.3 m≤株高<0.5 m;Ⅲ级,株高≥0.5 m且胸径<1.0 cm,研究阔叶混交林林分幼苗天然更新特征,采用7种聚集度指数判定幼苗空间分布格局。结果表明:阔叶混交林天然更新幼苗总共有26科39属58种,数量占比前三的依次为罗浮锥Castanopsis faberi、华润楠Machilus nanmu、木荷Schima superba;阔叶混交林林分及各主要树种更新幼苗密度随天然更新质量等级增大而减小;所有幼苗的更新质量均不佳;各树种幼苗空间分布格局均呈聚集分布,不同树种幼苗聚集强度不同,其中豺皮樟Litsea rotundifolia var.oblongifolia聚集强度最强,竹叶木姜子Litsea pseudoelongata最弱。流溪河国家森林公园常绿落叶阔叶混交林主要树种的更新幼苗空间格局均呈聚集分布;罗浮锥幼苗更适合在郁闭度大的林下环境中生长;阔叶混交林林分较大的郁闭度以及林下灌木限制了林下幼苗的更新。 展开更多
关键词 幼苗 天然更新 空间分布 阔叶混交林
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立地因子对半天然杉阔混交林生长的影响
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作者 谢丽延 《林业与环境科学》 2024年第5期124-129,共6页
为高质量培育杉木Cunninghamia lanceolata速生丰产大径材和檫树Sassafras tzumu珍贵用材,精准提升森林经营成效,以13~14 a生半天然杉阔混交林为研究对象,分析不同坡向、坡位、立地等级对其生长的影响。结果表明,3个坡向杉木胸径、树高... 为高质量培育杉木Cunninghamia lanceolata速生丰产大径材和檫树Sassafras tzumu珍贵用材,精准提升森林经营成效,以13~14 a生半天然杉阔混交林为研究对象,分析不同坡向、坡位、立地等级对其生长的影响。结果表明,3个坡向杉木胸径、树高和材积生长量表现为阴坡>半阴坡>半阳坡,不同坡向间差异极显著(P<0.01);木荷Schima superba和檫树的胸径、树高、材积生长量表现为半阳坡>半阴坡>阴坡,不同坡向间木荷生长差异不显著,檫树胸径、材积生长差异极显著(P<0.01)。3个坡位杉木、檫树的胸径、树高、材积生长量表现为下部>中部>上部,杉木胸径、树高、材积生长差异均为极显著(P<0.01);檫树胸径、树高生长差异显著(P<0.05),材积生长差异极显著(P<0.01);木荷胸径、树高、材积生长差异不显著。2个立地级杉木、木荷、檫树胸径、树高和材积生长量表现为Ⅰ立地级>Ⅱ立地级,杉木树高生长差异显著(P<0.05),胸径、材积生长差异极显著(P<0.01);木荷胸径、材积生长差异不显著,树高生长差异显著(P<0.05);檫树胸径、树高、材积生长差异极显著(P<0.01)。在一代杉木林阴坡、山坡下部、Ⅰ立地级条件下,连栽杉木混生天然檫树林分中,13~14 a生杉木平均树高12.4~13.9 m、平均胸径14.0~14.8 cm、蓄积量201.45~248.90 m^(3)·hm^(-2)、年均蓄积生长量15.50~19.15 m^(3)·hm^(-2),达到速生丰产林大径材指标。 展开更多
关键词 坡向 坡位 立地级 半天然杉阔混交林 生长量
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天然混交林最优林分状态的π值法则 被引量:41
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作者 惠刚盈 张弓乔 +4 位作者 赵中华 胡艳波 刘文桢 张宋智 白超 《林业科学》 EI CAS CSCD 北大核心 2016年第5期1-8,共8页
【目的】提出一个全新的林分状态合理性评价方法,为森林经营决策奠定科学基础。【方法】依据多指标综合评价原则,提出基于单位圆的林分状态评价方法,并利用该方法对我国天然锐齿栎混交林和红松阔叶林进行林分状态分析。【结果】现实林... 【目的】提出一个全新的林分状态合理性评价方法,为森林经营决策奠定科学基础。【方法】依据多指标综合评价原则,提出基于单位圆的林分状态评价方法,并利用该方法对我国天然锐齿栎混交林和红松阔叶林进行林分状态分析。【结果】现实林分状态优良程度取决于林分状态指标所构成的闭合图形面积大小,该面积与最优林分状态值(期望值)之比即是对现实林分状态最为恰当的度量。而最优林分状态值(期望值)恒等于单位圆面积π,此即为最优林分状态的π值法则。与常用的多指标体系比较分析的专业图表雷达图的本质区别在于,本文所提出的单位圆方法能够直接给出最优林分状态期望值。研究给出现实林分状态的计算公式并划定5个等级区间,指出林分状态可从林分空间结构(林分垂直结构和林分水平结构)、林分年龄结构、林分组成(树种多样性和树种组成)、林分密度、林分长势、顶级树种(组)或目的树种竞争、林分更新、林木健康8方面加以描述,这8方面能够表征林分主要的自然属性,且对应的每个指标值都是可操作的并能够及时收集到准确的数据。为凸显指标的先进性和实用性,文中提到的多数指标均采用最新研究成果并给出可选的测度方法。林分状态指标的归一化处理是林分状态评价的关键,应用本文提出的方法对我国天然红松阔叶林和锐齿栎混交林的林分状态进行分析发现,评价结果直观可靠,符合现实林分的客观实际。【结论】本文提出的基于单位圆的林分状态评价方法,特别是其中最优林分状态的π值法则,可为森林经营决策奠定科学基础,也可为不同地区不同类型森林健康质量评价提供分析工具。 展开更多
关键词 天然混交林 林分状态 π值法则 单位圆
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过伐林区检查法经营针阔混交林林分结构动态 被引量:40
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作者 亢新刚 胡文力 +2 位作者 董景林 王德胜 李冬兰 《北京林业大学学报》 CAS CSCD 北大核心 2003年第6期1-5,共5页
为使过伐林保持好的林分结构 ,并使森林生态系统在经营情况下正向演替 ,从而产生较高的效益 ,该文作者以金沟岭林场的云冷杉针阔混交林为研究对象 ,分析了该林场始于 1 987年的检查法经营下连续 1 4年的森林资源调查数据 .利用Weibull... 为使过伐林保持好的林分结构 ,并使森林生态系统在经营情况下正向演替 ,从而产生较高的效益 ,该文作者以金沟岭林场的云冷杉针阔混交林为研究对象 ,分析了该林场始于 1 987年的检查法经营下连续 1 4年的森林资源调查数据 .利用Weibull分布和负指数分布拟合该类型林分的直径结构 ,并计算了该森林类型的q值 ,分析了连续1 4年来检查法经营针阔混交林林分的蓄积结构 .研究结果表明 :①Weibull分布与负指数分布均能较好描述过伐林区针阔混交林的直径结构 ;②该森林类型直径的q值 ,分布范围在 1 2 0~ 1 5 0之间 ,平均值为 1 30 ;③经过 1 4年的检查法经营 ,小径级、中径级林木的蓄积比重总趋势在下降 ,大径级林木的比重在上升 。 展开更多
关键词 过伐林区 检查法 天然林 云冷杉 针阔混交林 林分结构
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基于最大熵模型的吉林省主要天然林潜在分布适宜性 被引量:14
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作者 刘丹 李玉堂 +5 位作者 洪玲霞 国红 谢阳生 张卓立 雷相东 唐守正 《林业科学》 EI CAS CSCD 北大核心 2018年第7期1-15,共15页
【目的】研究基于物种分布模型预测天然林类型适宜分布区的方法,探讨影响天然林类型适宜性分布的主导环境因子及其阈值,制作主要天然林类型的潜在分布适宜性等级图,为东北林区天然林修复中的树种选择和结构调整提供依据。【方法】基于... 【目的】研究基于物种分布模型预测天然林类型适宜分布区的方法,探讨影响天然林类型适宜性分布的主导环境因子及其阈值,制作主要天然林类型的潜在分布适宜性等级图,为东北林区天然林修复中的树种选择和结构调整提供依据。【方法】基于吉林省第八次森林资源连续清查固定样地数据,采用最大熵物种分布模型,划分11个主要天然林类型(含7类混交林),确定其现实分布点,选取影响林分生长的19个气候因子、33个土壤因子和3个地形因子共55个环境变量。对各天然林类型经变量筛选后进行分布建模,通过受试者工作特征曲线下的面积(AUC)评价模型精度。采用刀切法对模型进行检验,计算各环境变量对天然林类型分布的影响程度,筛选影响天然林类型分布的主导环境因子;将分布适宜性划分为5个等级,并制作不同天然林类型的分布适宜性等级图。【结果】基于最大熵模型的吉林省11个主要天然林类型适宜性分布的训练集和检验集的AUC在0.687 2~0.946 9之间,检验集的精度1个达到"极准确"、7个达到"很准确"、2个达到"较准确"、1个达到"一般"的水平,模型具有很好的泛化能力。各环境变量对天然林类型分布的影响程度由大到小依次为最热月的最高温度、海拔、最热季度的平均温度和年平均温度,最热月的最高温度为其中10个类型的主导环境因子,海拔为其中8个类型的主导环境因子,最热季度的平均温度为7个类型的主导变量因子,年平均温度为其中6个类型的主导环境因子,气温和海拔对预测的天然林类型分布有重要影响。基于建立的模型,形成吉林省11个主要天然林类型的潜在分布适宜性等级图。【结论】最大熵模型能够很好预测吉林省主要天然林类型的分布适宜区,筛选的影响每个天然林类型分布的主导环境因子及阈值合理,形成的吉林天然林类型潜在分布适宜性等级图可为东北林区天然林修复中的树种选择和结构调整提供科学依据。 展开更多
关键词 森林资源连续清查数据 天然林 混交林 物种分布模型 分布适宜性制图
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