Title :
Scheduling & resources sharing technique for adaptive LMS filter
Author :
Shenming, Wang ; Suntiamorntut, W. ; Jindapetch, Nattha ; Qiufan, Ji
Author_Institution :
Comput. Eng., Prince of Songkla Univ., Hatyai Songkla, Thailand
Abstract :
This paper presents a scheduling & resources sharing technique for adaptive LMS (Least-Mean-Square) filter with low power consumption and low resources utilization. It used an 8-bit fixed-point arithmetic representation for the adaptive filter system based on FPGA. The design has been synthesized and simulated in Xilinx ISE. LMS algorithm is widely used in the adaptive filter for noise cancellation system or hearing aid system. We verified the parameter step size u, through simulated the LMS algorithm on MATLAB. And then, we implemented and simulated the original LMS circuit and the proposed LMS circuit which use the scheduling & resources sharing technique design in Xilinx ISE. We found that the proposed circuit uses resources less than the original circuit. Based on the XPower Analyzer tool, the power consumption is estimated. The results showed that the proposed circuit dissipates less power than the original circuit. It nearly economizes 36.4% power consumption compared with the original one.
Keywords :
adaptive filters; field programmable gate arrays; fixed point arithmetic; least mean squares methods; logic design; scheduling; FPGA; LMS algorithm; MATLAB; XPower Analyzer tool; Xilinx ISE; adaptive LMS filter; adaptive filter system; adaptive least-mean-square filter; fixed-point arithmetic representation; hearing aid system; low power consumption; low resources utilization; noise cancellation system; parameter step size; resources sharing technique; scheduling; word length 8 bit; Clocks; Field programmable gate arrays; Integrated circuit modeling; MATLAB; Mathematical model; Robustness; Table lookup; Adaptive LMS Filter; FPGA; Hearing Aids; Low Power Consumption; Noise Cancellation; Scheduling & Resources Sharing;
Conference_Titel :
Electrical Engineering/Electronics, Computer, Telecommunications and Information Technology (ECTI-CON), 2011 8th International Conference on
Conference_Location :
Khon Kaen
Print_ISBN :
978-1-4577-0425-3
DOI :
10.1109/ECTICON.2011.5947784