Accelerated increase in vegetation carbon sequestration in China after 2010: A turning point resulting from climate and human interaction
China has increased its vegetation coverage and enhanced its terrestrial carbon sink through ecological restoration since the end of the 20th century. However, the temporal variation in vegetation carbon sequestration remains unclear, and the relative effects of climate change and ecological restora...
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description | China has increased its vegetation coverage and enhanced its terrestrial carbon sink through ecological restoration since the end of the 20th century. However, the temporal variation in vegetation carbon sequestration remains unclear, and the relative effects of climate change and ecological restoration efforts are under debate. By integrating remote sensing and machine learning with a modelling approach, we explored the biological and physical pathways by which both climate change and human activities (e.g., ecological restoration, cropland expansion, and urbanization) have altered Chinese terrestrial ecosystem structures and functions, including vegetation cover, surface heat fluxes, water flux, and vegetation carbon sequestration (defined by gross and net primary production, GPP and NPP). Our study indicated that during 2001–2018, GPP in China increased significantly at a rate of 49.1–53.1 TgC/yr2, and the climatic and anthropogenic contributions to GPP gains were comparable (48%–56% and 44%–52%, respectively). Spatially, afforestation was the dominant mechanism behind forest cover expansions in the farming‐pastoral ecotone in northern China, on the Loess Plateau and in the southwest karst region, whereas climate change promoted vegetation cover in most parts of southeastern China. At the same time, the increasing trend in NPP (22.4–24.9 TgC/yr2) during 2001–2018 was highly attributed to human activities (71%–81%), particularly in southern, eastern, and northeastern China. Both GPP and NPP showed accelerated increases after 2010 because the anthropogenic NPP gains during 2001–2010 were generally offset by the climate‐induced NPP losses in southern China. However, after 2010, the climatic influence reversed, thus highlighting the vegetation carbon sequestration that occurs with ecological restoration.
By incorporating multiple remote sensing data into carbon models, this study calculated vegetation carbon uptake (i.e., gross primary production, GPP and net primary production, NPP) in China during 2001–2018. Moreover, we separated the climatic and anthropogenic impacts on vegetation cover and vegetation carbon uptake changes by using a new method. Finally, we also explored the biological or physiological pathways by which climate change and human activities, mainly the ecological restoration efforts, led to the carbon uptake change and other ecosystem changes in China in recent years. |
doi_str_mv | 10.1111/gcb.15854 |
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By incorporating multiple remote sensing data into carbon models, this study calculated vegetation carbon uptake (i.e., gross primary production, GPP and net primary production, NPP) in China during 2001–2018. Moreover, we separated the climatic and anthropogenic impacts on vegetation cover and vegetation carbon uptake changes by using a new method. Finally, we also explored the biological or physiological pathways by which climate change and human activities, mainly the ecological restoration efforts, led to the carbon uptake change and other ecosystem changes in China in recent years.</description><identifier>ISSN: 1354-1013</identifier><identifier>EISSN: 1365-2486</identifier><identifier>DOI: 10.1111/gcb.15854</identifier><language>eng</language><publisher>Oxford: Blackwell Publishing Ltd</publisher><subject>Afforestation ; Agricultural land ; Anthropogenic factors ; anthropogenic impacts ; attribution analysis ; Carbon ; Carbon sequestration ; Carbon sinks ; China ; Climate change ; Climate effects ; climatic characteristics ; Ecological effects ; Environmental restoration ; Habitat selection ; Heat flux ; Heat transfer ; Human influences ; interannual variation ; Karst ; Learning algorithms ; Machine learning ; Net Primary Productivity ; Plant cover ; Primary production ; Remote sensing ; Restoration ; Temporal variations ; Urbanization ; Vegetation ; vegetation carbon sequestration ; Vegetation cover</subject><ispartof>Global change biology, 2021-11, Vol.27 (22), p.5848-5864</ispartof><rights>2021 John Wiley & Sons Ltd</rights><rights>Copyright © 2021 John Wiley & Sons Ltd</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c3704-3a6fc69e1d9f0d9cadc628d1dd4164e66971e035f1743001422ea1bc1fc156573</citedby><cites>FETCH-LOGICAL-c3704-3a6fc69e1d9f0d9cadc628d1dd4164e66971e035f1743001422ea1bc1fc156573</cites><orcidid>0000-0002-1806-4091 ; 0000-0002-6761-0829 ; 0000-0002-9920-9802 ; 0000-0001-8057-2292 ; 0000-0002-4319-7857 ; 0000-0002-1139-2033</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://onlinelibrary.wiley.com/doi/pdf/10.1111%2Fgcb.15854$$EPDF$$P50$$Gwiley$$H</linktopdf><linktohtml>$$Uhttps://onlinelibrary.wiley.com/doi/full/10.1111%2Fgcb.15854$$EHTML$$P50$$Gwiley$$H</linktohtml><link.rule.ids>314,780,784,1417,27924,27925,45574,45575</link.rule.ids></links><search><creatorcontrib>Chen, Yongzhe</creatorcontrib><creatorcontrib>Feng, Xiaoming</creatorcontrib><creatorcontrib>Tian, Hanqin</creatorcontrib><creatorcontrib>Wu, Xutong</creatorcontrib><creatorcontrib>Gao, Zhen</creatorcontrib><creatorcontrib>Feng, Yu</creatorcontrib><creatorcontrib>Piao, Shilong</creatorcontrib><creatorcontrib>Lv, Nan</creatorcontrib><creatorcontrib>Pan, Naiqing</creatorcontrib><creatorcontrib>Fu, Bojie</creatorcontrib><title>Accelerated increase in vegetation carbon sequestration in China after 2010: A turning point resulting from climate and human interaction</title><title>Global change biology</title><description>China has increased its vegetation coverage and enhanced its terrestrial carbon sink through ecological restoration since the end of the 20th century. However, the temporal variation in vegetation carbon sequestration remains unclear, and the relative effects of climate change and ecological restoration efforts are under debate. By integrating remote sensing and machine learning with a modelling approach, we explored the biological and physical pathways by which both climate change and human activities (e.g., ecological restoration, cropland expansion, and urbanization) have altered Chinese terrestrial ecosystem structures and functions, including vegetation cover, surface heat fluxes, water flux, and vegetation carbon sequestration (defined by gross and net primary production, GPP and NPP). Our study indicated that during 2001–2018, GPP in China increased significantly at a rate of 49.1–53.1 TgC/yr2, and the climatic and anthropogenic contributions to GPP gains were comparable (48%–56% and 44%–52%, respectively). Spatially, afforestation was the dominant mechanism behind forest cover expansions in the farming‐pastoral ecotone in northern China, on the Loess Plateau and in the southwest karst region, whereas climate change promoted vegetation cover in most parts of southeastern China. At the same time, the increasing trend in NPP (22.4–24.9 TgC/yr2) during 2001–2018 was highly attributed to human activities (71%–81%), particularly in southern, eastern, and northeastern China. Both GPP and NPP showed accelerated increases after 2010 because the anthropogenic NPP gains during 2001–2010 were generally offset by the climate‐induced NPP losses in southern China. However, after 2010, the climatic influence reversed, thus highlighting the vegetation carbon sequestration that occurs with ecological restoration.
By incorporating multiple remote sensing data into carbon models, this study calculated vegetation carbon uptake (i.e., gross primary production, GPP and net primary production, NPP) in China during 2001–2018. Moreover, we separated the climatic and anthropogenic impacts on vegetation cover and vegetation carbon uptake changes by using a new method. Finally, we also explored the biological or physiological pathways by which climate change and human activities, mainly the ecological restoration efforts, led to the carbon uptake change and other ecosystem changes in China in recent years.</description><subject>Afforestation</subject><subject>Agricultural land</subject><subject>Anthropogenic factors</subject><subject>anthropogenic impacts</subject><subject>attribution analysis</subject><subject>Carbon</subject><subject>Carbon sequestration</subject><subject>Carbon sinks</subject><subject>China</subject><subject>Climate change</subject><subject>Climate effects</subject><subject>climatic characteristics</subject><subject>Ecological effects</subject><subject>Environmental restoration</subject><subject>Habitat selection</subject><subject>Heat flux</subject><subject>Heat transfer</subject><subject>Human influences</subject><subject>interannual variation</subject><subject>Karst</subject><subject>Learning algorithms</subject><subject>Machine learning</subject><subject>Net Primary Productivity</subject><subject>Plant cover</subject><subject>Primary production</subject><subject>Remote sensing</subject><subject>Restoration</subject><subject>Temporal variations</subject><subject>Urbanization</subject><subject>Vegetation</subject><subject>vegetation carbon sequestration</subject><subject>Vegetation cover</subject><issn>1354-1013</issn><issn>1365-2486</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2021</creationdate><recordtype>article</recordtype><recordid>eNp1kMFOwzAMhiMEEmNw4A0iceLQLW6TtOU2KhhIk7jAucoSZ-vUtSNpQXsE3pp05YovdqzPv52fkFtgMwgx3-j1DEQm-BmZQCJFFPNMng-14BEwSC7Jlfc7xlgSMzkhPwutsUanOjS0arRD5TEU9As32KmuahuqlVuH5PGzR9-5sRmQYls1iirboaMxA_ZAF7TrXVM1G3poq6ajDn1fd8PbunZPdV3twyKqGkO3_V4NKmFY6UHxmlxYVXu8-ctT8vH89F68RKu35WuxWEU6SRmPEiWtljmCyS0zuVZGyzgzYAwHyVHKPAVkibCQ8oQx4HGMCtYarAYhRZpMyd2oe3Dt6UPlrg1Hh5VlLDLIuchyHqj7kdKu9d6hLQ8uHO-OJbBycLoMTpcnpwM7H9nvqsbj_2C5LB7HiV-I3ICW</recordid><startdate>202111</startdate><enddate>202111</enddate><creator>Chen, Yongzhe</creator><creator>Feng, Xiaoming</creator><creator>Tian, Hanqin</creator><creator>Wu, Xutong</creator><creator>Gao, Zhen</creator><creator>Feng, Yu</creator><creator>Piao, Shilong</creator><creator>Lv, Nan</creator><creator>Pan, Naiqing</creator><creator>Fu, Bojie</creator><general>Blackwell Publishing Ltd</general><scope>AAYXX</scope><scope>CITATION</scope><scope>7SN</scope><scope>7UA</scope><scope>C1K</scope><scope>F1W</scope><scope>H97</scope><scope>L.G</scope><orcidid>https://orcid.org/0000-0002-1806-4091</orcidid><orcidid>https://orcid.org/0000-0002-6761-0829</orcidid><orcidid>https://orcid.org/0000-0002-9920-9802</orcidid><orcidid>https://orcid.org/0000-0001-8057-2292</orcidid><orcidid>https://orcid.org/0000-0002-4319-7857</orcidid><orcidid>https://orcid.org/0000-0002-1139-2033</orcidid></search><sort><creationdate>202111</creationdate><title>Accelerated increase in vegetation carbon sequestration in China after 2010: A turning point resulting from climate and human interaction</title><author>Chen, Yongzhe ; Feng, Xiaoming ; Tian, Hanqin ; Wu, Xutong ; Gao, Zhen ; Feng, Yu ; Piao, Shilong ; Lv, Nan ; Pan, Naiqing ; Fu, Bojie</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c3704-3a6fc69e1d9f0d9cadc628d1dd4164e66971e035f1743001422ea1bc1fc156573</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2021</creationdate><topic>Afforestation</topic><topic>Agricultural land</topic><topic>Anthropogenic factors</topic><topic>anthropogenic impacts</topic><topic>attribution analysis</topic><topic>Carbon</topic><topic>Carbon sequestration</topic><topic>Carbon sinks</topic><topic>China</topic><topic>Climate change</topic><topic>Climate effects</topic><topic>climatic characteristics</topic><topic>Ecological effects</topic><topic>Environmental restoration</topic><topic>Habitat selection</topic><topic>Heat flux</topic><topic>Heat transfer</topic><topic>Human influences</topic><topic>interannual variation</topic><topic>Karst</topic><topic>Learning algorithms</topic><topic>Machine learning</topic><topic>Net Primary Productivity</topic><topic>Plant cover</topic><topic>Primary production</topic><topic>Remote sensing</topic><topic>Restoration</topic><topic>Temporal variations</topic><topic>Urbanization</topic><topic>Vegetation</topic><topic>vegetation carbon sequestration</topic><topic>Vegetation cover</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Chen, Yongzhe</creatorcontrib><creatorcontrib>Feng, Xiaoming</creatorcontrib><creatorcontrib>Tian, Hanqin</creatorcontrib><creatorcontrib>Wu, Xutong</creatorcontrib><creatorcontrib>Gao, Zhen</creatorcontrib><creatorcontrib>Feng, Yu</creatorcontrib><creatorcontrib>Piao, Shilong</creatorcontrib><creatorcontrib>Lv, Nan</creatorcontrib><creatorcontrib>Pan, Naiqing</creatorcontrib><creatorcontrib>Fu, Bojie</creatorcontrib><collection>CrossRef</collection><collection>Ecology Abstracts</collection><collection>Water Resources Abstracts</collection><collection>Environmental Sciences and Pollution Management</collection><collection>ASFA: Aquatic Sciences and Fisheries Abstracts</collection><collection>Aquatic Science & Fisheries Abstracts (ASFA) 3: Aquatic Pollution & Environmental Quality</collection><collection>Aquatic Science & Fisheries Abstracts (ASFA) Professional</collection><jtitle>Global change biology</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Chen, Yongzhe</au><au>Feng, Xiaoming</au><au>Tian, Hanqin</au><au>Wu, Xutong</au><au>Gao, Zhen</au><au>Feng, Yu</au><au>Piao, Shilong</au><au>Lv, Nan</au><au>Pan, Naiqing</au><au>Fu, Bojie</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Accelerated increase in vegetation carbon sequestration in China after 2010: A turning point resulting from climate and human interaction</atitle><jtitle>Global change biology</jtitle><date>2021-11</date><risdate>2021</risdate><volume>27</volume><issue>22</issue><spage>5848</spage><epage>5864</epage><pages>5848-5864</pages><issn>1354-1013</issn><eissn>1365-2486</eissn><abstract>China has increased its vegetation coverage and enhanced its terrestrial carbon sink through ecological restoration since the end of the 20th century. However, the temporal variation in vegetation carbon sequestration remains unclear, and the relative effects of climate change and ecological restoration efforts are under debate. By integrating remote sensing and machine learning with a modelling approach, we explored the biological and physical pathways by which both climate change and human activities (e.g., ecological restoration, cropland expansion, and urbanization) have altered Chinese terrestrial ecosystem structures and functions, including vegetation cover, surface heat fluxes, water flux, and vegetation carbon sequestration (defined by gross and net primary production, GPP and NPP). Our study indicated that during 2001–2018, GPP in China increased significantly at a rate of 49.1–53.1 TgC/yr2, and the climatic and anthropogenic contributions to GPP gains were comparable (48%–56% and 44%–52%, respectively). Spatially, afforestation was the dominant mechanism behind forest cover expansions in the farming‐pastoral ecotone in northern China, on the Loess Plateau and in the southwest karst region, whereas climate change promoted vegetation cover in most parts of southeastern China. At the same time, the increasing trend in NPP (22.4–24.9 TgC/yr2) during 2001–2018 was highly attributed to human activities (71%–81%), particularly in southern, eastern, and northeastern China. Both GPP and NPP showed accelerated increases after 2010 because the anthropogenic NPP gains during 2001–2010 were generally offset by the climate‐induced NPP losses in southern China. However, after 2010, the climatic influence reversed, thus highlighting the vegetation carbon sequestration that occurs with ecological restoration.
By incorporating multiple remote sensing data into carbon models, this study calculated vegetation carbon uptake (i.e., gross primary production, GPP and net primary production, NPP) in China during 2001–2018. Moreover, we separated the climatic and anthropogenic impacts on vegetation cover and vegetation carbon uptake changes by using a new method. Finally, we also explored the biological or physiological pathways by which climate change and human activities, mainly the ecological restoration efforts, led to the carbon uptake change and other ecosystem changes in China in recent years.</abstract><cop>Oxford</cop><pub>Blackwell Publishing Ltd</pub><doi>10.1111/gcb.15854</doi><tpages>17</tpages><orcidid>https://orcid.org/0000-0002-1806-4091</orcidid><orcidid>https://orcid.org/0000-0002-6761-0829</orcidid><orcidid>https://orcid.org/0000-0002-9920-9802</orcidid><orcidid>https://orcid.org/0000-0001-8057-2292</orcidid><orcidid>https://orcid.org/0000-0002-4319-7857</orcidid><orcidid>https://orcid.org/0000-0002-1139-2033</orcidid></addata></record> |
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subjects | Afforestation Agricultural land Anthropogenic factors anthropogenic impacts attribution analysis Carbon Carbon sequestration Carbon sinks China Climate change Climate effects climatic characteristics Ecological effects Environmental restoration Habitat selection Heat flux Heat transfer Human influences interannual variation Karst Learning algorithms Machine learning Net Primary Productivity Plant cover Primary production Remote sensing Restoration Temporal variations Urbanization Vegetation vegetation carbon sequestration Vegetation cover |
title | Accelerated increase in vegetation carbon sequestration in China after 2010: A turning point resulting from climate and human interaction |
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