Knowledge Resource Center for Ecological Environment in Arid Area
DOI | 10.1016/j.jenvman.2023.119016 |
Multi-scenario simulation of carbon budget balance in arid and semi-arid regions | |
Liu, Jiamin; Pei, Xiutong; Zhu, Wanyang; Jiao, Jizong | |
通讯作者 | Jiao, JZ |
来源期刊 | JOURNAL OF ENVIRONMENTAL MANAGEMENT
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ISSN | 0301-4797 |
EISSN | 1095-8630 |
出版年 | 2023 |
卷号 | 346 |
英文摘要 | The carbon budget has emerged as a central focus in global carbon cycle research. The limited understanding of carbon budget balance dynamics has led to an increasing imbalance between ecological and socio-economic benefits. Building upon a comprehensive analysis of carbon storage and emission in Lanzhou from 2000 to 2020, this study develops a novel deep learning model (CNN-LSTM) to simulate carbon budget under various scenarios from 2030 to 2050. Additionally, scientifically grounded recommendations for carbon compensation are provided. The results demonstrate several key findings: (1) The deep learning model exhibits outstanding performance, with an average overall accuracy exceeding 0.93. The coupled model outperforms individual models, underscoring the significance and necessity of incorporating both temporal and spatial features in land use simulation. (2) Under the ecological protection redline scenario from 2030 to 2050, a noteworthy augmentation in carbon storage and a proficient constraint on carbon emissions are observed. This substantiates the effectiveness of ecological protection interventions. (3) Carbon compensation payment areas are predominantly concentrated in built-up land, with the extent of these areas expanding over time. (4) The disparities in carbon balance effects of forest were more conspicuous than that of built-up land across diverse temporal and scenarios. |
英文关键词 | Arid and semi-arid regions CNN-LSTM Carbon sources and sinks Carbon budget Carbon compensation Scenario simulation |
类型 | Article |
语种 | 英语 |
收录类别 | SCI-E |
WOS记录号 | WOS:001079638800001 |
WOS关键词 | CELLULAR-AUTOMATA ; LAND-USE |
WOS类目 | Environmental Sciences |
WOS研究方向 | Environmental Sciences & Ecology |
资源类型 | 期刊论文 |
条目标识符 | http://119.78.100.177/qdio/handle/2XILL650/397299 |
推荐引用方式 GB/T 7714 | Liu, Jiamin,Pei, Xiutong,Zhu, Wanyang,et al. Multi-scenario simulation of carbon budget balance in arid and semi-arid regions[J],2023,346. |
APA | Liu, Jiamin,Pei, Xiutong,Zhu, Wanyang,&Jiao, Jizong.(2023).Multi-scenario simulation of carbon budget balance in arid and semi-arid regions.JOURNAL OF ENVIRONMENTAL MANAGEMENT,346. |
MLA | Liu, Jiamin,et al."Multi-scenario simulation of carbon budget balance in arid and semi-arid regions".JOURNAL OF ENVIRONMENTAL MANAGEMENT 346(2023). |
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