用于生物医学信号处理应用中快速傅立叶变换计算的混合 Radix-16 亭编码和基于舍入的近似 Karatsuba 乘法器

IF 2.2 3区 工程技术 Q3 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Integration-The Vlsi Journal Pub Date : 2024-05-28 DOI:10.1016/j.vlsi.2024.102215
Dinesh Kumar Jayaraman Rajanediran , Ganesh Babu C , Priyadharsini K , M. Ramkumar
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引用次数: 0

摘要

乘法是数字信号处理(DSP)内核中实现的一项基本生物医学信号处理功能。为了提高 DSP 内核的速度、面积和能效,需要使用近似乘法。此外,低功耗乘法器单元设计也是 DSP 处理器的要求之一,以满足日益增长的需求。为了平衡乘法器设计和误差指标,提出了一种高效的混合 Radix-16 Booth 编码和基于舍入的近似 Karatsuba 乘法器 (RBEKM-16)。这项研究引入了一种基于舍入的近似卡拉祖巴乘法器,利用舍入近似来计算乘积的最小有效部分。在此过程中,简单的运算器(如加法器和多路复用器)取代了复杂而昂贵的传统浮点(FP)乘法器。为了进一步降低硬件复杂性并计算乘积的最有意义部分,Radix-4 对数被纳入其中。随后,在部分乘积还原阶段应用近似 4-2 压缩器,生成最有意义位结果。在实验方案中,使用 Xilinx ISE 8.1i 工具从能效、面积利用率和错误率方面评估了乘法器的效率。实验结果表明,建议的乘法器提高了能效,更有效地利用了空间,在生物医学信号处理相关应用中表现良好。此外,所建议的 16 位乘法器的面积利用率为 1068 μm2,延迟为 3.01 ns,功耗为 0.021 mW,功率延迟积为 119 fJ。
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Hybrid Radix-16 booth encoding and rounding-based approximate Karatsuba multiplier for fast Fourier transform computation in biomedical signal processing application

Multiplication is an essential biomedical signal processing function implemented in the Digital Signal Processing (DSP) cores. To enhance the speed, area and energy efficiency of DSP cores, approximate multiplication is used. Also, low power multiplier unit design is one of the requirements of DSP processor to meet the increasing demands. To balance both the design and error metrics of a multiplier design, an efficient Hybrid Radix-16 Booth Encoding and rounding-based approximate Karatsuba Multiplier (RBEKM-16) is proposed. This research introduces an Approximate Karatsuba multiplier based on rounding, utilizing rounding approximation to compute the least significant part of the product. Simple operators, like adders and multiplexers, replace complex and costly conventional Floating-Point (FP) multipliers in this process. Radix-4 logarithms are incorporated to further minimize hardware complexity and calculate the product's most significant part. Subsequently, an approximate 4-2 compressor is applied in the partial product reduction stage to generate the most significant bit result. In the experimental scenario, the efficiency of the multiplier is evaluated in terms of energy efficiency, area utilization and error rate by using Xilinx ISE 8.1i tool. The results from the experiments indicate that the suggested multiplier demonstrates improved energy efficiency, utilizes space more effectively, and performs well in applications related to biomedical signal processing. Further, the accomplished area utilization of the proposed 16-bit multiplier is 1068 μm2, delay is 3.01 ns, power consumption is 0.021 mW and power delay product is 119 fJ.

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来源期刊
Integration-The Vlsi Journal
Integration-The Vlsi Journal 工程技术-工程:电子与电气
CiteScore
3.80
自引率
5.30%
发文量
107
审稿时长
6 months
期刊介绍: Integration''s aim is to cover every aspect of the VLSI area, with an emphasis on cross-fertilization between various fields of science, and the design, verification, test and applications of integrated circuits and systems, as well as closely related topics in process and device technologies. Individual issues will feature peer-reviewed tutorials and articles as well as reviews of recent publications. The intended coverage of the journal can be assessed by examining the following (non-exclusive) list of topics: Specification methods and languages; Analog/Digital Integrated Circuits and Systems; VLSI architectures; Algorithms, methods and tools for modeling, simulation, synthesis and verification of integrated circuits and systems of any complexity; Embedded systems; High-level synthesis for VLSI systems; Logic synthesis and finite automata; Testing, design-for-test and test generation algorithms; Physical design; Formal verification; Algorithms implemented in VLSI systems; Systems engineering; Heterogeneous systems.
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