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Published in: Mobile Networks and Applications 4/2022

11-01-2022

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

Authors: Ming Liu, Mingxiang Guan, Zhou Wu, Chongwu Sun, Weifeng Zhang, Mingjiang Wang

Published in: Mobile Networks and Applications | Issue 4/2022

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Abstract

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.

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Literature
1.
go back to reference Meher PK, Park SY (2014) Critical-path analysis and low-complexity implementation of the LMS adaptive algorithm. IEEE Trans Circuits Syst I, Reg Papers 61(3):778–788CrossRef Meher PK, Park SY (2014) Critical-path analysis and low-complexity implementation of the LMS adaptive algorithm. IEEE Trans Circuits Syst I, Reg Papers 61(3):778–788CrossRef
2.
go back to reference Liu D, Wang M (2016) Delay-optimized floating point fused add-subtract unit. IEICE Electron Express 12(1):1–12MathSciNet Liu D, Wang M (2016) Delay-optimized floating point fused add-subtract unit. IEICE Electron Express 12(1):1–12MathSciNet
3.
go back to reference Yi Y, Woods R, Ting LK, Cowan CFN (2005) High speed FPGA-based implementations of delayed-LMS filters. Journal of VLSI signal processing 39(2):113–131CrossRef Yi Y, Woods R, Ting LK, Cowan CFN (2005) High speed FPGA-based implementations of delayed-LMS filters. Journal of VLSI signal processing 39(2):113–131CrossRef
4.
go back to reference Meher PK, Maheshwari M (2011) A high-speed FIR adaptive filter architecture using a modified delayed LMS algorithm. IEEE International Symposium of Circuits and Systems (ISCAS). IEEE, Rio de Janeiro, Brazil, pp 121–124 Meher PK, Maheshwari M (2011) A high-speed FIR adaptive filter architecture using a modified delayed LMS algorithm. IEEE International Symposium of Circuits and Systems (ISCAS). IEEE, Rio de Janeiro, Brazil, pp 121–124
5.
go back to reference Shanbhag NR, Parhi KK (1994) Pipelined adaptive Digtal filters. Kluwer Academic Publishers, DordrechtCrossRef Shanbhag NR, Parhi KK (1994) Pipelined adaptive Digtal filters. Kluwer Academic Publishers, DordrechtCrossRef
6.
go back to reference Douglas SC, Zhu Q, Smith KF (1998) A pipelined LMS adaptive FIR filter architecture without adaptation delay. IEEE trans. Signal Process 46(3):775–779 Douglas SC, Zhu Q, Smith KF (1998) A pipelined LMS adaptive FIR filter architecture without adaptation delay. IEEE trans. Signal Process 46(3):775–779
7.
go back to reference Ting LK, Woods R, Cowan CFN (2005) Virtex FPGA implementation of a pipelined adaptive LMS predictor for electronic support measures receivers. IEEE Transactions on Very Large Scale Integration (VLSI) Systems 13(1):86–95CrossRef Ting LK, Woods R, Cowan CFN (2005) Virtex FPGA implementation of a pipelined adaptive LMS predictor for electronic support measures receivers. IEEE Transactions on Very Large Scale Integration (VLSI) Systems 13(1):86–95CrossRef
8.
go back to reference Park Y, Meher PK (2013) Low-power, high-throughput, and low-area adaptive FIR filter based on distributed arithmetic. IEEE Transactions on Circuits and Systems II: Express Briefs 60(6):346–350 Park Y, Meher PK (2013) Low-power, high-throughput, and low-area adaptive FIR filter based on distributed arithmetic. IEEE Transactions on Circuits and Systems II: Express Briefs 60(6):346–350
9.
go back to reference Mohanty BK, Meher PK (2009) Delayed block LMS algorithm and concurrent architecture for high-speed implementation of adaptive FIR filters. Proc. IEEE Region 10 TENCON2008 Conference. IEEE, Hyderabad, pp 1–5 Mohanty BK, Meher PK (2009) Delayed block LMS algorithm and concurrent architecture for high-speed implementation of adaptive FIR filters. Proc. IEEE Region 10 TENCON2008 Conference. IEEE, Hyderabad, pp 1–5
10.
go back to reference Van LD, Feng WS (2001) An efficient systolic architecture for the DLMS adaptive filter and its applications. IEEE trans. Circuits Syst. II, analog and digital. Signal Process 48(4):359–366 Van LD, Feng WS (2001) An efficient systolic architecture for the DLMS adaptive filter and its applications. IEEE trans. Circuits Syst. II, analog and digital. Signal Process 48(4):359–366
11.
go back to reference Liu X, Zhang X (2020) NOMA-based resource allocation for cluster-based cognitive industrial internet of things. IEEE Trans. Industrial Informatics 16(8):5379–5388CrossRef Liu X, Zhang X (2020) NOMA-based resource allocation for cluster-based cognitive industrial internet of things. IEEE Trans. Industrial Informatics 16(8):5379–5388CrossRef
12.
go back to reference Liu X, Zhang X, Lu W (2021) QoS-guarantee resource allocation for multibeam satellite industrial internet of things with NOMA. IEEE Trans Industrial Informatics 17(3):2052–2061CrossRef Liu X, Zhang X, Lu W (2021) QoS-guarantee resource allocation for multibeam satellite industrial internet of things with NOMA. IEEE Trans Industrial Informatics 17(3):2052–2061CrossRef
13.
go back to reference Feng Li KY, Lam and Xin Liu. (2018) Joint pricing and power allocation for multibeam satellite systems with dynamic game model. IEEE Trans Vehicular Technology 67(3):2398–2408CrossRef Feng Li KY, Lam and Xin Liu. (2018) Joint pricing and power allocation for multibeam satellite systems with dynamic game model. IEEE Trans Vehicular Technology 67(3):2398–2408CrossRef
14.
go back to reference Liu X, Zhang X, Jia M (2018) 5G-based green broadband communication system design with simultaneous wireless information and power transfer. Physical Communication 28:130–137CrossRef Liu X, Zhang X, Jia M (2018) 5G-based green broadband communication system design with simultaneous wireless information and power transfer. Physical Communication 28:130–137CrossRef
15.
go back to reference Y.-C Tsao and K. Choi.: Area efficient parallel fir digital filter structures for symmetric convolutions based on fast fir algorithm” IEEE Trans VLSI Syst 20(2), 366–371 (2012) Y.-C Tsao and K. Choi.: Area efficient parallel fir digital filter structures for symmetric convolutions based on fast fir algorithm” IEEE Trans VLSI Syst 20(2), 366–371 (2012)
16.
go back to reference Srinivasan S, Bhudiya K, Ramanarayanan R et al (2013) Split-path fused floating point multiply accumulate (FPMAC). IEEE 21st Symposium on Computer Arithmetic. IEEE, Austin, pp 17–24 Srinivasan S, Bhudiya K, Ramanarayanan R et al (2013) Split-path fused floating point multiply accumulate (FPMAC). IEEE 21st Symposium on Computer Arithmetic. IEEE, Austin, pp 17–24
17.
go back to reference Long G, Ling F, Proakis JG (1989) The LMS algorithm with delayed coefficient adaptation. IEEE Trans Accoust, Speech, and Signal Processing 37(9):1397–1405CrossRef Long G, Ling F, Proakis JG (1989) The LMS algorithm with delayed coefficient adaptation. IEEE Trans Accoust, Speech, and Signal Processing 37(9):1397–1405CrossRef
Metadata
Title
High-Speed VLSI Implementation of an Improved Parallel Delayed LMS Algorithm
Authors
Ming Liu
Mingxiang Guan
Zhou Wu
Chongwu Sun
Weifeng Zhang
Mingjiang Wang
Publication date
11-01-2022
Publisher
Springer US
Published in
Mobile Networks and Applications / Issue 4/2022
Print ISSN: 1383-469X
Electronic ISSN: 1572-8153
DOI
https://doi.org/10.1007/s11036-021-01877-4

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