JOURNAL OF NANJING FORESTRY UNIVERSITY ›› 2020, Vol. 44 ›› Issue (3): 163-170.doi: 10.3969/j.issn.1000-2006.201812037
Previous Articles Next Articles
HUANG Honglan1,3(), ZHONG Wogu2, YI Deping1, CAI Junhuo3, ZHANG Lu3()
Received:
2018-12-21
Revised:
2019-12-14
Online:
2020-05-30
Published:
2018-06-06
Contact:
ZHANG Lu
E-mail:2004honglan@163. com;zhlu856@ 163. com
CLC Number:
HUANG Honglan, ZHONG Wogu, YI Deping, CAI Junhuo, ZHANG Lu. Predicting the impact of future climate change on the distribution patterns of Toona ciliata var. pubescens in China[J]. JOURNAL OF NANJING FORESTRY UNIVERSITY, 2020, 44(3): 163-170.
Table 1
Climate and environment variables"
变量 variable | 变量编码 variable coding | 变量 variable | 变量编码 variable coding |
---|---|---|---|
年平均气 温 mean annual air temperature | bio 1 | 最冷季平均气温 mean air temperature of the coldest quarter | bio 11 |
昼夜温差月均值mean of monthly (max.-min. air temperature) | bio 2 | 年均降水量 annual precipitation | bio 12 |
昼夜温差占年温差比 iso?thermality (bio 2×100/ bio 7) | bio 3 | 最湿月降水量 precipitation of the wettest month | bio 13 |
气温变化方差SD of air temperature change | bio 4 | 最干月降水量 precipitation of the driest month | bio 14 |
最热月最高气温 max. air temperature of the warmest month | bio 5 | 湿度变化方差SD of humidity seasonality | bio 15 |
最冷月最低气温min. air temperature of the coldest month | bio 6 | 最湿季降水量 precipitation of the wettest quarter | bio 16 |
年气温变化范围 air temperature annual range (bio 5-bio 6) | bio 7 | 最干季降水量 precipitation of the driest quarter | bio 17 |
最湿季平均气温 mean air temperature of the wettest quarter | bio 8 | 最热季平均降水量 mean precipitation of the warmest quarter | bio 18 |
最干季平均气温 mean air temperature of the driest quarter | bio 9 | 最冷季平均降水量 mean precipitation of the coldest quarter | bio 19 |
最热季平均气温 mean air temperature of the warmest quarter | bio 10 |
Table 2
Prediction of change of new suitable distribution areas of T.ciliata var. pubescens in the future"
时期 period | 气体 排放 情景 climate change | 占比/% percentage of contemporary distribution | 分布中心距离/ km distributed central distance | |
---|---|---|---|---|
纬度方向latitude | 经度方向longitude | |||
当前潜在时段current potential period | current | 100.00 | 3 530.21 | 1 046.87 |
2040 s | RCP 2.6 | 58.05 | 3 379.65 | 1 025.24 |
RCP 4.5 | 63.73 | 3 378.21 | 1 027.01 | |
RCP 8.5 | 50.62 | 3 380.87 | 1 025.00 | |
2060 s | RCP 2.6 | 58.96 | 3 379.37 | 1 025.19 |
RCP 4.5 | 48.33 | 3 380.19 | 1 024.00 | |
RCP 8.5 | 31.90 | 3 381.33 | 1 024.98 |
Table 3
Results of Jackknife test of climate variable importance of distribution areas of T.ciliata var. pubescens in different periods"
2040 s | 2060 s | ||||
---|---|---|---|---|---|
变量 variable | 贡献率/% contribution percent | 随机分布重要值permutation importance | 变量variable | 贡献率/% contribution percent | 随机分布重要值permutation importance |
bio 18(RCP 2.6) | 40.4 | 0.2 | bio 18(RCP 2.6) | 41.3 | 2.2 |
bio 6(RCP 2.6) | 24.6 | 75.8 | bio 6(RCP2.6) | 23.1 | 72.3 |
bio19(RCP2.6) | 9.4 | 3.2 | bio 12(RCP 2.6) | 10.0 | 0.0 |
bio10(RCP2.6) | 8.5 | 5.8 | bio 19(RCP 2.6) | 9.5 | 3.8 |
bio 18(RCP 4.5) | 42.6 | 3.0 | bio 18(RCP4.5) | 36.6 | 1.5 |
bio 6(RCP 4.5) | 25.0 | 70.8 | bio 6(RCP4.5) | 20.2 | 78.0 |
bio19(RCP4.5) | 9.5 | 5.3 | bio 19(RCP4.5) | 11.0 | 3.2 |
bio12(RCP4.5) | 6.6 | 0.0 | bio 10(RCP4.5) | 9.4 | 3.1 |
bio 18(RCP 8.5) | 40.2 | 2.4 | bio 18(RCP 8.5) | 40.4 | 2.7 |
bio 6(RCP 8.5) | 24.3 | 79.7 | bio 6(RCP 8.5) | 23.2 | 66.1 |
bio19(RCP8.5) | 9.5 | 4.3 | bio 12(RCP 8.5) | 10.2 | 0.0 |
bio12(RCP8.5) | 8.9 | 0.0 | bio 19(RCP 8.5) | 9.1 | 3.7 |
1 | THOMAS C D,CAMERON A,GREEN R E,et al. Extinction risk from climate change[J]. Nature,2004,4276970): 145148. DOI:10.1038/nature02121. |
2 | LOISELLE B A,J0RGENSEN P M,CONSIGLIO T,et al. Predicting species distributions from Herbarium collections: does climate bias in collection sampling influence model outcomes?[J]. Journal of Biogeography,2008,35: 105-116. DOI:10.1111/j. 1365-2699.2007.01779.x. |
3 | BAKKENES M,ALKEMADE J R M,IHLE F,et al. Assessing effects of forecasted climate change on the diversity and distribution of European higher plants for 2050[J]. Global Change Biology,2002,8(4):390-407. DOI:10.1046/j. 1354 -1013.2001.00467. x. |
4 | SHAFER S L,BARTLEIN P J,THOMPSON R S. Potential changes in the distributions of western north America tree and shrub taxa under future climate scenarios[J]. Ecosystems,2001,4(3):200-215. DOI:10.1007/s10021-001-0004-5. |
5 | WALTHER G R,POST E,CONVEY P,et al. Ecological responses to recent climate change[J]. Nature,2002,416(6879:389-395. DOI:10.1038/416389a. |
6 | 李垚,张兴旺,方炎明. 小叶栎分布格局对末次盛冰期以来气候变化的响应[J].植物生态学报,2016,4011): 1164- 1178. LI Y,ZHANG X W,FANG Y M. Responses of the distribution pattern of Quercus chenii to climate change following the Last Glacial Maximum[J]. Chinese Journal of Plant Ecology,2016,401 1): 1 164-1 178. |
7 | LUOTO M,POYRY J,HEIKKINEN R K,et al. Uncertainty of bioclimate envelope models based on the geographical distribution of species[J]. Global Ecology and Biogeography,2005,146): 575-584. DOI:10.1111/j.1466-822x.2005.00186.x. |
8 | MATSUIT,YAGIHASHI T,NAKAYAT,etal. Probability distributions,vulnerability and sensitivity in Fagus crenata forests following predicted climate changes in Japan[J]. Journal of Vegetation Science,2004,155): 605 -614. DOI:10.1111 / j. 1654-1103.2004. tb02302. x. |
9 | 吴正方. 东北阔叶红松林分布区生态气候适宜性及全球气候变化影响评价[J].应用生态学报,2003,145): 771-775. WU Z F. Assessment of eco‑climatic suitability and climate change impacts of/ on broad⁃leaved Korean pine forest in Northeast China[J]. Chinese Journal of Applied Ecology,2003,14(5):771-775. DOI:10.13287/j.1001-9332.2003.0173. |
10 | 王谋,李勇,黄润秋,等. 气候变暖对青藏高原腹地高寒植被的影响[J].生态学报,2005,256): 1275-1281. WANG M,LI Y,HUANG R Q,et al. The effects of climate warming on the alpine vegetation of the Qinghai⁃Tibetan Plateau hinterland[J].Acta Ecologica Sinica,2005,25(6):1275-1281.DOI: 10.3321 /j. issn:1000-0933.2005.06.007. |
11 | THUILLER W. BIOMOD‑optimizing predictions of species distributions and projecting potential future shifts under global change[J]. Global Change Biology,2003,9(10):1353-1362. DOI:10.1046/j.1365-2486.2003.00666.x. |
12 | 吴建国.气候变化对我国7种植物潜在分布的影响[J].广西植物,2011,31(5): 595-607,694. WU J G. The potential effects of climate change on the distributions of 7 plants in China[J]. Guihaia,2011,31(5):595-607,694. DOI:10.3969/j. issn.1000-3142.2011.05.008 |
13 | 张清华,郭泉水,徐德应,等. 气候变化对我国珍稀濒危树种:珙桐地理分布的影响研究[J].林业科学,2000,36(2): 47-52. ZHANG Q H,GUO Q S,XU D Y,et al. Influence of climate changes on geographical distribution of Davidia involucrata,the precious and endangered species native to China[J]. Scientia Silvae Sinicae,2000,36(2): 47-52. DOI:10.3321/j.issn:1001-7488.2000.02.008. |
14 | 陈育峰,李克让. 应用林窗模型研究全球气候变化对森林群落的可能影响——以四川西部紫果云杉群落为例[J].地理学报,1996,51(Sl):73-80. CHEN Y F,LI K R. Research on possible impacts of global climate change on forest community using forest gap model:a case study of Picea purpurea located in the western part of Sichuan[J]. Acta Geographica Sinica,1996,51(S1): 73-80. |
15 | 刘军. 毛红椿天然居群遗传结构研究[D]. 北京: 中国林业科学研究院,2007. LIU J. Study on genetic structure of natural populations of Toona ciliata var. pubescens[D]. Beijing: Chinese Academy of Forestry,2007. |
16 | 温强,叶金山,周诚. 江西毛红椿天然群体的遗传多样性分析[J].南方林业科学,2016,44(3): 1-6,55. WEN Q,YE J S,ZHOU C. Analysis of genetic diversity of natural populations of Toona ciliata var. pubescens in Jiangxi Province[J]. South China Forestry Science,2016,44(3): 1-6,55. DOI:10.16259/j. cnki.36-1342/s.2016.03.001. |
17 | 刘军,陈益泰,罗阳富,等. 毛红椿天然林群落结构特征研究[J].林业科学研究,2010,23(1): 93-97. LIU J,CHEN Y T,LUO Y F,et al. Study on community characters of Toona ciliata var. pubescens natural forest[J]. Forest Research,2010,23(1): 93-97. DOI:10.13275/j.cnki.lykxyj.2010.01.011. |
18 | 黄红兰. 九连山自然保护区毛红椿天然种群生态学特征[D]. 南昌: 江西农业大学,2012. HUANG H L. The natural population ecological traits of Toona ciliata var. pubescens in Jiulianshan nature reserve[D]. Nanchang: Jiangxi Agricultural University,2012. |
19 | 郭新弧,周树德,陈仁钧,等. 安徽泾县毛红椿林的群落调查[J]. 安徽师大学报(自然科学版),1983,6(2): 63-71. GUO X H,ZHOU S D,CHEN R J,et al. Survey of Toona ciliata var. pubescens community at Jing County in Anhui Province[J]. Journal of Anhui Normal University(Natural Science),1983,6(2: 63-71. DOI:10.14182/j.cnki.1001- 2443.1983.02.011. |
20 | 黄红兰,张露,贾黎明,等. 基于MaxEnt模型的毛红椿全球潜在适生区分布及其特征预测研究[J].江西农业大学学报,2018,40(2): 241-247. HUANG H L,ZHANG L,JIA L M,et al. Prediction of global potential suitable distribution areas and attributes of Toona ciliata var. pubescens with MaxEnt[J]. Acta Agriculturae Universitatis Jiangxiensis(Natural Sciences Edition,2018,40(2): 241 - 247. DOI: 10.13836/j. jjau. 2018032. |
21 | 张春华,和菊,孙永玉,等.基于MaxEnt模型的毛红椿适生区预测[J].林业科学研究,2018,31(3): 120-126. ZHANG C H,HE J,SUN Y Y,et al. Distributional change in suitable areas for Toonaciliate var. pubescens based on MaxEnt[J]. Forest Research,2018,31(3): 120-126. DOI:10.13275/j. cnki. lykxyj. 2018.03.016. |
22 | PHILLIPS S J,ANDERSON R P,SCHAPIRE R E. Maximum entropy modeling of species geographic distributions[J]. Ecological Modelling,2006,190(3/4): 231-259. DOI:10.1016 / j. ecolmodel. 2005.03.026. |
23 | KUMAR S,STOHLGREN T J. MaxEnt modeling for predicting suitable habitat for threatened and endangered tree Canacomyrica monticola in New Caledonia[J]. Journal of Ecology and the Natural Environment,2009,1(4): 94-98 |
24 | 孟艺宏,徐璕,姜小龙,等. 双花木属植物潜在分布区模拟与分析[J].生态学报,2019,39(8): 2816-2825. MENG Y H,XU X,JIANG X L,et al. Potential distribution modeling and analysis of Disanthus Maxim[J]. Acta Ecologica Sinica,2019,39(8): 2816-2825. DOI:10.5846/stxb201805311203. |
25 | 张光富. 安徽珍稀濒危植物及其保护[J]. 安徽师范大学学报(自然科学版),2000,28(1: 36-39. ZHANG G F. Study on rare and threatened plants of Anhui and their conservation[J]. Journal of Anhui Normal University(Natural Science,2000,28(1: 36-39. DOI:10.3969/j.issn.1001-2443.2000.01.012. |
26 | 萧运峰.安徽省毛红楝子的调查报告[J].植物生态学报,1983,7(2): 152-157. XIAO Y F. Investigation on Toona sureni(Bj.)Merr. var. pubescens from Anhui Province[J]. Chinese Journal of Plant Ecology,1983,7(2): 152-157. |
27 | 刘军,陈文荣,徐金良,等. 毛红椿人工林树干液流动态变化对坡位的响应[J].应用生态学报,2014,25(8): 2209- 2214. LIU J,CHEN W R,XU J L,et al. Trunk Sap flow dynamic changes in response to the slopes of plantation of Toona ciliata var. pubescens[J]. Chinese Journal of Applied Ecology,2014,25(8): 2209-2214. DOI:10.13287/j. 1001 -9332.20140530.006. |
28 | HITZ S,SMITH J. Estimating global impacts from climate change[J]. Global Environmental Change,2004,14(3): 201 -218. DOI:10.1016 / j. gloenvcha. 2004.04.010. |
29 | 田芝平,姜大膀. 全新世中期和末次冰盛期中国季风区面积和季风降水变化[J].科学通报,2015,604):400-410. TIAN Z P,JIANG D B. Mid⁃Holocene and last glacial maximum changes in monsoon area and precipitation over China[J]. Chinese Science Bulletin,2015,60(4): 400-410. DOI:10.1360/N972014-00718. |
30 | 黄红兰,张露,廖承开. 毛红椿天然林种子雨、种子库与天然更新[J].应用生态学报,2012,23(4): 972-978. HUANG H L,ZHANG L,LIAO C K. Seed rain,soil seed bank,and natural regeneration of natural Toona ciliata var. pubescens forest[J]. Chinese Journal of Applied Ecology,2012,234): 972978. DOI:10.13287/j. 1001-9332.2012.0133. |
31 | WOODWARD F I,WILLIAMS B G. Climate and plant distribution at global and local scales[J]. Vegetatio,1987,69(1/2/3: 189-197. DOI:10.1007/bf00038700. |
32 | LEEMANS R,EICKHOUT B. Another reason for concern: regional and global impacts on ecosystem for different levels of climate change[J]. Global Environmental Changes,2004,14: 219-228. DOI:10.1016/j.gloenvcha.2004.04.009. |
[1] | HE Xu, MIAO Zimei, TIAN Jiaxi, YANG Liu, ZHANG Zengxin, ZHU Bin. Temperature, precipitation and runoff prediction in the Yangtze River basin based on CMIP 6 multi-model [J]. JOURNAL OF NANJING FORESTRY UNIVERSITY, 2024, 48(2): 1-8. |
[2] | LUO Chuying, SHE Jiyun, TANG Zichao. Prediction of potential distribution areas of the endangered Cathaya argyrophylla based on shared socio-economic pathways (SSPs) climate scenarios [J]. JOURNAL OF NANJING FORESTRY UNIVERSITY, 2024, 48(1): 161-168. |
[3] | YANG Hong, DONG Jingjing, WU Tong, ZHOU Huajin, CHEN Jie, LI Meng, WANG Xianrong, YI Xiangui. Prediction of potential suitable areas of Cerasus discoidea in China based on the MaxEnt model [J]. JOURNAL OF NANJING FORESTRY UNIVERSITY, 2023, 47(4): 131-138. |
[4] | SHI Song, LI Wen, ZHAI Yucen, LIN Xiaopeng, DING Yishu. Spatiotemporal changes of vegetation NDVI and those reasons in northeast China Tiger and Leopard National Park [J]. JOURNAL OF NANJING FORESTRY UNIVERSITY, 2023, 47(4): 31-41. |
[5] | GAI Junpeng, CHEN Dongsheng, JIA Weiwei, WANG Zheng. Developing height growth model of Larix kaempferi based on genetic and climate effects [J]. JOURNAL OF NANJING FORESTRY UNIVERSITY, 2023, 47(4): 51-60. |
[6] | HAN Shumin, YAN Wei, YANG Xuedong, HU Bo, YU Fengqiang, GAO Runhong. Potential distribution patterns and future changes of Ulmus pumila in China based on the MaxEnt model [J]. JOURNAL OF NANJING FORESTRY UNIVERSITY, 2023, 47(3): 103-110. |
[7] | HE Xiao, LEI Xiangdong, DUAN Guangshuang, FENG Qingrong, ZHANG Yiru, FENG Linyan. Modelling the effects of climate change on stand biomass growth of larch plantations [J]. JOURNAL OF NANJING FORESTRY UNIVERSITY, 2023, 47(3): 120-128. |
[8] | ZOU Xiaoming, WANG Guobing, GE Zhiwei, XIE Youchao, RUAN Honghua, WU Xiaoqiao, YANG Yan. Mechanisms and methods for augmenting carbon sink in forestry [J]. JOURNAL OF NANJING FORESTRY UNIVERSITY, 2022, 46(6): 167-176. |
[9] | DONG Jingjing, CHEN Jie, YANG Hong, LI Meng, WANG Xianrong, YI Xiangui. Simulation and analyses of ecological characteristics of Cerasus conradinae adaptability area [J]. JOURNAL OF NANJING FORESTRY UNIVERSITY, 2022, 46(3): 213-221. |
[10] | WU Fan, ZHU Peihuang, JI Kongshu. Responses of masson pine(Pinus massoniana) distribution patterns to future climate change [J]. JOURNAL OF NANJING FORESTRY UNIVERSITY, 2022, 46(2): 196-204. |
[11] | TU Zhenyu, GOU Xiaohua, ZOU Songbing. Potential distributions of Picea crassifolia on the north slope of Qilian Mountains [J]. JOURNAL OF NANJING FORESTRY UNIVERSITY, 2022, 46(2): 221-226. |
[12] | MIAO Jing, WANG Yong, WANG Lu, XU Xiaogang. Prediction of potential geographical distribution pattern change for Castanopsis sclerophylla on MaxEnt [J]. JOURNAL OF NANJING FORESTRY UNIVERSITY, 2021, 45(3): 193-198. |
[13] | ZHANG Fengying, ZHANG Zengxin, TIAN Jiaxi, HUANG Richao, KONG Rui, ZHU Bin, ZHU Min, WANG Yiming, CHEN Xi. Forest NPP simulation in the Yangtze River Basin and its response to climate change [J]. JOURNAL OF NANJING FORESTRY UNIVERSITY, 2021, 45(1): 175-181. |
[14] | ZHANG Heng, ZHANG Qiuliang, YUE Yang, SONG Ximing, DAI Haiyan, YI Bole. The impact of climate change on forest and grassland fires and future trends in Hulunbuir City, Inner Mongolia [J]. JOURNAL OF NANJING FORESTRY UNIVERSITY, 2020, 44(5): 222-230. |
[15] | CHANG Juan, ZHANG Zengxin, TIAN Jiaxi, CHEN Xi, CHEN Yizhao. Spatio‑temporal characteristics of grassland water use efficiency and its response to climate change in northwest China [J]. JOURNAL OF NANJING FORESTRY UNIVERSITY, 2020, 44(3): 119-125. |
Viewed | ||||||
Full text |
|
|||||
Abstract |
|
|||||