Mapping Global Environmental Suitability for Sorghum bicolor (L.) Moench
文献类型：期刊论文
| 作者 | Jiang, Dong1,2,3; Ma, Tian1,2; Ding, Fangyu1,2; Fu, Jingying1,2; Hao, Mengmeng1,2; Wang, Qian1,2; Chen, Shuai1,2 |
| 刊名 | ENERGIES
 |
| 出版日期 | 2019-05-02 |
| 卷号 | 12期号:10页码:11 |
| 关键词 | sweet sorghum marginal lands machine learning model high predictive performance AUC |
| ISSN号 | 1996-1073 |
| DOI | 10.3390/en12101928 |
| 通讯作者 | Ding, Fangyu(dingfy.17b@igsnrr.ac.cn) |
| 英文摘要 | Sorghum bicolor (L.) Moench, called sweet sorghum, is a drought-resistant and heat-tolerant plant used for ethanol bioenergy production, and is able to reduce the competition between growing crops for energy vs. growing crops for food. Quantitatively mapping the marginal lands of sweet sorghum is essential for the development of sorghum-based fuel ethanol production. However, knowledge of the contemporary marginal lands of sweet sorghum remains incomplete, and usually relies on sample data or is evaluated at a national or regional scale based on established rules. In this study, a novel method was demonstrated for mapping the global marginal lands of sweet sorghum based on a machine learning model. The total amount of global marginal lands suitable for sweet sorghum is 4802.21 million hectares. The model was applied to training and validation samples, and achieved high predictive performance, with the area under the receiver operating characteristic (ROC) curve (AUC) values of 0.984 and 0.978, respectively. In addition, the results illustrate that maximum annual temperature contributes more than do other variables to the predicted distribution of sweet sorghum and has a contribution rate of 40.2%. |
| WOS关键词 | CARBON-DIOXIDE EMISSIONS ; MARGINAL LAND RESOURCES ; FOSSIL-FUEL ; BIOENERGY ; GROWTH ; TEMPERATURE ; DIVERSITY |
| 资助项目 | Ministry of Science and Technology of China[2016YFC0401301] ; Ministry of Science and Technology of China[2016YFC1201300] ; National Natural Science Foundation of China[41571509] |
| WOS研究方向 | Energy & Fuels |
| 语种 | 英语 |
| WOS记录号 | WOS:000471016700107 |
| 出版者 | MDPI |
| 资助机构 | Ministry of Science and Technology of China ; National Natural Science Foundation of China |
| 源URL | [http://ir.igsnrr.ac.cn/handle/311030/58673]  |
| 专题 | 中国科学院地理科学与资源研究所 |
| 通讯作者 | Ding, Fangyu |
| 作者单位 | 1.Chinese Acad Sci, Inst Geog Sci & Nat Resources Res, State Key Lab Resources & Environm Informat Syst, Beijing 100101, Peoples R China 2.Univ Chinese Acad Sci, Coll Resources & Environm, Beijing 100049, Peoples R China 3.Minist Land & Resources, Key Lab Carrying Capac Assessment Resource & Envi, Beijing 100101, Peoples R China |
| 推荐引用方式 GB/T 7714 | Jiang, Dong,Ma, Tian,Ding, Fangyu,et al. Mapping Global Environmental Suitability for Sorghum bicolor (L.) Moench[J]. ENERGIES,2019,12(10):11. |
| APA | Jiang, Dong.,Ma, Tian.,Ding, Fangyu.,Fu, Jingying.,Hao, Mengmeng.,...&Chen, Shuai.(2019).Mapping Global Environmental Suitability for Sorghum bicolor (L.) Moench.ENERGIES,12(10),11. |
| MLA | Jiang, Dong,et al."Mapping Global Environmental Suitability for Sorghum bicolor (L.) Moench".ENERGIES 12.10(2019):11. |
入库方式： OAI收割
来源：地理科学与资源研究所
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