Chin J Plant Ecol ›› 2008, Vol. 32 ›› Issue (1): 80-87.DOI: 10.3773/j.issn.1005-264x.2008.01.009
• Research Articles • Previous Articles Next Articles
BU Ren-Cang(), CHANG Yu, HU Yuan-Man, LI Xiu-Zhen, HE Hong-Shi
Received:
2006-09-08
Accepted:
2006-12-20
Online:
2008-09-08
Published:
2008-01-30
Contact:
BU Ren-Cang
BU Ren-Cang, CHANG Yu, HU Yuan-Man, LI Xiu-Zhen, HE Hong-Shi. SENSITIVITY OF CONIFEROUS TREES TO ENVIRONMENTAL FACTORS AT DIFFERENT SCALES IN THE SMALL XING'AN MOUNTAINS, CHINA[J]. Chin J Plant Ecol, 2008, 32(1): 80-87.
模拟图 Simulation map | 林相图 Reality | ||
---|---|---|---|
存在 Presence | 无 Absence | 合计 Total | |
存在 Presence | A | B | A+B |
无 Absence | C | D | C+D |
合计 Total | A+C | B+D | A+B+C+D |
Table 1 Two-by-two contingency table showing the number of grid cells in the inventory map of species distribution (Reality) and a simulated map from logistic model
模拟图 Simulation map | 林相图 Reality | ||
---|---|---|---|
存在 Presence | 无 Absence | 合计 Total | |
存在 Presence | A | B | A+B |
无 Absence | C | D | C+D |
合计 Total | A+C | B+D | A+B+C+D |
树种 Species | 常数 Constant | 坡位指数 TPI | 综合地形指数 CTI | 年平均温度 AAT | 年平均降水 AAP | 坡度 Slope | 坡向 Aspect | 海拔 DEM |
---|---|---|---|---|---|---|---|---|
红松 Pinus koraiensis | -22.335 | -0.001 | -0.095 | 0.431 | 0.034 | 0.086 | -0.023 | 0.002 |
冷杉 Abies nephrolepis | -29.142 | -0.012 | -0.077 | -0.353 | 0.047 | 0.078 | -0.366 | 0.003 |
兴安落叶松 Larix gmelinii | 0.434 | -0.005 | 0.018 | -0.812 | 0.003 | -0.185 | 0.119 | -0.007 |
红皮云杉和鱼鳞云杉 Picea koraiensis & P. jezoensis | -22.107 | -0.012 | -0.060 | -0.014 | 0.034 | 0.036 | -0.144 | 0.004 |
樟子松 Pinus sylvestris var. mongolica | 15.722 | -0.006 | 0.007 | 1.501 | -0.048 | -0.065 | 0.127 | 0.016 |
Table 2 The estimated coefficients of Logistic model for each species
树种 Species | 常数 Constant | 坡位指数 TPI | 综合地形指数 CTI | 年平均温度 AAT | 年平均降水 AAP | 坡度 Slope | 坡向 Aspect | 海拔 DEM |
---|---|---|---|---|---|---|---|---|
红松 Pinus koraiensis | -22.335 | -0.001 | -0.095 | 0.431 | 0.034 | 0.086 | -0.023 | 0.002 |
冷杉 Abies nephrolepis | -29.142 | -0.012 | -0.077 | -0.353 | 0.047 | 0.078 | -0.366 | 0.003 |
兴安落叶松 Larix gmelinii | 0.434 | -0.005 | 0.018 | -0.812 | 0.003 | -0.185 | 0.119 | -0.007 |
红皮云杉和鱼鳞云杉 Picea koraiensis & P. jezoensis | -22.107 | -0.012 | -0.060 | -0.014 | 0.034 | 0.036 | -0.144 | 0.004 |
樟子松 Pinus sylvestris var. mongolica | 15.722 | -0.006 | 0.007 | 1.501 | -0.048 | -0.065 | 0.127 | 0.016 |
树种 Species | 区域尺度 Regional scale | 局域尺度 Local scale | |||||
---|---|---|---|---|---|---|---|
百分比 Proportion (%) | ROC (%) | 百分比 Proportion (%) | ROC (%) | ||||
红松 Pinus koraiensis | 11.1 | 78.6 | 82.3 | 74.4 | |||
冷杉 Abies nephrolepis | 21.7 | 85.3 | 80.0 | 58.4 | |||
兴安落叶松 Larix gmelinii | 40.3 | 71.7 | 12.5 | 82.0 | |||
红皮云杉和鱼鳞云杉 Picea koraiensis & P. jezoensis | 23.6 | 79.6 | 61.8 | 59.8 | |||
樟子松 Pinus sylvestris var. mongolica | 0.63 | 67.9 | ** | ** |
Table 3 The proportion of species in the landscapes and its ROC value of corresponding Logistic models
树种 Species | 区域尺度 Regional scale | 局域尺度 Local scale | |||||
---|---|---|---|---|---|---|---|
百分比 Proportion (%) | ROC (%) | 百分比 Proportion (%) | ROC (%) | ||||
红松 Pinus koraiensis | 11.1 | 78.6 | 82.3 | 74.4 | |||
冷杉 Abies nephrolepis | 21.7 | 85.3 | 80.0 | 58.4 | |||
兴安落叶松 Larix gmelinii | 40.3 | 71.7 | 12.5 | 82.0 | |||
红皮云杉和鱼鳞云杉 Picea koraiensis & P. jezoensis | 23.6 | 79.6 | 61.8 | 59.8 | |||
樟子松 Pinus sylvestris var. mongolica | 0.63 | 67.9 | ** | ** |
树种 Species | 坡位指数 TPI | 综合地形指数 CTI | 年平均温度 AAT | 年平均降水 AAP | 坡度 Slope | 坡向 Aspect | 海拔 DEM |
---|---|---|---|---|---|---|---|
红松 Pinus koraiensis | 0.08 | -0.05 | -0.06 | 0.02 | 0.09 | 0.01 | 0.06 |
冷杉 Abies nephrolepis | 0.04 | -0.04 | -0.07 | 0.02 | 0.07 | -0.01 | 0.08 |
兴安落叶松 Larix gmelinii | -0.09 | 0.06 | 0.05 | -0.02 | -0.08 | -0.00 | -0.06 |
红皮云杉和鱼鳞云杉 Picea koraiensis & P. jezoensis | -0.01 | -0.02 | -0.05 | 0.02 | 0.05 | -0.01 | 0.06 |
樟子松 Pinus sylvestris var. mongolica | - | - | - | - | - | - | - |
Table 5 The correlation coefficients between the maps derived by Logistic models and the maps of environmental factors in Fenglin Natural Reserve at local scale
树种 Species | 坡位指数 TPI | 综合地形指数 CTI | 年平均温度 AAT | 年平均降水 AAP | 坡度 Slope | 坡向 Aspect | 海拔 DEM |
---|---|---|---|---|---|---|---|
红松 Pinus koraiensis | 0.08 | -0.05 | -0.06 | 0.02 | 0.09 | 0.01 | 0.06 |
冷杉 Abies nephrolepis | 0.04 | -0.04 | -0.07 | 0.02 | 0.07 | -0.01 | 0.08 |
兴安落叶松 Larix gmelinii | -0.09 | 0.06 | 0.05 | -0.02 | -0.08 | -0.00 | -0.06 |
红皮云杉和鱼鳞云杉 Picea koraiensis & P. jezoensis | -0.01 | -0.02 | -0.05 | 0.02 | 0.05 | -0.01 | 0.06 |
樟子松 Pinus sylvestris var. mongolica | - | - | - | - | - | - | - |
Fig.1 The map of study region (A) and potential distributions of Pinus koraiensis (B), Picea koraiensis & P. jezoensis (C), Abies nephrolepis (D), Larix gmelinii (E) and Pinus sylvestris var. mongolica (F)
树种 Species | 坡位指数 TPI | 综合地形指数 CTI | 年平均温度 AAT | 年平均降水 AAP | 坡度 Slope | 坡向 Aspect | 海拔 DEM |
---|---|---|---|---|---|---|---|
红松 Pinus koraiensis | 0.25 | -0.38 | -0.29 | 0.73 | 0.66 | 0.01 | 0.44 |
冷杉 Abies nephrolepis | 0.11 | -0.30 | -0.49 | 0.81 | 0.53 | -0.06 | 0.57 |
兴安落叶松 Larix gmelinii | -0.37 | 0.61 | 0.19 | -0.27 | -0.83 | 0.01 | -0.45 |
红皮云杉和鱼鳞云杉 Picea koraiensis & P. jezoensis | 0.01 | -0.26 | -0.46 | 0.83 | 0.46 | -0.03 | 0.58 |
樟子松 Pinus sylvestris var. mongolica | -0.04 | 0.12 | 0.12 | -0.70 | -0.27 | 0.06 | 0.05 |
Table 4 The correlation coefficients between the map simulated by Logistic model and the map of environmental factors for each species at regional scale
树种 Species | 坡位指数 TPI | 综合地形指数 CTI | 年平均温度 AAT | 年平均降水 AAP | 坡度 Slope | 坡向 Aspect | 海拔 DEM |
---|---|---|---|---|---|---|---|
红松 Pinus koraiensis | 0.25 | -0.38 | -0.29 | 0.73 | 0.66 | 0.01 | 0.44 |
冷杉 Abies nephrolepis | 0.11 | -0.30 | -0.49 | 0.81 | 0.53 | -0.06 | 0.57 |
兴安落叶松 Larix gmelinii | -0.37 | 0.61 | 0.19 | -0.27 | -0.83 | 0.01 | -0.45 |
红皮云杉和鱼鳞云杉 Picea koraiensis & P. jezoensis | 0.01 | -0.26 | -0.46 | 0.83 | 0.46 | -0.03 | 0.58 |
樟子松 Pinus sylvestris var. mongolica | -0.04 | 0.12 | 0.12 | -0.70 | -0.27 | 0.06 | 0.05 |
[1] | Berg Å, Gärdenfors U, von Proschwitz T (2004). Logistic regression models for predicting occurrence of terrestrial molluscs in southern Sweden—importance of environmental data quality and model complexity. Ecography, 27, 83-93. |
[2] | Brotons L, Thuiller W, Araújo MB, Hirzel AH (2004). Presence-absence versus presence-only modelling methods for predicting bird habitat suitability. Ecography, 27, 437-448. |
[3] | Calado G, Duarte P (2000). Modelling growth of Ruppia cirrhosa. Aquatic Botany, 68, 29-44. |
[4] | Calef MP, McGuire AD, Epstein HE, Rupp TS, Shugart HH (2005). Analysis of vegetation distribution in Interior Alaska and sensitivity to climate change using a logistic regression approach. Journal of Biogeography, 32, 863-878. |
[5] | Cerná L, Chytry M (2005). Supervised classification of plant communities with artificial neural networks. Journal of Vegetation Science, 16, 407-414. |
[6] | Cumming GS (2002). Comparing climate and vegetation as limiting factors for species ranges of African ticks. Ecology, 83, 255-268. |
[7] | Dobson AJ (2002). An Introduction to Generalized Linear Models 2nd edn. Chapman & Hall/CRC, Boca Raton, 255. |
[8] | Fielding AH, Bell J (1997). A review of methods for the assessment of prediction errors in conservation presence/absence models. Environmental Conservation, 24, 38-49. |
[9] | Gessler PE, Moore ID, McKenzie NJ, Ryan PJ (1995). Soil-landscape modeling and spatial prediction of soil attributes. International Journal of Geographic Information System, 9, 421-432. |
[10] | Guisan A, Zimmermann NE (2000). Predictive habitat distribution models in ecology. Ecological Modelling, 135, 147-186. |
[11] | Iverson LR, Prasad AM (1998). Predicting abundance of 80 tree species following climate change in the eastern United States. Ecological Monographs, 68, 465-485. |
[12] | Jenness J (2005). Topographic Position Index (tpi-jen.avx) extension for ArcView 3.x. Jenness Enterprises. http://www.jennessent.com/arcview/tpi.htm. Cited 25 Jun 2005 |
[13] | Kerr JT, Packer L (1997). Habitat heterogeneity as a determinant of mammal species richness in high-energy regions. Nature, 385, 252-254. |
[14] | Liu C, Berry PM, Dawson TP, Pearson RG (2005). Selecting thresholds of occurrence in the prediction of species distributions. Ecography, 28, 385-393. |
[15] | Ma JL (马建路), Liu DJ (刘德君)(1994). A study on correlativity between community types for natural Korean pine forest and site factors in Xiangxing'an Mountains. Journal of Northeast Forestry University (东北林业大学学报), 22(5), 7-13. (in Chinese with English abstract) |
[16] | Meng M (孟猛), Ni J (倪健), Zhang ZG (张治国) (2004). Aridity index and its application in geo-ecological study. Acta Phytoecologica Sinica (植物生态学报), 28, 853-861. (in Chinese with English abstract) |
[17] | Moore ID, Gessler PE, Nielsen GA, Petersen GA (1993). Terrain attributes: estimation methods and scale effects. In: Jakeman AJ, Beck MB, McAleer M eds. Modeling Change in Environmental Systems. Wiley, London, 189-214. |
[18] | Nielsen SE, Johnson CJ, Heard DC, Boyce MS (2005). Can models of presence-absence be used to scale abundance? Two case studies considering extremes in life history. Ecography, 28, 197-208. |
[19] | Roberts DW, Cooper SV (1989). Concepts and techniques of vegetation mapping. In: Fergusod DE, Morgan P, Tohnson FD eds. Land Classifications Based on Vegetation: Applications for Resource Management. USDA Forest Service General Technical Report INT-257, Ogden, UT, 90-96. |
[20] | Schwarz M, Zimmermann NE (2005). A new GLM-based method for mapping tree cover continuous fields using regional MODIS reflectance data. Remote Sensing of Environment, 95, 428-443. |
[21] | Tarboton DG (1997). A new method for the determination of flow directions and upslope areas in grid digital elevation models. Water Resources Research, 33, 309-319. |
[22] | Thuiller W, Brotons L, Araújo MB, Lavorel S (2004). Effects of restricting environmental range of data to project current and future species distributions. Ecography, 27, 165-172. |
[23] | Tognelli MF, Kelt DA (2004). Analysis of determinants of mammalian species richness in South America using spatial autoregressive models. Ecography, 27, 427-436. |
[24] | van den Berg MS, Joosse W, Coops H (2003). A statistical model predicting the occurrence and dynamics of submerged macrophytes in shallow lakes in the Netherlands. Hydrobiologia, 506, 611-623. |
[25] | van Nes EH, Scheffer M, van den Berg MS, Coops H (2002). Dominance of charophytes in eutrophic shallow lakes-when should we expect it to be an alternative stable state? Aquatic Botany, 72, 275-296. |
[26] | Xu WD (徐文铎) (1983). A study on the relation between keystone and common species distribution and hydrothermal factors in Northeast China. Acta Botanica Sinica (植物学报), 10, 254-262. (in Chinese with English abstract) |
[27] | Zhou HZ (周洪泽), Fang CZ (方春子), Wang H (王宏)(2000). Study on forest site classification and suitability of main tree species in Dongfanghong Forest Farm. Journal of Northeast Forestry University (东北林业大学学报), 28(5), 10-14. (in Chinese with English abstract) |
[1] | WANG Ge, HU Shu-Ya, LI Yang, CHEN Xiao-Peng, LI Hong-Yu, DONG Kuan-Hu, HE Nian-Peng, WANG Chang-Hui. Temperature sensitivity of soil net nitrogen mineralization rates across different grassland types [J]. Chin J Plant Ecol, 2024, 48(4): 523-533. |
[2] | XIA Jing-Yu, ZHANG Yang-Jian, ZHENG Zhou-Tao, ZHAO Guang, ZHAO Ran, ZHU Yi-Xuan, GAO Jie, SHEN Ruo-Nan, LI Wen-Yu, ZHENG Jia-He, ZHANG Yu-Xue, ZHU Jun-Tao, SUN Osbert Jianxin. Asynchronous response of plant phenology to warming in a Kobresia pygmaea meadow in Nagqu, Qingzang Plateau [J]. Chin J Plant Ecol, 2023, 47(2): 183-194. |
[3] | CONG Nan, ZHANG Yang-Jian, ZHU Jun-Tao. Temperature sensitivity of vegetation phenology in spring in mid- to high-latitude regions of Northern Hemisphere during the recent three decades [J]. Chin J Plant Ecol, 2022, 46(2): 125-135. |
[4] | ZANG Yong-Xin, MA Jian-Ying, ZHOU Xiao-Bing, TAO Ye, YIN Ben-Feng, Shayaguli JIGEER, ZHANG Yuan-Ming. Effects of extreme drought and extreme precipitation on aboveground productivity of ephemeral plants across different slope positions along sand dunes [J]. Chin J Plant Ecol, 2022, 46(12): 1537-1550. |
[5] | HUANG Jie, LI Xiao-Ling, WANG Xue-Song, YANG Jin, HUANG Cheng-Ming. Characteristics of Distylium chinense communities and their relationships with soil environmental factors in different water level fluctuation zones of the Three Gorges Reservoir, China [J]. Chin J Plant Ecol, 2021, 45(8): 844-859. |
[6] | WANG Zhao-Peng, ZHANG Tong-Wen, YUAN Yu-Jiang, ZHANG Rui-Bo, YU Shu-Long, LIU Rui, Shirenna JIAHAN, GUO Dong, WANG Yong-Hui. Comparative analysis of growth characteristics and climate responses in four coniferous tree species of southern Luoxiao Mountains [J]. Chin J Plant Ecol, 2021, 45(12): 1303-1313. |
[7] | XU Xiao-Hui, DIAO Hua-Jie, QIN Chu-Yi, HAO Jie, SHEN Yan, DONG Kuan-Hu, WANG Chang-Hui. Response of soil net nitrogen mineralization to different levels of nitrogen addition in a saline-alkaline grassland of northern China [J]. Chin J Plant Ecol, 2021, 45(1): 85-95. |
[8] | ZHAO He-Ju, YUE Yan-Peng, JIA Xiao-Hong, CHENG Long, WU Bo, LI Yuan-Shou, ZHOU Hong, ZHAO Xue-Bin. Effects of simulated warming on biological soil crust-soil system respiration in alpine sandy lands [J]. Chin J Plant Ecol, 2020, 44(9): 916-925. |
[9] | ZHENG Jia-Jia, HUANG Song-Yu, JIA Xin, TIAN Yun, MU Yu, LIU Peng, ZHA Tian-Shan. Spatial variation and controlling factors of temperature sensitivity of soil respiration in forest ecosystems across China [J]. Chin J Plant Ecol, 2020, 44(6): 687-698. |
[10] | LI Xu-Hua, SUN Osbert Jianxin. Testing parameter sensitivities and uncertainty analysis of Biome-BGC model in simulating carbon and water fluxes in broadleaved-Korean pine forests [J]. Chin J Plant Ecol, 2018, 42(12): 1131-1144. |
[11] | Kai-Jun YANG, Wan-Qin YANG, Yu TAN, Ruo-Yang HE, Li-Yan ZHUANG, Zhi-Jie LI, Bo TAN, Zhen-Feng XU. Short-term responses of winter soil respiration to snow removal in a Picea asperata forest of western Sichuan [J]. Chin J Plant Ecol, 2017, 41(9): 964-971. |
[12] | Yong-Xing CHANG, Zhen-Ju CHEN, Xian-Liang ZHANG, Xue-Ping BAI, Xue-Peng ZHAO, Jun-Xia LI, Xu LU. Responses of radial growth to temperature in Larix gmelinii of the Da Hinggan Ling under climate warming [J]. Chin J Plant Ecol, 2017, 41(3): 279-289. |
[13] | Xiao-Gai GE, Ben-Zhi ZHOU, Wen-Fa XIAO, Xiao-Ming WANG, Yong-Hui CAO, Ming YE. Effects of biochar addition on dynamics of soil respiration and temperature sensitivity in a Phyllostachys edulis forest [J]. Chin J Plant Ecol, 2017, 41(11): 1177-1189. |
[14] | Jian-Hua ZHANG, Zhi-Yao TANG, Hai-Hua SHEN, Jing-Yun FANG. Effects of nitrogen addition on soil respiration in shrublands in Mt. Dongling, Beijing, China [J]. Chin J Plant Ecol, 2017, 41(1): 81-94. |
[15] | Jia-Xiang LI, Gao-Ming XIONG, Wen-Ting XU, Yue-Lin LI, Zhi-Jun LU, Chang-Ming ZHAO, Zong-Qiang XIE. Composition of plant life forms of subtropical shrubland in China and its correlation with temperature and precipitation [J]. Chin J Plant Ecol, 2017, 41(1): 147-156. |
Viewed | ||||||
Full text |
|
|||||
Abstract |
|
|||||
Copyright © 2022 Chinese Journal of Plant Ecology
Tel: 010-62836134, 62836138, E-mail: apes@ibcas.ac.cn, cjpe@ibcas.ac.cn