智林的科学之路分享 http://blog.sciencenet.cn/u/oliviazhang Sparse Signal Recovery, Bayesian Learning, Biomedical Signal Processing, Smart-Watch, Smart-Home, Health Monitoring

博文

BSBL算法被IEEE Trans. on Signal Processing接收了

已有 15031 次阅读 2012-11-17 15:01 |个人分类:我的论文|系统分类:论文交流| 压缩感知, 稀疏贝叶斯学习, 稀疏信号恢复

我们的BSBL算法从月份投出去,到现在终于被IEEE Trans. on Signal Processing接收了。论文如下:

Zhilin Zhang, Bhaskar. D. Rao, Extension of SBL Algorithms for theRecovery of Block Sparse Signals with Intra-Block Correlation, to appear in IEEE Trans. on Signal Processing

文章可以在arXiv上下载: http://arxiv.org/abs/1201.0862
BSBL以及相关试验代码可以在这里下载: http://dsp.ucsd.edu/~zhilin/BSBL.html

文章摘要如下:
We examine the recovery of block sparse signals and extend the framework in two important directions; one by exploiting signals' intra-block correlation and the other by generalizing signals' block structure. We propose two families of algorithms based on the framework of block sparse Bayesian learning (BSBL). One family, directly derived from the BSBL framework, requires to know the block structure. Another family, derived from an expanded BSBL framework, is based on a weaker assumption on the block structure, and can be used in the case when the block structure is completely unknown. Using these algorithms we show that exploiting intra-block correlation is very helpful in improving recovery performance. These algorithms also shed light on how to modify existing algorithms or design new ones to exploit such correlation to improve performance.

下面是相关的应用工作,均发表或者接收在IEEE Trans. on Biomedical Engineering:

Zhilin Zhang, Tzyy-Ping Jung, Scott Makeig, Bhaskar D. Rao, Compressed Sensing for Energy-Efficient Wireless Telemonitoring of Non-Invasive Fetal ECG via Block Sparse Bayesian Learning, IEEE Trans. Biomedical Engineering, accepted

Zhilin Zhang, Tzyy-Ping Jung, Scott Makeig, Bhaskar D. Rao, Compressed Sensing of EEG for Wireless Telemonitoring with Low Energy Consumption and Inexpensive Hardware, IEEE Trans. Biomedical Engineering, accepted

至此,BSBL的工作就宣告一个段落了。从BSBL算法研究开始到现今,围绕这个框架总共
1,发表/接收了4篇文章到IEEE期刊,分别是IEEE Journal of Selected Topics in Signal Processing, IEEE Trans. on Signal Processing,和IEEE Trans. on Biomedical Engineering
2,发表了若干篇会议文章(CVPR,MICCAI,ICASSP等等)
3,四篇期刊文章在审
4,拿到了工业界5位数的现金奖励(美元)和6位数年薪的工作offer(美元)
5,帮国内的朋友结合某应用领域申请到了30万(RMB)的funding
6,1 US 专利(在审)




https://wap.sciencenet.cn/blog-765184-633421.html

上一篇:向天再借五年
下一篇:BSBL算法的其它语言实现和代码优化
收藏 IP: 50.90.190.*| 热度|

5 戴朝华 刘淼 吴松 宋铁成 何成文

该博文允许注册用户评论 请点击登录 评论 (11 个评论)

数据加载中...
扫一扫,分享此博文

Archiver|手机版|科学网 ( 京ICP备07017567号-12 )

GMT+8, 2024-5-15 10:40

Powered by ScienceNet.cn

Copyright © 2007- 中国科学报社

返回顶部