Accelerating neural network inference on FPGA-based platforms—A survey

R Wu, X Guo, J Du, J Li - Electronics, 2021 - mdpi.com
The breakthrough of deep learning has started a technological revolution in various areas
such as object identification, image/video recognition and semantic segmentation. Neural …

Efficient FPGA and ASIC realizations of a DA-based reconfigurable FIR digital filter

SY Park, PK Meher - … Transactions on Circuits and Systems II …, 2014 - ieeexplore.ieee.org
This brief presents efficient distributed arithmetic (DA)-based approaches for high-
throughput reconfigurable implementation of finite-impulse response (FIR) filters whose filter …

Optimization of band-limited DSP-aided 25 and 50 Gb/s PON using 10G-class DML and APD

P Torres-Ferrera, H Wang, V Ferrero… - Journal of Lightwave …, 2020 - opg.optica.org
The increasing demand for network capacity is driving the development of next-generation
high-speed Passive Optical Networks (PON) supporting 25 and 50 Gbps. One solution to …

Reconfigurable convolutional kernels for neural networks on FPGAs

M Hardieck, M Kumm, K Möller, P Zipf - Proceedings of the 2019 ACM …, 2019 - dl.acm.org
Convolutional neural networks (CNNs) gained great success in machine learning
applications and much attention was paid to their acceleration on field programmable gate …

[图书][B] Multiple constant multiplication optimizations for field programmable gate arrays

M Kumm, P Zipf - 2016 - Springer
As silicon technology advances, field programmable gate arrays appear to gain ground
against the traditional ASIC project starts, reaching out to form the mainstream …

A natively fixed-point run-time reconfigurable FIR filter design method for FPGA hardware

J Goldsmith, LH Crockett… - IEEE Open Journal of …, 2022 - ieeexplore.ieee.org
We present a natively fixed-point filter design method that targets FPGA-based
Reconfigurable Finite Impulse Response (RFIR) filters for Software Defined Radio …

Reconfigurable constant multiplication for FPGAs

K Möller, M Kumm, M Kleinlein… - IEEE Transactions on …, 2016 - ieeexplore.ieee.org
This paper introduces a new heuristic to generate pipelined run-time reconfigurable
constant multipliers for field-programmable gate arrays (FPGAs). It produces results close to …

Analysis and implementation of high performance reconfigurable finite impulse response filter using distributed arithmetic

E Chitra, T Vigneswaran, S Malarvizhi - Wireless Personal …, 2018 - Springer
The finite impulse response (FIR) digital filters are commonly used in many digital signal
processing systems. For higher order filters the implementation of reconfigurable random …

Dynamically Configurable FIR Filters Based on Serial MACs and Systolic Arrays

B Ruan, L Jiang, S Cao, Z Jiang - 2024 IEEE International …, 2024 - ieeexplore.ieee.org
FIR (Finite Impulse Response) filters are widely used in digital communication systems,
digital image processing, and many other fields. A great deal of research has been done on …

DyRecMul: Fast and Low-Cost Approximate Multiplier for FPGAs using Dynamic Reconfiguration

S Vakili, M Vaziri, A Zarei, JMP Langlois - ACM Transactions on …, 2024 - dl.acm.org
Multipliers are widely-used arithmetic operators in digital signal processing and machine
learning circuits. Due to their relatively high complexity, they can have high latency and be a …