Mitigation of Ultra Wide-Band Interference for SAR Using Nonnegative Matrix Factorization with Prior Constraints

IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium(2018)

引用 0|浏览11
暂无评分
摘要
The proliferation of radio technology increase the likelihood of interference to active remote sensing systems, especially for those high-resolution synthetic aperture radar (SAR) systems with large bandwidth. The presence of radio frequency interference (RFI) in SAR data would affect the image quality and subsequent image interpretation results. Nowadays, radio services have an increasing demand for greater bandwidth, and the contamination bandwidth by RFI are becoming wider. This paper discusses the extreme case that SAR echoes are contaminated by ultra wide-band RFI, i.e., the bandwidth of RFI is relatively larger than the transmitted signal, traditional methods would fail due to large signal loss. In this paper, we proposed a mitigation method using nonnegative matrix factorization with prior constraints like independence and sparsity. The experimental results indicate the effectiveness of the proposed method.
更多
查看译文
关键词
Synthetic aperture radar,radio frequency interference,interference mitigation,nonnegative matrix factorization
AI 理解论文
溯源树
样例
生成溯源树,研究论文发展脉络
Chat Paper
正在生成论文摘要