Title :
Hardware Implementation of EMD Using DSP and FPGA for Online Signal Processing
Author :
Lee, Ming-Huan ; Shyu, Kuo-Kai ; Lee, Po-Lei ; Huang, Chien-Ming ; Chiu, Yun-Jen
Author_Institution :
Dept. of Electr. Eng., Nat. Central Univ., Jhongli, Taiwan
fDate :
6/1/2011 12:00:00 AM
Abstract :
This paper combines a digital signal processor (DSP) and a field programmable gate array (FPGA) to realize the online empirical mode decomposition (EMD)-based signal processing system. The EMD algorithm is a novel signal analysis technique, decomposing signals into a series of intrinsic mode functions. First, the EMD algorithm is implemented in the DSP, named the EMD processor, which has the ability to eliminate noise from the original signal. Next, in order to process the online sequential signal, this paper proposes and implements pipeline and data transfer controllers in the FPGA, called the data processing flow processor. Then, the data processing flow processor coordinates the EMD processor, analog-to-digital converter, and digital-to-analog converter module boards. Finally, this paper presents a prototype of the online EMD-based electrocardiogram denoise system to verify the features of the proposed architecture. The emulations and experimental results demonstrate the effectiveness of the presented system as expected.
Keywords :
analogue-digital conversion; digital signal processing chips; digital-analogue conversion; field programmable gate arrays; interference suppression; DSP; EMD algorithm; EMD processor; EMD-based signal processing system; FPGA; analog-to-digital converter; data processing flow processor; data transfer controller; digital signal processor; digital-to-analog converter; field programmable gate array; intrinsic mode function; noise elimination; online EMD-based electrocardiogram denoise system; online empirical mode decomposition; online sequential signal; online signal processing; pipeline controller; signal analysis; signal decomposition; Array signal processing; Data processing; Digital signal processing; Digital signal processors; Field programmable gate arrays; Hardware; Pipelines; Signal analysis; Signal processing; Signal processing algorithms; Digital signal processor (DSP); empirical mode decomposition (EMD); field programmable gate array (FPGA);
Journal_Title :
Industrial Electronics, IEEE Transactions on
DOI :
10.1109/TIE.2010.2060454