High-Speed VLSI Implementation of an Improved Parallel Delayed LMS Algorithm

被引:2
|
作者
Liu, Ming [1 ]
Guan, Mingxiang [1 ]
Wu, Zhou [1 ]
Sun, Chongwu [1 ]
Zhang, Weifeng [1 ]
Wang, Mingjiang [2 ]
机构
[1] Shenzhen Inst Informat Technol, Sch Microelect, Shenzhen 518000, Peoples R China
[2] Harbin Inst Technol, Fac Elect & Informat Engn, Shenzhen 518000, Peoples R China
来源
MOBILE NETWORKS & APPLICATIONS | 2022年 / 27卷 / 04期
关键词
2-parallel delayed LMS; Very large scale integration (VLSI); Fined-grained; Area-delay-product (ADP); FILTER ARCHITECTURE; ADAPTIVE FILTER; POWER;
D O I
10.1007/s11036-021-01877-4
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Motivated by improvement of convergence rate and throughput performance, this work develops a systematic high-speed VLSI implementation of the adaptive filter based on the improved 2-parallel delayed LMS (PDLMS) algorithm. The proposed design uses a novel hardware-efficient architecture for weight updating based on parallel adaptive 2-by-2 algorithm. Compared with the conventional filter structure, the parallel filter has higher throughput rate and lower power dissipation. To improve the convergent characteristic of the adaptive digital filter, we have selected one branch from two weight update branches which has better system performance. The fine-grained arithmetic operation unit and the retiming technology are employed to reduce the delay of critical path effectively. From the ASIC synthesis results we find that the proposed architecture of an 8-tap filter has nearly 24% less power and nearly 18% less area-delay-product (ADP) than the best existing structure. Thus it can be seen that the proposed design has the important practice instruction significance.
引用
收藏
页码:1593 / 1603
页数:11
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