Advanced search
    Zhang Ganggang, Liu Ruihong, Hui Gangying, Zhang Gongqiao, Zhao Zhonghua, Hu Yanbo. N-variate distribution and its annotation on forest spatial structural parameters: a case study of Quercus aliena var. acuteserrata natural mixed forest in Xiaolong Mountains, Gansu Province of northwestern China[J]. Journal of Beijing Forestry University, 2019, 41(4): 21-31. DOI: 10.13332/j.1000-1522.20180228
    Citation: Zhang Ganggang, Liu Ruihong, Hui Gangying, Zhang Gongqiao, Zhao Zhonghua, Hu Yanbo. N-variate distribution and its annotation on forest spatial structural parameters: a case study of Quercus aliena var. acuteserrata natural mixed forest in Xiaolong Mountains, Gansu Province of northwestern China[J]. Journal of Beijing Forestry University, 2019, 41(4): 21-31. DOI: 10.13332/j.1000-1522.20180228

    N-variate distribution and its annotation on forest spatial structural parameters: a case study of Quercus aliena var. acuteserrata natural mixed forest in Xiaolong Mountains, Gansu Province of northwestern China

    More Information
    • Received Date: July 11, 2018
    • Revised Date: March 14, 2019
    • Available Online: April 01, 2019
    • Published Date: March 31, 2019
    • ObjectiveTo accurately describe and intuitively express forest structure information, and provide basic information for forest structure regulation and reconstruction, N-variate distributions were used to comprehensively and systematically characterize the spatial structure of the Quercus aliena var. acuteserrata natural mixed forest in Xiaolong Mountains, Gansu Province of northwestern China.
      MethodEach tree in the 70 m × 70 m permanent sample plot was located and surveyed. The mingling (M), uniform angle index (W), neighborhood comparison (U) and crowding (C) of each tree were calculated by the Winkelmass software. The relative frequency of N-variate distributions was counted by the Excel Pivot Tables, and their corresponding multivariate diagrams were graphed by the R 3.4.3 and Origin 2015.
      ResultIn the Quercus aliena var. acuteserrata natural mixed forest, the whole forest and most trees were randomly distributed, well mixed, relatively dense. The whole forest was moderately differentiated and each neighborhood comparison degree occupied near 20% trees. Among the bivariate distribution, trivariate distribution and quadrivariate distribution, the most prominent characteristics of the spatial structure was as follows: no matter how the structural parameters were combined, most trees were randomly distributed or well mixed under different structural combinations.
      ConclusionThe N-variate distribution comprehensively and systematically describes the spatial structure characteristics from different levels and angles. Different distributions make their respective advantages complementary to each other and realize the stepwise interpretation process from point to hyperploid. 3D figures with double X horizontal coordinates or double Y vertical coordinates intuitively graph the structure information of the multivariate distribution. The N-variate distributions provide prior information for forest structure regulation and reconstruction.
    • [1]
      Franklin J F, Spies T A, Van Pelt R, et al. Disturbances and structural development of natural forest ecosystems with silvicultural implications, using Douglas-fir forests as an example[J]. Forest Ecology and Management, 2002, 155(1−3): 399−423. doi: 10.1016/S0378-1127(01)00575-8
      [2]
      Spies T A. Forest structure: a key to the ecosystem[J]. Northwest Science, 1998, 72(2): 34−39.
      [3]
      Pommerening A. Evaluating structural indices by reversing forest structural analysis[J]. Forest Ecology and Management, 2006, 224(3): 266−277. doi: 10.1016/j.foreco.2005.12.039
      [4]
      Gadow K V, Zhang C Y, Wehenkel C, et al. Forest structure and diversity[M]//Pukkala T, Gadow K V. Continuous cover forestry. Dordrecht: Springer, 2012: 29−83.
      [5]
      惠刚盈, Gadow K V, 赵中华, 等. 结构化森林经营原理[M]. 北京: 中国林业出版社, 2016.

      Hui G Y, Gadow K V, Zhao Z H, et al. Principles of structure-based forest management[M]. Beijing: China Forestry Publishing House, 2016.
      [6]
      汤孟平. 森林空间结构分析与优化经营模型研究[D]. 北京: 北京林业大学, 2003.

      Tang M P. Study on forest spatial structure analysis and optimal management model[D]. Beijing: Beijing Forestry University, 2003.
      [7]
      惠刚盈. 基于相邻木关系的林分空间结构参数应用研究[J]. 北京林业大学学报, 2013, 35(4):1−8.

      Hui G Y. Studies on the application of stand spatial structure parameters based on the relationship of neighborhood trees[J]. Journal of Beijing Forestry University, 2013, 35(4): 1−8.
      [8]
      胡艳波, 惠刚盈. 基于相邻木关系的林木密集程度表达方式研究[J]. 北京林业大学学报, 2015, 37(9):1−8.

      Hu Y B, Hui G Y. How to describe the crowding degree of trees based on the relationship of neighboring trees[J]. Journal of Beijing Forestry University, 2015, 37(9): 1−8.
      [9]
      李远发. 林分空间结构参数二元分布的研究[D]. 北京: 中国林业科学研究院, 2013.

      Li Y F. The bivariate distribution of forest stand spatial structural parameters[D]. Beijing: Chinese Academy of Forestry, 2013.
      [10]
      Gadow K V, Hui G Y. Characterizing forest spatial structure and diversity[C]//Proceedings of the SUFOR International “Sustainable Forestry in Temperate Regions”. Lund: University of Lund, 2001: 20−30.
      [11]
      胡艳波, 惠刚盈, 戚继忠, 等. 吉林蛟河天然红松阔叶林的空间结构分析[J]. 林业科学研究, 2003, 16(5):523−530. doi: 10.3321/j.issn:1001-1498.2003.05.002

      Hu Y B, Hui G Y, Qi J Z, et al. Analysis of the spatial structure of natural Korean pine broadleaved forest[J]. Forest Research, 2003, 16(5): 523−530. doi: 10.3321/j.issn:1001-1498.2003.05.002
      [12]
      Li Y F, Hui G Y, Zhao Z H, et al. The bivariate distribution characteristics of spatial structure in natural Korean pine broad-leaved forest[J]. Journal of Vegetation Science, 2012, 23(6): 1180−1190. doi: 10.1111/jvs.2012.23.issue-6
      [13]
      Li Y F, Hui G Y, Zhao Z H, et al. Spatial structural characteristics of three hardwood species in Korean pine broad-leaved forest: validating the bivariate distribution of structural parameters from the point of tree population[J]. Forest Ecology and Management, 2014, 314: 17−25. doi: 10.1016/j.foreco.2013.11.012
      [14]
      Li Y F, Hui G Y, Yu S F, et al. Nearest neighbour relationships in Pinus yunnanensis var. tenuifolia forests along the Nanpan River, China[J]. iForest-Biogeosciences and Forestry, 2017, 10(4): 746−753. doi: 10.3832/ifor2405-010
      [15]
      Chai Z Z, Sun C L, Wang D X, et al. Spatial structure and dynamics of predominant populations in a virgin old-growth oak forest in the Qinling Mountains, China[J]. Scandinavian Journal of Forest Research, 2017, 32(1): 19−29. doi: 10.1080/02827581.2016.1183703
      [16]
      Zhang R B, Ding G J, Luo X M, et al. Bivariate distribution characteristics of spatial structure in five different Pinus massoniana forests[J]. Dendrobiology, 2017, 78: 75−84. doi: 10.12657/denbio.078.008
      [17]
      白超. 空间结构参数及其在锐齿栎天然林结构动态分析中的应用[D]. 北京: 中国林业科学研究院, 2016.

      Bai C. Spatial structure parameters and the application on studying structure dynamics of natural Quercus aliena var. acuteserrata forest [D]. Beijing: Chinese Academy of Forestry, 2016.
      [18]
      鲁东民, 王忠明, 付贺龙. 基于网络地理信息系统的林业资源统计数据可视化系统设计[J]. 世界林业研究, 2017, 30(3):46−51.

      Lu D M, Wang Z M, Fu H L. Design of forestry resources statistical data visualization system based on WebGIS[J]. World Forestry Research, 2017, 30(3): 46−51.
      [19]
      惠刚盈, Klaus von Gadow, Matthias Albert. 角尺度: 一个描述林木个体分布格局的结构参数[J]. 林业科学, 1999, 35(1):37−42. doi: 10.3321/j.issn:1001-7488.1999.01.006

      Hui G Y, Gadow K V, Albert M. The neighbourhood pattern: a new structure parameter for describing distribution of forest tree position[J]. Scientia Silvae Sinicae, 1999, 35(1): 37−42. doi: 10.3321/j.issn:1001-7488.1999.01.006
      [20]
      惠刚盈, Gadow K V, Matthias Albert. 一个新的林分空间结构参数:大小比数[J]. 林业科学研究, 1999, 12(1):1−6. doi: 10.3321/j.issn:1001-1498.1999.01.001

      Hui G Y, Gadow K V, Albert M. A new parameter for stand spatial structure: neighbourhood comparison[J]. Forest Research, 1999, 12(1): 1−6. doi: 10.3321/j.issn:1001-1498.1999.01.001
      [21]
      惠刚盈, 胡艳波. 混交林树种空间隔离程度表达方式的研究[J]. 林业科学研究, 2001, 14(1):23−27. doi: 10.3321/j.issn:1001-1498.2001.01.004

      Hui G Y, Hu Y B. Measuring species spatial isolation in mixed forests[J]. Forest Research, 2001, 14(1): 23−27. doi: 10.3321/j.issn:1001-1498.2001.01.004
      [22]
      赵中华, 刘文桢, 石小龙, 等. 小陇山锐齿栎天然林结构动态分析[J]. 林业科学研究, 2015, 28(6):759−766. doi: 10.3969/j.issn.1001-1498.2015.06.001

      Zhao Z H, Liu W Z, Shi X L, et al. Structure dynamic of Quercus aliena var. acuteserrata natural forest on Xiaolongshan[J]. Forest Research, 2015, 28(6): 759−766. doi: 10.3969/j.issn.1001-1498.2015.06.001
      [23]
      吕寻, 杨双宝, 刘文桢, 等. 小陇山锐齿栎原始群落林木径阶空间结构特征[J]. 北京林业大学学报, 2015, 37(5):11−18.

      Lü X, Yang S B, Liu W Z, et al. Analysis of spatial structure characteristics based on diameter class of trees in primeval Quercus aliena var. acuteserrata community in the forest area of Xiaolong Mountain, Gansu Province[J]. Journal of Beijing Forestry University, 2015, 37(5): 11−18.
      [24]
      郭小龙, 刘文桢, 张宋智, 等. 小陇山林区锐齿栎原始林群落的空间结构特征[J]. 西北农林科技大学学报(自然科学版), 2014, 42(11):106−112.

      Guo X L, Liu W Z, Zhang S Z, et al. Spatial structure characteristics of Quercus aliena var. acuteserrata primeval forest in Xiaolongshan Forest Area[J]. Journal of Northwest A&F University (Natural Science Edition), 2014, 42(11): 106−112.
      [25]
      巫志龙, 周成军, 周新年, 等. 杉阔混交人工林林分空间结构分析[J]. 林业科学研究, 2013, 26(5):609−615.

      Wu Z L, Zhou C J, Zhou X N, et al. Analysis of stand spatial structure of Cunninghamia lanceolata-broadleaved mixed plantation[J]. Forest Research, 2013, 26(5): 609−615.
      [26]
      曹小玉, 李际平, 封尧, 等. 杉木生态公益林林分空间结构分析及评价[J]. 林业科学, 2015, 51(7):37−48.

      Cao X Y, Li J P, Feng Y, et al. Analysis and evaluation of the stand spatial structure of Cunninghamia lanceolata ecological forest[J]. Scientia Silvae Sinicae, 2015, 51(7): 37−48.
      [27]
      刘灵, 胡艳波, 王千雪, 等. 沙地樟子松天然纯林的结构特征[J]. 林业科学研究, 2016, 29(5):623−629. doi: 10.3969/j.issn.1001-1498.2016.05.001

      Liu L, Hu Y B, Wang Q X, et al. Structure characters of Pinus sylvestris var. mongolica natural forest on sandy land[J]. Forest Research, 2016, 29(5): 623−629. doi: 10.3969/j.issn.1001-1498.2016.05.001
      [28]
      张岗岗, 王得祥, 柴宗政, 等. 小陇山2种典型天然林空间结构参数分布特征[J]. 林业科学研究, 2015, 28(4):531−537. doi: 10.3969/j.issn.1001-1498.2015.04.012

      Zhang G G, Wang D X, Chai Z Z, et al. Distribution characteristics of two typical natural forest spatial structure parameters in Xiaolongshan[J]. Forest Research, 2015, 28(4): 531−537. doi: 10.3969/j.issn.1001-1498.2015.04.012
      [29]
      王占刚, 庄大方, 邱冬生, 等. 林业数据挖掘与可视化的应用分析[J]. 地球信息科学学报, 2007, 9(4):19−22. doi: 10.3969/j.issn.1560-8999.2007.04.004

      Wang Z G, Zhuang D F, Qiu D S, et al. Application analysis of data mining and visualization in forestry[J]. Geo-information Science, 2007, 9(4): 19−22. doi: 10.3969/j.issn.1560-8999.2007.04.004
      [30]
      Ni R Q, Baiketuerhan Y, Zhang C Y, et al. Analysing structural diversity in two temperate forests in northeastern China[J]. Forest Ecology and Management, 2014, 316: 139−147. doi: 10.1016/j.foreco.2013.10.012
      [31]
      Pommerening A. Approaches to quantifying forest structures[J]. Forestry, 2002, 75(3): 305−324. doi: 10.1093/forestry/75.3.305
      [32]
      Szmyt J. Spatial structure of managed beech-dominated forest: applicability of nearest neighbors indices[J]. Dendrobiology, 2012, 68: 69−76.
      [33]
      Zhang L J, Hui G Y, Hu Y B, et al. Spatial structural characteristics of forests dominated by Pinus tabulaeformis Carr. [J/OL]. PLoS ONE, 2018, 13(4): e0194710 [2018−03−10]. https://doi.org/10.1371/journal.pone.0194710.
      [34]
      Kint V, Van Meirvenne M, Nachtergale L, et al. Spatial methods for quantifying forest stand structure development: a comparison between nearest-neighbor indices and variogram analysis[J]. Forest Science, 2003, 49(1): 36−49.
      [35]
      Aguirre O, Hui G Y, Gadow K V, et al. An analysis of spatial forest structure using neighbourhood-based variables[J]. Forest Ecology and Management, 2003, 183(1/3): 137−145.
      [36]
      Zhao Z H, Hui G Y, Hu Y B, et al. Testing the significance of different tree spatial distribution patterns based on the uniform angle index[J]. Canadian Journal of Forest Research, 2014, 44(11): 1419−1425. doi: 10.1139/cjfr-2014-0192
      [37]
      赵中华, 惠刚盈, 胡艳波, 等. 角尺度判断林木水平分布格局的新方法[J]. 林业科学, 2016, 52(2):10−16.

      Zhao Z H, Hui G Y, Hu Y B, et al. The new method judged horizontal distribution pattern by uniform angle index[J]. Scientia Silvae Sinicae, 2016, 52(2): 10−16.
      [38]
      胡艳波, 惠刚盈. 一种新的基于混交度的林木种群分布格局测度方法[J]. 北京林业大学学报, 2015, 37(1):9−14.

      Hu Y B, Hui G Y. A new method for measuring population distribution patterns of forest trees based on the mingling degree[J]. Journal of Beijing Forestry University, 2015, 37(1): 9−14.
      [39]
      惠刚盈, 张弓乔, 赵中华, 等. 林木分布格局多样性测度方法: 以阔叶红松林为例[J]. 生物多样性, 2016, 24(3):280−286.

      Hui G Y, Zhang G Q, Zhao Z H, et al. Measuring diversity of tree distribution patterns in natural forests[J]. Biodiversity Science, 2016, 24(3): 280−286.
      [40]
      Hui G Y, Zhao X H, Zhao Z H, et al. Evaluating tree species spatial diversity based on neighborhood relationships[J]. Forest Science, 2011, 57(4): 292−300.
      [41]
      白超, 惠刚盈. 林木直径大小多样性量化测度指数的比较研究[J]. 林业科学研究, 2016, 29(3):340−347. doi: 10.3969/j.issn.1001-1498.2016.03.005

      Bai C, Hui G Y. Study on diversity indices of tree diameter size[J]. Forest Research, 2016, 29(3): 340−347. doi: 10.3969/j.issn.1001-1498.2016.03.005
      [42]
      惠刚盈, 胡艳波, 徐海, 等. 结构化森林经营[M]. 北京: 中国林业出版社, 2007.

      Hui G Y, Hu Y B, Xu H, et al. Structure-based forest management [M]. Beijing: China Forestry Publishing House, 2007.
      [43]
      惠刚盈, 胡艳波, 赵中华, 等. 基于交角的林木竞争指数[J]. 林业科学, 2013, 49(6):68−73.

      Hui G Y, Hu Y B, Zhao Z H, et al. A forest competition index based on intersection angle[J]. Scientia Silvae Sinicae, 2013, 49(6): 68−73.
      [44]
      Hui G Y, Wang Y, Zhang G Q, et al. A novel approach for assessing the neighborhood competition in two different aged forests[J]. Forest Ecology and Management, 2018, 422: 49−58. doi: 10.1016/j.foreco.2018.03.045
      [45]
      Pommerening A, Sánchez M A J. Tamm review: tree interactions between myth and reality[J]. Forest Ecology and Management, 2018, 424: 164−176. doi: 10.1016/j.foreco.2018.04.051
      [46]
      惠刚盈, 胡艳波, 赵中华. 结构化森林经营研究进展[J]. 林业科学研究, 2018, 31(1):85−93.

      Hui G Y, Hu Y B, Zhao Z H. Research progress of structure-based forest management[J]. Forest Research, 2018, 31(1): 85−93.
      [47]
      Li Y F, Ye S M, Hui G Y, et al. Spatial structure of timber harvested according to structure-based forest management[J]. Forest Ecology and Management, 2014, 322(3): 106−116.
      [48]
      Pommerening A, Stoyan D. Reconstructing spatial tree point patterns from nearest neighbour summary statistics measured in small subwindows[J]. Canadian Journal of Forest Research, 2008, 38(5): 1110−1122. doi: 10.1139/X07-222
      [49]
      Zhang G Q, Hui G Y, Zhao Z H, et al. Composition of basal area in natural forests based on the uniform angle index[J]. Ecological Informatics, 2018, 45: 1−8. doi: 10.1016/j.ecoinf.2018.01.002
      [50]
      Pommerening A, Uria-Diez J. Do large forest trees tend towards high species mingling?[J]. Ecological Informatics, 2017, 42: 139−147. doi: 10.1016/j.ecoinf.2017.10.009
      [51]
      Wang H X, Peng H, Hui G Y, et al. Large trees are surrounded by more heterospecific neighboring trees in Korean pine broad-leaved natural forests[J]. Scientific Reports, 2018, 8(1): 9149−9160. doi: 10.1038/s41598-018-27140-7
    • Related Articles

      [1]Gong Xiaoqing, Xie Rong, Yang Hua. Response of radial growth of three common tree species to climate change in a spruce-fir mixed stand in Changbai Mountain of northeastern China[J]. Journal of Beijing Forestry University, 2023, 45(4): 1-10. DOI: 10.12171/j.1000-1522.20210479
      [2]Xie Yi, Yang Hua. Relationship between stand spatial structure and DBH increment of principal species in natural spruce-fir mixed forest in Changbai Mountains of northeastern China[J]. Journal of Beijing Forestry University, 2022, 44(9): 1-11. DOI: 10.12171/j.1000-1522.20210280
      [3]WANG Xiong, WANG Ge-rong, XIA Fu-cai, NI Cheng-cai, SUN Yue, LIU Bao-dong, GAO Wei, ZHOU Hai-cheng. Sexual system and ecological links of woody plants in Changbai Mountains, northeastern China[J]. Journal of Beijing Forestry University, 2017, 39(5): 58-64. DOI: 10.13332/j.1000-1522.20160404
      [4]ZHANG Xiao-liang, MU Chang-cheng, ZHANG Xiao-dan, HAN Yang-rui, ZHUANG Chen, CAO Wan-liang, CHENG Jia-you, ZHENG Tong. Effect of liberation cutting on the soil carbon storage of a Korean pine forest restored by planting conifers and reserving broad-leaved trees in Changbai Mountains of China.[J]. Journal of Beijing Forestry University, 2015, 37(10): 22-30. DOI: 10.13332/j.1000-1522.20140040
      [5]WANG Jian-ming, ZHANG Tian-han, YU Lin-qian, DONG Fang-yu, LI Jing-wen, LI Jun-qing, ZHAO Xiu-hai. Analysis of landscape characteristics of forests in northern Changbai Mountains based on ecological protection pattern.[J]. Journal of Beijing Forestry University, 2015, 37(5): 70-80. DOI: 10.13332/j.1000-1522.20140413
      [6]DU Zhi, KANG Xin-gang, BAO Yu-jun, YANG Xin-xia. Spatial distribution patterns and associations of tree species during different succession stages in sprucefir forests of Changbai Mountains, northeastern China[J]. Journal of Beijing Forestry University, 2012, 34(2): 14-19.
      [7]GONG Zhi-wen, KANG Xin-gang, GU Li, GAO Yan, FENG Qi-xiang, YAO Jing-chun. Interspecific association among arbor species in two succession stages of spruce-fir conifer and broadleaved mixed forest in Changbai Mountains,northeastern China[J]. Journal of Beijing Forestry University, 2011, 33(5): 28-33.
      [8]REN Jun, XU Cheng-yang, PAN Lin, LIN Yu-mei, ZHANG Lin, WANG Xiao-na. Root respiration of Fraxinus mandushurica and its controls in broadleaf-Korean pine mixed forest of Changbai mountains[J]. Journal of Beijing Forestry University, 2011, 33(1): 11-15.
      [9]CHANG Xin-hua, ZHAO Xiu-hai, ZENG Fan-yong, ZHANG Chun-yu. Spatial distribution of main tree species and their environmental interpretations in conifer and broadleaved mixed forests of Changbai Mountains, northeastern China.[J]. Journal of Beijing Forestry University, 2009, 31(1): 7-12.
      [10]CAO Wei, LI Yuanyuan. Vertical pattern of flora from Changbai Mountain, China.[J]. Journal of Beijing Forestry University, 2008, 30(4): 53-58.
    • Cited by

      Periodical cited type(1)

      1. 伊丽茜,岳永杰,张军,舒洋,王雅倩. 额尔古纳市兴安落叶松中龄林植被碳储量研究. 现代园艺. 2021(23): 55-56+74 .

      Other cited types(6)

    Catalog

      Article views (2982) PDF downloads (195) Cited by(7)

      /

      DownLoad:  Full-Size Img  PowerPoint
      Return
      Return