An Efficient Implementation Approach to FFT Processor for Spectral Analysis

计算机科学 快速傅里叶变换 现场可编程门阵列 时钟频率 控制流程图 设计流量 还原(数学) 门阵列 并行计算 计算机硬件 嵌入式系统 算法 理论计算机科学 数学 电信 炸薯条 几何学
作者
Jinti Hazarika,Mohd. Tasleem Khan,Shaik Rafi Ahamed,Harshal B. Nemade
出处
期刊:IEEE Transactions on Instrumentation and Measurement [Institute of Electrical and Electronics Engineers]
卷期号:72: 1-13 被引量:2
标识
DOI:10.1109/tim.2023.3301891
摘要

This paper presents an efficient hardware implementation approach to a variable-size fast Fourier transform processor for spectral analysis. Due to its capability to handle different frame sizes, it can be adapted in situations where operating parameters necessitate adhering to different standard requirements. A serial real-valued processor with a new data-flow graph is considered as it requires the least number of multipliers. By joint use of stage-specific optimization and multiplierless structure, the overall hardware efficiency of the proposed design is enhanced. Clock-gating is employed to enable the variable size processor operation along with power reduction. A fixed-point analysis of the proposed design is considered. The proposed novel multiplierless structure is based on shift-and-accumulation. This also includes the generation (and sharing) of partial products based on their symmetries. The proposed design offers low area and low power as compared to the state-of-the-art. It is demonstrated for spectral analysis of electroencephalogram signals for machine-learning-based epileptic seizure prediction on a field programmable gate array platform.
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