Low-Power FPGA Implementation of Convolution Neural Network Accelerator for Pulse Waveform Classification

Low-Power FPGA Implementation of Convolution Neural Network Accelerator for Pulse Waveform Classification

In pulse waveform classification, the convolution neural network (CNN) shows excellent performance. However, due to its numerous parameters and intensive computation, it is challenging to deploy a CNN model to low-power devices. To solve this problem, we implement a CNN accelerator based on a field-...

Full description

Bibliographic Details
Main Authors:	Chuanglu Chen, Zhiqiang Li, Yitao Zhang, Shaolong Zhang, Jiena Hou, Haiying Zhang
Format:	Article
Language:	English
Published:	MDPI AG 2020-08-01
Series:	Algorithms
Subjects:	convolution neural network (CNN) traditional Chinese medicine (TCM) pulse waveform classification field-programmable gate array (FPGA)
Online Access:	https://www.mdpi.com/1999-4893/13/9/213

Similar Items

Design of FPGA Accelerator Architecture for Convolutional Neural Network
by: LI Bingjian, QIN Guoxuan, ZHU Shaojie, PEI Zhihui
Published: (2020-03-01)

An Accelerated FPGA-Based Parallel CNN-LSTM Computing Device
by: Xin Zhou, et al.
Published: (2024-01-01)

FPGA Implementation of a Convolutional Neural Network and Its Application for Pollen Detection upon Entrance to the Beehive
by: Tomyslav Sledevič, et al.
Published: (2022-11-01)

Review on FPGA-Based Accelerators in Deep Learning
by: LIU Tengda1, ZHU Junwen1, ZHANG Yiwen2+
Published: (2021-11-01)

FPGA-based acceleration for binary neural networks in edge computing
by: Jin-Yu Zhan, et al.
Published: (2023-06-01)

FPGA Implementation of Image Registration Using Accelerated CNN
by: Seda Guzel Aydin, et al.
Published: (2023-07-01)

Configurable 2D–3D CNNs Accelerator for FPGA-Based Hyperspectral Imagery Classification
by: Wenjing He, et al.
Published: (2023-01-01)

FPGA generation of HEPWM waveform for a three phase inverter using newton raphson method /
by: Muhammad Afiq Abdullah, 1988-, et al.
Published: (2011)

Optimizing Deep Learning Acceleration on FPGA for Real-Time and Resource-Efficient Image Classification
by: Ahmad Mouri Zadeh Khaki, et al.
Published: (2025-01-01)

Customizable FPGA-Based Hardware Accelerator for Standard Convolution Processes Empowered with Quantization Applied to LiDAR Data
by: João Silva, et al.
Published: (2022-03-01)

The design of an FPGA-based sinusoidal pulse width modulation generator /
by: Mohamed Shaharudeen Yunos, 1968-, author, et al.
Published: (2014)

The design of an FPGA-based sinusoidal pulse width modulation generator /
by: Mohamed Shaharudeen Yunos, 1968-, author
Published: (2014)

FPGA generation of HEPWM waveform for a three phase inverter using newton raphson method [electronic resource] /
by: Muhammad Afiq Abdullah, 1988-, et al.
Published: (2011)

RPC-Based Orthorectification for Satellite Images Using FPGA
by: Rongting Zhang, et al.
Published: (2018-08-01)

Watermarking FPGA Bitfile for Intellectual Property Protection
by: J. Zhang, et al.
Published: (2012-06-01)

A fully-mapped and energy-efficient FPGA accelerator for dual-function AI-based analysis of ECG
by: Wenhan Liu, et al.
Published: (2023-02-01)

Estimating time parameters for radar pulse descriptor words using FPGA /
by: Hatem Nabih Jabas, 1992- , author 614611, et al.
Published: (2018)

Estimating time parameters for radar pulse descriptor words using FPGA /
by: Hatem Nabih Jabas, 1992- , author 614611
Published: (2018)

Generating pulse width modulation switching scheme using altera's FPGA /
by: 237346 Thiager, G. Subramaniam
Published: (2005)

FPGA-Based Hardware Accelerator Design and Implementation of Oil Palm Detection
by: YUAN Ming, CHAI Zhilei, GAN Lin
Published: (2021-02-01)

Implementation of sinusoidal PWM using XILINK FPGA /
by: 389307 Loh, Kok Fong
Published: (2002)

Design of Portable Quadrupole Mass Spectrometry Control System Based on FPGA
by: GE Wei-min, et al.
Published: (2023-01-01)

Implementation of the SPWM technique for a MSMI using FPGA /
by: 227731 Lim, Yit Teng
Published: (2005)

Xilinx FPGA implementation of three phase sinusoidal PWM /
by: 447302 Phuah, Tony Leong Keat
Published: (2003)

Automatic Deployment of Convolutional Neural Networks on FPGA for Spaceborne Remote Sensing Application
by: Tianwei Yan, et al.
Published: (2022-06-01)

FPGA-Based Degradation and Reliability Monitor for Underground Cables
by: Unai Garro, et al.
Published: (2019-04-01)

Flexible Convolver for Convolutional Neural Networks Deployment onto Hardware-Oriented Applications
by: Moisés Arredondo-Velázquez, et al.
Published: (2022-12-01)

DESARROLLO DE UN SISTEMA PARA EL CONTEO DE MÚLTIPLES SEÑALES ENCOINCIDENCIA BASADO EN TECNOLOGÍA FPGA
by: M. Bolaños, et al.
Published: (2023-03-01)

Shortest path processor using FPGA /
by: 259595 Rizal Kasyrno Ghazali
Published: (1999)

Optimized Memory Allocation and Power Minimization for FPGA-Based Image Processing
by: Paulo Garcia, et al.
Published: (2019-01-01)

Enhanced Efficiency 3D Convolution Based on Optimal FPGA Accelerator
by: Hai Wang, et al.
Published: (2017-01-01)

An FPGA-Based Hardware Architecture of Gaussian-Adaptive Bilateral Filter for Real-Time Image Denoising
by: Ailin Xie, et al.
Published: (2024-01-01)

Development of pulse signal generator for ultrasound machine using FPGA /
by: 522862 Ng, Kok Wei, et al.
Published: (2010)

FPGA based data acquisition /
by: Loh, Shu Ting, 1993- , author, et al.
Published: (2017)

FPGA based data acquisition /
by: Loh, Shu Ting, 1993- , author
Published: (2017)

An Efficient Task Assignment Framework to Accelerate DPU-Based Convolutional Neural Network Inference on FPGAs
by: Jiang Zhu, et al.
Published: (2020-01-01)

FPGA implementation of image processing 2D convolution for spatial filter /
by: Ng, Bee Yee, 1976-, et al.
Published: (2012)

Adapting the GACT-X Aligner to Accelerate Minimap2 in an FPGA Cloud Instance
by: Carolina Teng, et al.
Published: (2023-03-01)

FPGA Accelerator for Meta-Recognition Anomaly Detection: Case of Burned Area Detection
by: Mihai Coca, et al.
Published: (2023-01-01)

FPGA implementation of video frame grabber /
by: 362340 Ng, Bee Yee
Published: (2000)