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Polynomial Sparse Adaptive Estimation in Distributed Networks

delete2018-03-01
delete14
PRE
AI
K
Kalyankar Shravan Kumar
N
Nithin V. George *
DOI:10.1109/TCSII.2017.2720181delete
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摘要

摘要

En 中文
Wireless sensor networks, including wireless acoustic sensor networks, have found applications in diverse areas including hearing aids, hands-free telephony, and target tracking. The objective of this brief is to introduce a new sparsity regularization parameter in sparse distributed network estimation, to achieve a better estimation accuracy in comparison with existing sparse-aware algorithms. In order to further reduce the computational complexity, the algorithm has also been designed for heterogeneous sensor networks, where only a fraction of the sensor nodes use sparse-aware adaptive estimation schemes.
Keyword:
Distributed networks
diffusion strategy
sparse system estimation
heterogeneous networks
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期刊

I
IEEE Transactions on Circuits and Systems and Express Briefs
IF:
4.9
论文数:
8.8K
被引数:
2.5W

机构

I
indian institute of technology system (iit system)
学者数:
9.5W
论文数: 9.9W
被引数: 93
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