Scientia Silvae Sinicae ›› 2022, Vol. 58 ›› Issue (11): 181-190.doi: 10.11707/j.1001-7488.20221117
• Scientific notes • Previous Articles
Shuijin Yu1,Juan Wang1,*,Haiyan He2,Chunyu Zhang1,Xiuhai Zhao1
Received:
2021-05-23
Online:
2022-11-25
Published:
2023-03-08
Contact:
Juan Wang
CLC Number:
Shuijin Yu,Juan Wang,Haiyan He,Chunyu Zhang,Xiuhai Zhao. Driving Factors of the Temporal Stability of Biomass of Mixed Broadleaf-Conifer Forest[J]. Scientia Silvae Sinicae, 2022, 58(11): 181-190.
Fig.1
The relationship between biodiversity and temporal stability of biomass at different spatial scales The black dot shows the original observation value of a random sub-sample, and the temporal stability of biomass is used to fit a model that only contains one factor. The black curve shows the trend line that the model fits. The solid line indicates that the relationship between this index and the temporal stability of biomass is significant (P < 0.05). The dashed line is the opposite. The same below."
Table 1
The effect of the increase of other variables on the temporal stability of biomass and volume in the basic models"
响应变量 Response | 空间尺度 Spatial scale | 基础模型 Base model | 添加变量 Added variable | ΔAIC | ΔBIC | ΔRadj2 | ΔDE (%) |
生物量稳定性 Temporal stability of biomass | 20 m×20 m | 生物多样性Biodiversity | 胸径结构DBH structure | 2.162 | 14.202 | 0.021 | 6.50 |
生物多样性Biodiversity | 地形因子Topography | -10.712 | 10.116 | 0.163 | 22.40 | ||
生物多样性Biodiversity | 胸径结构+地形因子 DBH structure+topography | -10.866 | 12.244 | 0.163 | 22.20 | ||
40 m×40 m | 生物多样性Biodiversity | 胸径结构DBH structure | -21.595 | 7.544 | 0.265 | 33.40 | |
生物多样性Biodiversity | 地形因子Topography | 2.296 | 12.186 | 0.012 | 4.90 | ||
生物多样性Biodiversity | 胸径结构+地形因子 DBH structure+topography | 2.101 | 11.803 | 0.006 | 3.20 | ||
60 m×60 m | 生物多样性Biodiversity | 胸径结构DBH structure | -2.480 | 6.764 | 0.039 | 5.90 | |
生物多样性Biodiversity | 地形因子Topography | 4.764 | 11.948 | -0.016 | 0.50 | ||
生物多样性Biodiversity | 胸径结构+地形因子 DBH structure+ topography | 3.108 | 15.179 | 0.005 | 3.50 | ||
蓄积量稳定性 Temporal stability of volume | 20 m×20 m | 生物多样性Biodiversity | 胸径结构DBH structure | 3.691 | 11.703 | -0.008 | 2.26 |
生物多样性Biodiversity | 地形因子Topography | -7.085 | 12.175 | 0.125 | 18.32 | ||
生物多样性Biodiversity | 胸径结构+地形因子 DBH structure+ topography | -7.954 | 15.477 | 0.142 | 20.76 | ||
40 m×40 m | 生物多样性Biodiversity | 胸径结构DBH structure | -18.694 | 5.706 | 0.228 | 28.82 | |
生物多样性Biodiversity | 地形因子Topography | -2.388 | 5.925 | 0.050 | 7.72 | ||
生物多样性Biodiversity | 胸径结构+地形因子 DBH structure+ topography | 1.575 | 11.564 | 0.011 | 3.80 | ||
60 m×60 m | 生物多样性Biodiversity | 胸径结构DBH structure | -4.149 | 3.873 | 0.047 | 6.40 | |
生物多样性Biodiversity | 地形因子Topography | -0.541 | 3.181 | 0.013 | 2.20 | ||
生物多样性Biodiversity | 胸径结构+地形因子 DBH structure+ topography | -0.660 | 2.905 | 0.012 | 1.90 |
Table 2
Parameter of the results of all kinds of generalized additive models at the different spatial scales"
空间尺度 Spatial scale | 预测因子 Predictors | 生物量稳定性 Temporal stability of biomass | 蓄积量稳定性 Temporal stability of volume | ||||||||||
生物多样性 Biodiversity | 胸径结构 DBH Structure | 地形因子 Topography | AIC | BIC | Radj2 | DE(%) | AIC | BIC | Radj2 | DE(%) | |||
20 m×20 m | √ | 289.680 | 304.666 | 0.007 | 4.50 | 287.593 | 303.282 | 0.030 | 6.98 | ||||
√ | √ | 291.842 | 318.869 | 0.028 | 11.00 | 291.284 | 314.985 | 0.022 | 9.24 | ||||
√ | √ | 278.968 | 314.782 | 0.170 | 26.90 | 280.508 | 315.458 | 0.155 | 25.30 | ||||
√ | √ | √ | 280.976 | 331.113 | 0.191 | 33.20 | 283.330 | 330.463 | 0.164 | 30.00 | |||
√ | 291.627 | 307.589 | -0.009 | 3.35 | 288.953 | 303.312 | 0.012 | 4.74 | |||||
√ | 280.586 | 309.824 | 0.138 | 21.80 | 281.347 | 306.603 | 0.120 | 18.80 | |||||
√ | √ | 283.901 | 323.063 | 0.138 | 25.10 | 282.445 | 320.143 | 0.146 | 25.40 | ||||
40 m×40 m | √ | 289.636 | 306.626 | 0.015 | 6.00 | 287.526 | 303.976 | 0.034 | 7.58 | ||||
√ | √ | 268.041 | 314.170 | 0.280 | 39.40 | 268.832 | 309.682 | 0.262 | 36.40 | ||||
√ | √ | 291.932 | 318.812 | 0.027 | 10.90 | 285.138 | 309.900 | 0.084 | 15.30 | ||||
√ | √ | √ | 270.142 | 325.973 | 0.286 | 42.60 | 270.407 | 321.245 | 0.273 | 40.20 | |||
√ | 266.375 | 299.769 | 0.263 | 34.30 | 267.333 | 294.618 | 0.240 | 30.50 | |||||
√ | 287.350 | 302.880 | 0.032 | 7.09 | 279.608 | 295.468 | 0.105 | 14.20 | |||||
√ | √ | 266.772 | 311.342 | 0.286 | 39.50 | 266.605 | 306.513 | 0.277 | 37.40 | ||||
60 m×60 m | √ | 258.105 | 282.673 | 0.300 | 35.30 | 258.207 | 281.673 | 0.297 | 34.70 | ||||
√ | √ | 255.625 | 289.437 | 0.339 | 41.20 | 254.058 | 285.546 | 0.344 | 41.10 | ||||
√ | √ | 262.870 | 294.621 | 0.284 | 35.80 | 257.666 | 284.854 | 0.310 | 36.90 | ||||
√ | √ | √ | 258.733 | 304.616 | 0.344 | 44.70 | 253.398 | 288.451 | 0.356 | 43.00 | |||
√ | 274.697 | 288.989 | 0.143 | 17.40 | 267.247 | 284.242 | 0.213 | 24.90 | |||||
√ | 272.902 | 291.413 | 0.171 | 21.40 | 262.434 | 280.659 | 0.253 | 29.10 | |||||
√ | √ | 268.947 | 299.511 | 0.236 | 31.10 | 257.366 | 284.678 | 0.312 | 37.10 |
郝珉辉, 李晓宇, 夏梦洁, 等. 抚育采伐对蛟河次生针阔混交林功能结构和谱系结构的影响. 林业科学, 2018, 54 (5): 1- 9. | |
Hao M H , Li X Y , Xia M J , et al. Effects of tending felling on functional and phylogenetic structures in a multi-species temperate secondary forest at Jiaohe in Jilin Province. Scientia Silvae Sinicae, 2018, 54 (5): 1- 9. | |
金锁, 毕浩杰, 刘佳, 等. 林分密度对云顶山柏木人工林群落结构和物种多样性的影响. 北京林业大学学报, 2020, 42 (1): 10- 17. | |
Jin S , Bi H J , Liu J , et al. The effect of stand density on the community structure and species diversity of cypress plantations in Yunding Mountain. Journal of Beijing Forestry University, 2020, 42 (1): 10- 17. | |
Arshad A , Madelon L , En-Rong Y . Forest strata-dependent functional evenness explains whole-community aboveground biomass through opposing mechanisms. Forest Ecology and Management, 2018, 424 (1): 439- 447. | |
Chen L , Xiang W , Wu H , et al. Tree species identity surpasses richness in affecting soil microbial richness and community composition in subtropical forests. Soil Biology and Biochemistry, 2019, 130, 113- 121.
doi: 10.1016/j.soilbio.2018.12.008 |
|
Dunstan P K , Foster S D , Hui F K C , et al. Finite mixture of regression modeling for high-dimensional count and biomass data in ecology. Journal of Agricultural Biological and Environmental Statistics, 2013, 18 (3): 357- 375.
doi: 10.1007/s13253-013-0146-x |
|
Fahey R T , Fotis A T , Woods K D . Quantifying canopy complexity and effects on productivity and resilience in late-successional hemlock-hardwood forests. Ecological Applications, 2016, 25 (3): 834- 847. | |
Forrester D I , Bauhus J . A Review of processes behind diversity—productivity relationships in forests. Current Forestry Reports, 2016, 2 (1): 45- 61.
doi: 10.1007/s40725-016-0031-2 |
|
Fotis A T , Murphy S J , Ricart R D. , et al. Above-ground biomass is driven by mass-ratio effects and stand structural attributes in a temperate deciduous forest. Journal of Ecology, 2018, 106 (2): 561- 570.
doi: 10.1111/1365-2745.12847 |
|
Gadow K V , Zhang G Q , Durrheim G , et al. Diversity and production in an Afromontane Forest. Forest Ecosystems, 2016, 3 (1): 1- 12.
doi: 10.1186/s40663-016-0060-0 |
|
Gross K , Cardinale B J , Fox J W. , et al. Species richness and the temporal stability of biomass production: a new analysis of recent biodiversity experiments. American Naturalist, 2014, 183 (1): 1- 12.
doi: 10.1086/673915 |
|
He H J , Zhang C Y , Zhao X H , et al. Allometric biomass equations for 12 tree species in coniferous and broadleaved mixed forests, Northeastern China. PLoS One, 2018, 13 (1): e0186226.
doi: 10.1371/journal.pone.0186226 |
|
Huang Y Y , Chen Y X , Nadia C I , et al. Impacts of species richness on productivity in a large-scale subtropical forest experiment. Science, 2018, 362 (6410): 80- 83.
doi: 10.1126/science.aat6405 |
|
Jucker T , Bouriaud O , Avacaritei D , et al. Stabilizing effects of diversity on aboveground wood production in forest ecosystems: linking patterns and processes. Ecology Letters, 2015, 17 (12): 1560- 1569. | |
Lehman C L , Tilman D . Biodiversity, stability, and productivity in competitive communities. The American Naturalist, 2000, 156 (5): 534- 552.
doi: 10.1086/303402 |
|
Ligot G , Gourlet-Fleury S , Ouédraogo D Y , et al. The limited contribution of large trees to annual biomass production in an old-growth tropical forest. Ecological Applications a Publication of the Ecological Society of America, 2018, 28 (5): 1273- 1281.
doi: 10.1002/eap.1726 |
|
Loreau M , De Mazancourt C . Species synchrony and its drivers: neutral and nonneutral community dynamics in fluctuating environments. American Naturalist, 2008, 172 (2): E48- E66.
doi: 10.1086/589746 |
|
Luo W X , Liang J J , Cazzolla Gatti R , et al. Parameterization of biodiversity-productivity relationship and its scale dependency using georeferenced tree-level data. Journal of Ecology, 2019, 107 (3): 1106- 1119.
doi: 10.1111/1365-2745.13129 |
|
Mariotte P , Vandenberghe C , Kardol P , et al. Subordinate plant species enhance community resistance against drought in semi-natural grasslands. Journal of Ecology, 2013, 101 (3): 763- 773.
doi: 10.1111/1365-2745.12064 |
|
Morin X . Species richness promotes canopy packing: a promising step towards a better understanding of the mechanisms driving the diversity effects on forest functioning. Functional Ecology, 2015, 29 (8): 993- 994.
doi: 10.1111/1365-2435.12473 |
|
Nabuurs G J , Lindner M , Verkerk P J , et al. First signs of carbon sink saturation in European forest biomass. Nature Climate Change, 2013, 3 (9): 792- 796.
doi: 10.1038/nclimate1853 |
|
Nally R M . Regression and model-building in conservation biology, biotopography and ecology: the distinction between-and reconciliation of - 'predictive' and 'explanatory' models. Biodiversity & Conservation, 2000, 9 (5): 655- 671. | |
Pedro F , Osvaldo E . Higher effect of plant species diversity on productivity in natural than artificial ecosystems. Proceedings of the National Academy of Sciences of the United States of America, 2008, 105 (16): 6087- 6090.
doi: 10.1073/pnas.0704801105 |
|
Purschke O , Schmid B C , Sykes M T , et al. Contrasting changes in taxonomic, phylogenetic and functional diversity during a long-term succession: insights into assembly processes. Journal of Ecology, 2013, 101 (4): 857- 866.
doi: 10.1111/1365-2745.12098 |
|
Quesada C A , Phillips O L , Schwarz M , et al. Basin-wide variations in Amazon forest structure and function are mediated by both soils and climate. Biogeosciences, 2012, 9 (108): 2203- 2246. | |
Río M D , Pretzsch H , Ruíz-Peinado R , et al. Species interactions increase the temporal stability of community productivity in Pinus sylvestris-Fagus sylvatica mixtures across Europe. Journal of Ecology, 2017, 105 (4): 1032- 1043.
doi: 10.1111/1365-2745.12727 |
|
Wang J , Cheng Y X , Zhang C Y , et al. Relationships between tree biomass productivity and local species diversity. Ecosphere, 2016, 7 (11): e01562. | |
Wang S , Loreau M , Jordan F . Biodiversity and ecosystem stability across scales in metacommunities. Ecology Letters, 2016, 19 (5): 510- 518.
doi: 10.1111/ele.12582 |
|
Xu B , Pan Y , Plante A F , et al. Decadal change of forest biomass carbon stocks and tree demography in the Delaware River Basin. Forest Ecology & Management, 2016, 374, 1- 10. | |
Xu Z , Ren H , Li M H , et al. Environmental changes drive the temporal stability of semi-arid natural grasslands through altering species asynchrony. Journal of Ecology, 2015, 103 (5): 1308- 1316.
doi: 10.1111/1365-2745.12441 |
|
Yu Z , Chan H Y . Individual size inequality links forest diversity and above-ground biomass. Journal of Ecology, 2015, 103 (5): 1245- 1252.
doi: 10.1111/1365-2745.12425 |
|
Yuan Z , Wang S , Ali A , et al. Aboveground carbon storage is driven by functional trait composition and stand structural attributes rather than biodiversity in temperate mixed forests recovering from disturbances. Annals of Forest Science, 2018, 75 (3): 1- 13. | |
Zhang C Y , Zhao Y Z , Zhao X H , et al. Species-habitat associations in a northern temperate forest in China. Silva Fennica, 2012, 46 (4): 501- 519. |
Viewed | ||||||
Full text |
|
|||||
Abstract |
|
|||||