An Optimized Twofold LUT architecture for fast function approximation

The efficient approximation of elementary and activation functions is crucial for the deployment of machine learning algorithms and deep learning on resource-constrained hardware like FPGAs. The twofold lookup table (t-LUT) architecture effectively reduces resource usage by exploiting redundancy in...

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Detaylı Bibliyografya
Asıl Yazarlar:	Ayad M. Dalloo, Sulaf Waiss, Amjad J. Humaidi, Ammar K. Al Mhdawi, Noaman M. Noaman, Husham M Ahmed, Abdulkareem Sh. Mahdi Al-Obaidi
Materyal Türü:	Artigo
Dil:	Inglês
Baskı/Yayın Bilgisi:	Elsevier 2026-06-01
Seri Bilgileri:	Franklin Open
Konular:	Activation functions Lookup table compression Optimized twofold LUT (Ot-LUT) Trigonometric function Activation Function Approximation FPGA
Online Erişim:	http://www.sciencedirect.com/science/article/pii/S2773186326000058
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An Optimized Twofold LUT architecture for fast function approximation

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