Global S&T Development Trend Analysis Platform of Resources and Environment
DOI | 10.1038/s41893-019-0246-x |
Deep learning to map concentrated animal feeding operations | |
Handan-Nader, Cassandra1,2; Ho, Daniel E.1,2,3 | |
2019-04-01 | |
发表期刊 | NATURE SUSTAINABILITY
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ISSN | 2398-9629 |
出版年 | 2019 |
卷号 | 2期号:4页码:298-306 |
文章类型 | Article |
语种 | 英语 |
国家 | USA |
英文摘要 | Enforcement of environmental law depends critically on permitting and monitoring intensive animal agricultural facilities, known in the United States as 'concentrated animal feeding operations' (CAFOs). The current legal landscape in the United States has made it difficult for government agencies, environmental groups and the public to know where such facilities are located. Numerous groups have, as a result, conducted manual, resource-intensive enumerations based on maps or ground investigation to identify facilities. Here we show that applying a deep convolutional neural network to high-resolution satellite images offers an effective, highly accurate and lower cost approach to detecting CAFO locations. In North Carolina, the algorithm is able to detect 589 additional poultry CAFOs, representing an increase of 15% from the baseline that was detected through manual enumeration. We show how the approach scales over geography and time, and can inform compliance and monitoring priorities. |
领域 | 资源环境 |
收录类别 | SSCI |
WOS记录号 | WOS:000463925700016 |
WOS类目 | Green & Sustainable Science & Technology ; Environmental Sciences ; Environmental Studies |
WOS研究方向 | Science & Technology - Other Topics ; Environmental Sciences & Ecology |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://119.78.100.173/C666/handle/2XK7JSWQ/289789 |
专题 | 资源环境科学 |
作者单位 | 1.Stanford Univ, Stanford Law Sch, Stanford, CA 94305 USA; 2.Stanford Univ, Dept Polit Sci, Stanford, CA 94305 USA; 3.Stanford Inst Econ Policy Res, Stanford, CA 94305 USA |
推荐引用方式 GB/T 7714 | Handan-Nader, Cassandra,Ho, Daniel E.. Deep learning to map concentrated animal feeding operations[J]. NATURE SUSTAINABILITY,2019,2(4):298-306. |
APA | Handan-Nader, Cassandra,&Ho, Daniel E..(2019).Deep learning to map concentrated animal feeding operations.NATURE SUSTAINABILITY,2(4),298-306. |
MLA | Handan-Nader, Cassandra,et al."Deep learning to map concentrated animal feeding operations".NATURE SUSTAINABILITY 2.4(2019):298-306. |
条目包含的文件 | 条目无相关文件。 |
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