检索结果-内蒙古大学图书馆

multi-modal and multi-objective hyperspectral unmixing model based on multi-source data

COMPUTERS AND ELECTRONICS IN AGRICULTURE 2024年 227卷

作者： Lin, Jiewen Chen, Jian China Agr Univ Coll Engn Beijing 100083 Peoples R China Minist Agr & Rural Affairs Key Lab Smart Agr Technol Yangtze River Delta Nanjing 210044 Peoples R China

Mixed pixels in hyperspectral images are a common imagination in the process of hyperspectral image processing, usually processed using mixed pixel decomposition. To explore the effect of multi-source data fusion on endmember bundle extraction, a multi-modal and multi-objective optimization endmember bundle extraction method based on data fusion (MMO-CDPSO-RSADRDSM) is proposed. Firstly, the initialization particles are randomly assigned in the region by DSM interference;Secondly, according to the characteristics of hyperspectral image space and DSM space, the crowding distance of decision space is improved to improve the diversity of decision space;Finally, the DSM derived weights are integrated into the optimization model to calculate the objective function, and the endmember bundle is extracted iteratively by the above method. The effective endmember bundles extracted by the MMO-CDPSO-RSADRDSM algorithm have mean RMSE (mRMSE) of 0.1853 and 0.1548 on MUUFL and Houston data, respectively, and recombinant minimum mSAD (re-min mSAD) of 0.0325 and 0.0341. The number of endmemebers extracted on the MUUFL dataset is 35, and in Houston it is 36. The experimental results show that this method has good recognition ability for endmembers with high differences and similar hyperspectral bands, and extracts more effective endmember bundles on this basis. This provides a new method for extracting endmember bundles for multi-source data fusion.

关键词： Hyperspectral image Endmember extraction Data fusion Intelligent optimization algorithm multi-modal and multi-objective

来源：评论

学校读者我要写书评

暂无评论

建议与咨询留下您的常用邮箱和电话号码，以便我们向您反馈解决方案和替代方法

时间限定

文献类型

馆藏选择

核心期刊

语言

文献类型

帮助

文字说明：

检索规则说明：

检索范例：

分类表

所选分类

限定检索结果

文献类型

馆藏范围

日期分布

学科分类号

主题

机构

作者

语言

请选择保存的检索档案：

请选择收藏分类：

通借通还

建议与咨询 留下您的常用邮箱和电话号码，以便我们向您反馈解决方案和替代方法

时间限定

文献类型

馆藏选择

核心期刊

语言

文献类型

帮助

文字说明：

检索规则说明：

检索范例：

分类表

所选分类

限定检索结果

文献类型

馆藏范围

日期分布

学科分类号

主题

机构

作者

语言

请选择保存的检索档案： 新增检索档案 确定 取消

请选择收藏分类： 新增自定义分类 确定 取消

通借通还

建议与咨询留下您的常用邮箱和电话号码，以便我们向您反馈解决方案和替代方法

请选择保存的检索档案：

请选择收藏分类：