Piecewise Parabolic Approximate Computation Based on an Error-Flattened Segmenter and a Novel Quantizer

This paper proposes a novel Piecewise Parabolic Approximate Computation method for hardware function evaluation, which mainly incorporates an error-flattened segmenter and an implementation quantizer. Under a required software maximum absolute error (MAE), the segmenter adaptively selects a minimum...

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Autores principales: Mengyu An, Yuanyong Luo, Muhan Zheng, Yuxuan Wang, Hongxi Dong, Zhongfeng Wang, Chenglei Peng, Hongbing Pan
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Lenguaje:EN
Publicado: MDPI AG 2021
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Acceso en línea:https://doaj.org/article/1b1e7f27ac7843b882960064a98ed6ac
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spelling oai:doaj.org-article:1b1e7f27ac7843b882960064a98ed6ac2021-11-11T15:41:54ZPiecewise Parabolic Approximate Computation Based on an Error-Flattened Segmenter and a Novel Quantizer10.3390/electronics102127042079-9292https://doaj.org/article/1b1e7f27ac7843b882960064a98ed6ac2021-11-01T00:00:00Zhttps://www.mdpi.com/2079-9292/10/21/2704https://doaj.org/toc/2079-9292This paper proposes a novel Piecewise Parabolic Approximate Computation method for hardware function evaluation, which mainly incorporates an error-flattened segmenter and an implementation quantizer. Under a required software maximum absolute error (MAE), the segmenter adaptively selects a minimum number of parabolas to approximate the objective function. By completely imitating the circuit’s behavior before actual implementation, the quantizer calculates the minimum quantization bit width to ensure a non-redundant fixed-point hardware architecture with an MAE of 1 unit of least precision (ulp), eliminating the iterative design time for the circuits. The method causes the number of segments to reach the theoretical limit, and has great advantages in the number of segments and the size of the look-up table (LUT). To prove the superiority of the proposed method, six common functions were implemented by the proposed method under TSMC-90 nm technology. Compared to the state-of-the-art piecewise quadratic approximation methods, the proposed method has advantages in the area with roughly the same delay. Furthermore, a unified function-evaluation unit was also implemented under TSMC-90 nm technology.Mengyu AnYuanyong LuoMuhan ZhengYuxuan WangHongxi DongZhongfeng WangChenglei PengHongbing PanMDPI AGarticleerror-flattenedsegmenterquantizermultifunctional unitElectronicsTK7800-8360ENElectronics, Vol 10, Iss 2704, p 2704 (2021)
institution DOAJ
collection DOAJ
language EN
topic error-flattened
segmenter
quantizer
multifunctional unit
Electronics
TK7800-8360
spellingShingle error-flattened
segmenter
quantizer
multifunctional unit
Electronics
TK7800-8360
Mengyu An
Yuanyong Luo
Muhan Zheng
Yuxuan Wang
Hongxi Dong
Zhongfeng Wang
Chenglei Peng
Hongbing Pan
Piecewise Parabolic Approximate Computation Based on an Error-Flattened Segmenter and a Novel Quantizer
description This paper proposes a novel Piecewise Parabolic Approximate Computation method for hardware function evaluation, which mainly incorporates an error-flattened segmenter and an implementation quantizer. Under a required software maximum absolute error (MAE), the segmenter adaptively selects a minimum number of parabolas to approximate the objective function. By completely imitating the circuit’s behavior before actual implementation, the quantizer calculates the minimum quantization bit width to ensure a non-redundant fixed-point hardware architecture with an MAE of 1 unit of least precision (ulp), eliminating the iterative design time for the circuits. The method causes the number of segments to reach the theoretical limit, and has great advantages in the number of segments and the size of the look-up table (LUT). To prove the superiority of the proposed method, six common functions were implemented by the proposed method under TSMC-90 nm technology. Compared to the state-of-the-art piecewise quadratic approximation methods, the proposed method has advantages in the area with roughly the same delay. Furthermore, a unified function-evaluation unit was also implemented under TSMC-90 nm technology.
format article
author Mengyu An
Yuanyong Luo
Muhan Zheng
Yuxuan Wang
Hongxi Dong
Zhongfeng Wang
Chenglei Peng
Hongbing Pan
author_facet Mengyu An
Yuanyong Luo
Muhan Zheng
Yuxuan Wang
Hongxi Dong
Zhongfeng Wang
Chenglei Peng
Hongbing Pan
author_sort Mengyu An
title Piecewise Parabolic Approximate Computation Based on an Error-Flattened Segmenter and a Novel Quantizer
title_short Piecewise Parabolic Approximate Computation Based on an Error-Flattened Segmenter and a Novel Quantizer
title_full Piecewise Parabolic Approximate Computation Based on an Error-Flattened Segmenter and a Novel Quantizer
title_fullStr Piecewise Parabolic Approximate Computation Based on an Error-Flattened Segmenter and a Novel Quantizer
title_full_unstemmed Piecewise Parabolic Approximate Computation Based on an Error-Flattened Segmenter and a Novel Quantizer
title_sort piecewise parabolic approximate computation based on an error-flattened segmenter and a novel quantizer
publisher MDPI AG
publishDate 2021
url https://doaj.org/article/1b1e7f27ac7843b882960064a98ed6ac
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