10-M MAPPING AND ANALYSIS OF MAJOR CROP PLANTING PATTERNS IN HENAN PROVINCE IN CHINA
文献类型：期刊论文
| 作者 | Fang, Ying7; Liu, Hang6,7; Liu, Yuzhu4,5,7; Cheng, Rui2,3,7; Zou, Jinqiu1,7 |
| 刊名 | BANGLADESH JOURNAL OF BOTANY
 |
| 出版日期 | 2026-03-01 |
| 卷号 | 55期号:1页码:191-199 |
| 关键词 | XGBoost Algorithm Crop planting systems Remote sensing Henan Province Food security SHAP |
| ISSN号 | 0253-5416 |
| DOI | 10.3329/bjb.v55i1.88762 |
| 产权排序 | 5 |
| 文献子类 | Article |
| 英文摘要 | To improve crop mapping in complex agricultural regions for food security, this study develops a seasonal monitoring framework, treating the growing seasons as independent classification tasks based on specific temporal windows, in Henan Province, China, using 2023 Sentinel imagery. It employs separate feature sets for summer-harvested (winter wheat) and autumn-harvested crops (maize, rice, peanut, soybean), using an XGBoost algorithm for classification and a SHAP model to overcome the black-box nature of the algorithm and identify key phenological markers. The framework demonstrated high effectiveness, achieving cross-validation consistency rates of 85.18% for winter wheat and 90.08% for maize. The resulting maps show that a winter wheat-summer maize rotation is the predominant cropping pattern in the province. The study also found that driving factors for classification differ by season: winter wheat identification depends on unique phenological signals (e.g., March NIR), whereas autumn crops are distinguished by a dual mechanism of macro-geographical latitude and specific spectral indices. This research confirms the strategy's robustness for fine-scale mapping. |
| URL标识 | 查看原文 |
| WOS关键词 | SPATIOTEMPORAL DYNAMICS ; LANDSAT ; SERVICES ; MAIZE |
| WOS研究方向 | Plant Sciences |
| 语种 | 英语 |
| WOS记录号 | WOS:001733546800024 |
| 出版者 | BANGLADESH BOTANICAL SOC |
| 源URL | [http://ir.igsnrr.ac.cn/handle/311030/221588]  |
| 专题 | 中国科学院地理科学与资源研究所 |
| 通讯作者 | Cheng, Rui; Zou, Jinqiu |
| 作者单位 | 1.Chinese Acad Agr Sci, Inst Agr Resources & Reg Planning, Beijing 100081, Peoples R China 2.Univ Chinese Acad Sci, Beijing 101408, Peoples R China; 3.Chinese Acad Sci, Inst Geog Sci & Nat Resources Res, Beijing 100101, Peoples R China; 4.Zhejiang Univ, Urban Rural Planning & Designing Inst, Hangzhou 310058, Zhejiang, Peoples R China; 5.Zhejiang Univ, Sch Publ Affairs, Hangzhou 310058, Peoples R China; 6.Zhejiang Univ Finance & Econ, Dongfang Coll, Jiaxing 314408, Peoples R China; 7.Shangqiu Normal Univ, Sch Informat Technol, Shangqiu 476000, Henan, Peoples R China; |
| 推荐引用方式 GB/T 7714 | Fang, Ying,Liu, Hang,Liu, Yuzhu,et al. 10-M MAPPING AND ANALYSIS OF MAJOR CROP PLANTING PATTERNS IN HENAN PROVINCE IN CHINA[J]. BANGLADESH JOURNAL OF BOTANY,2026,55(1):191-199. |
| APA | Fang, Ying,Liu, Hang,Liu, Yuzhu,Cheng, Rui,&Zou, Jinqiu.(2026).10-M MAPPING AND ANALYSIS OF MAJOR CROP PLANTING PATTERNS IN HENAN PROVINCE IN CHINA.BANGLADESH JOURNAL OF BOTANY,55(1),191-199. |
| MLA | Fang, Ying,et al."10-M MAPPING AND ANALYSIS OF MAJOR CROP PLANTING PATTERNS IN HENAN PROVINCE IN CHINA".BANGLADESH JOURNAL OF BOTANY 55.1(2026):191-199. |
入库方式： OAI收割
来源：地理科学与资源研究所
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