Spatial database of planted forests in East Asia

被引:19
作者
Abbasi, Akane O. [1 ]
Tang, Xiaolu [2 ,3 ]
Harris, Nancy L. [4 ]
Goldman, Elizabeth D. [4 ]
Gamarra, Javier G. P. [5 ]
Herold, Martin [6 ]
Kim, Hyun Seok [7 ,8 ,9 ,10 ]
Luo, Weixue [11 ]
Silva, Carlos Alberto [12 ]
Tchebakova, Nadezhda M. [13 ]
Mitra, Ankita [1 ]
Finegold, Yelena [5 ]
Jahanshahi, Mohammad Reza [14 ,15 ]
Alvarez, Cesar Ivan [16 ]
Kim, Tae Kyung [7 ]
Ryu, Daun [9 ,17 ]
Liang, Jingjing [1 ]
机构
[1] Purdue Univ, Dept Forestry & Nat Resources, Forest Adv Comp & Artificial Intelligence FACAI La, 715 W State St, W Lafayette, IN 47907 USA
[2] Chengdu Univ Technol, State Key Lab Geohazard Prevent & Geoenvironm Prot, Chengdu 610059, Sichuan, Peoples R China
[3] Chengdu Univ Technol, Coll Ecol & Environm, Chengdu 610059, Sichuan, Peoples R China
[4] World Resources Inst, 10 G St NE, Washington, DC 20002 USA
[5] Food & Agr Org United Nations, Forestry Div, Natl Forest Monitoring NFM Team, Viale Terme Caracalla, I-00153 Rome, Italy
[6] Helmholtz Ctr Potsdam, GFZ German Res Ctr Geosci, Sect Remote Sensing & Geoinformat 1 4, D-14473 Potsdam, Germany
[7] Seoul Natl Univ, Dept Agr Forestry & Bioresources, Seoul 08826, South Korea
[8] Seoul Natl Univ Seoul, Res Inst Agr & Life Sci, Seoul, South Korea
[9] Seoul Natl Univ, Interdisciplinary Program Agr & Forest Meteorol, Seoul 08826, South Korea
[10] Natl Ctr AgroMeteorol, Seoul, South Korea
[11] Beijing Forestry Univ, Res Ctr Forest Management Engn, State Forestry & Grassland Adm, Beijing, Peoples R China
[12] Univ Florida, Sch Forest Fisheries & Geomat Sci, Forest Biomet Remote Sensing & Artificial Intellig, 342 Newins Ziegler Hall, Gainesville, FL 32611 USA
[13] Russian Acad Sci, Sukachev Forest Inst, Siberian Branch, FRC KNC, Academgorodok 50-28, Krasnoyarsk 660036, Russia
[14] Purdue Univ, Lyles Sch Civil Engn, 550 Stadium Mall Dr, W Lafayette, IN 47907 USA
[15] Purdue Univ, Elmore Family Sch Elect & Comp Engn, 465 Northwestern Ave, W Lafayette, IN 47907 USA
[16] Salesian Polytech Univ, Environm Res Grp Sustainable Dev GIADES, Quito 170702, EC, Ecuador
[17] Natl Inst Forest Sci, Urban Forests Div, Seoul 02455, South Korea
基金
中国国家自然科学基金;
关键词
CARBON DENSITY; RAIN-FOREST; BIOMASS; CHINA; PRODUCTIVITY; ALLOCATION; PLANTATIONS; ECOSYSTEM; XISHUANGBANNA; VEGETATION;
D O I
10.1038/s41597-023-02383-w
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Planted forests are critical to climate change mitigation and constitute a major supplier of timber/non-timber products and other ecosystem services. Globally, approximately 36% of planted forest area is located in East Asia. However, reliable records of the geographic distribution and tree species composition of these planted forests remain very limited. Here, based on extensive in situ and remote sensing data, as well as an ensemble modeling approach, we present the first spatial database of planted forests for East Asia, which consists of maps of the geographic distribution of planted forests and associated dominant tree genera. Of the predicted planted forest areas in East Asia (948,863 km2), China contributed 87%, most of which is located in the lowland tropical/subtropical regions, and Sichuan Basin. With 95% accuracy and an F1 score of 0.77, our spatially-continuous maps of planted forests enable accurate quantification of the role of planted forests in climate change mitigation. Our findings inform effective decision-making in forest conservation, management, and global restoration projects.
引用
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页数:22
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