Pattern recognition model for aerosol classification with atmospheric backscatter lidars: principles and simulations
文献类型：期刊论文
| 作者 | Liu, Dong1; Yang, Yongying1; Zhang, Yupeng1; Cheng, Zhongtao1; Wang, Zhifei1; Luo, Jing1; Su, Lin1; Yang, Liming1; Shen, Yibing1; Bai, Jian1 |
| 刊名 | JOURNAL OF APPLIED REMOTE SENSING
 |
| 出版日期 | 2015 |
| 卷号 | 9页码:11012-11024 |
| 关键词 | pattern recognition backscatter lidar computer simulation cross-validation method Cloud-Aerosol Lidar with Orthogonal Polarization |
| 通讯作者 | Liu, D (reprint author), Zhejiang Univ, Coll Opt Sci & Engn, State Key Lab Modern Opt Instrumentat, Dept Opt Engn, 38 Zheda Rd, Hangzhou 310027, Zhejiang, Peoples R China. |
| 英文摘要 | A pattern recognition model for aerosol classification with atmospheric backscatter lidars is proposed and studied in detail. The theoretical framework and the implementation process of the proposed model are presented. Computer simulations have been carried out to verify the practicability and robustness of this model. The k-fold cross-validation method is employed in the process of classifier designing to choose the proper decision rule, which is mainly based on statistical pattern recognition theory. At the same time, the validity of the model is evaluated. The generalized self-validation is also carried out in the computer simulations to verify the stability of the model. The analysis of the performances in reduced status, especially the instance of application to Cloud-Aerosol Lidar with Orthogonal Polarization, demonstrates the generalization ability and performance of this model. (C) The Authors. Published by SPIE under a Creative Commons Attribution 3.0 Unported License. |
| 研究领域[WOS] | Environmental Sciences ; Remote Sensing ; Imaging Science & Photographic Technology |
| 收录类别 | SCI ; EI |
| 语种 | 英语 |
| WOS记录号 | WOS:000365882600001 |
| 源URL | [http://ir.ceode.ac.cn/handle/183411/38382]  |
| 专题 | 遥感与数字地球研究所_SCI/EI期刊论文_期刊论文 |
| 作者单位 | 1.[Liu, Dong 2.Yang, Yongying 3.Zhang, Yupeng 4.Cheng, Zhongtao 5.Wang, Zhifei 6.Luo, Jing 7.Shen, Yibing 8.Bai, Jian 9.Wang, Kaiwei] Zhejiang Univ, Coll Opt Sci & Engn, State Key Lab Modern Opt Instrumentat, Dept Opt Engn, Hangzhou 310027, Zhejiang, Peoples R China 10.[Su, Lin] Chinese Acad Sci, Inst Remote Sensing & Digital Earth, Beijing 100094, Peoples R China |
| 推荐引用方式 GB/T 7714 | Liu, Dong,Yang, Yongying,Zhang, Yupeng,et al. Pattern recognition model for aerosol classification with atmospheric backscatter lidars: principles and simulations[J]. JOURNAL OF APPLIED REMOTE SENSING,2015,9:11012-11024. |
| APA | Liu, Dong.,Yang, Yongying.,Zhang, Yupeng.,Cheng, Zhongtao.,Wang, Zhifei.,...&Wang, Kaiwei.(2015).Pattern recognition model for aerosol classification with atmospheric backscatter lidars: principles and simulations.JOURNAL OF APPLIED REMOTE SENSING,9,11012-11024. |
| MLA | Liu, Dong,et al."Pattern recognition model for aerosol classification with atmospheric backscatter lidars: principles and simulations".JOURNAL OF APPLIED REMOTE SENSING 9(2015):11012-11024. |
入库方式： OAI收割
来源：遥感与数字地球研究所
浏览0
下载0
收藏0
其他版本
除非特别说明，本系统中所有内容都受版权保护，并保留所有权利。