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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MDPI AG
2021
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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) |
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error-flattened segmenter quantizer multifunctional unit Electronics TK7800-8360 |
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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 |
work_keys_str_mv |
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