0% Complete
صفحه اصلی
/
بیست و نهمین کنفرانس مهندسی برق ایران
A Fast Approach for Deep Neural Network Implementation on FPGA
نویسندگان :
Maedeh Nobari
1
Hadi Jahanirad
2
1- دانشگاه کردستان
2- دانشگاه کردستان
کلمات کلیدی :
.(Artificial Neural Network (ANN), Stochastic computing (SC), Field-Programmable Gate Array (FPGA), Probability Estimator (PE
چکیده :
Stochastic computing (SC) has received tremendous attentions for implementation of artificial neural networks (ANN). The hardware complexity of such an implementation is significantly reduced in comparison with conventional counterpart. One of major problems regarding the SC implementation of ANN is its slow convergence rate. Millions of clocks are required to generate a fairly accurate output by a single neuron. In this paper, a novel approach is developed in which the results of stochastic operations are determined after a specific clock cycle. The proper handshaking signaling are utilized among the interconnected neurons to interchange the necessary information. The proposed architecture is implemented on Virtex7 FPGA. The simulation results show a great improvement in accuracy along with significant speed up.
لیست مقالات
لیست مقالات بایگانی شده
Application of Transfer Learning in Optimized Filter- Bank Regularized CSP to Classification of EEG Signals with Small Dataset
M. Moein Esfahani - Hossein Sadati
Secret Sharing Implementation of Predictive Functional Control
Enayat Amiri - Mohammad Haeri - Saeed Adelipour
Control of a Wheeled Robot in the Presence of Wheels Sliding Using Robust Adaptive Control in Differential Game Format
Alireza Azimi - Roya Amjadifard - Aliakbar Ghasemzadeh
Design of a High-Efficiency Balanced Power Amplifier with 68% Fractional Bandwidth
Fatemeh Mohabati - Marzieh Chegini - Mahmoud Kamarei
Implementation of an Optimized Deep Learning Model to Assess Pediatric Sleep Apnea Severity Using SpO2 Signals on Resource-Limited Microcontrollers
Erfan Mortazavi - Hanieh Mohammadi - Bahram Tarvirdizadeh - Khalil Alipour - Mohammad Ghamari
A Single-Fed Circularly-Polarized Elliptical Slot Antenna for S-Band applications
Sina Rezaee - Mahdi Janforooz - Behnam Rasoulpour
STAR-RIS Secrecy Rate Analysis in the Presence of Energy Harvesting Eavesdroppers
Mohammad Reza Kavianinia - Mohammad Javad Emadi
Secrecy Sum Rate Analysis and Power Allocation with OSTBC and Artificial Noise for MIMO Systems
Abdolrasoul Sakhaei Gharagezlou - Mahdi Nangir - Nima Imani - Amir Poorfaraj Liqvan
The Conduction Mechanism in Micron-Thick ZnO Layers Grown on Si Substrates by Spray Pyrolysis
Mohsen Gharesi - Alireza Karimpour - Reza Razmand - Faramarz Hossein-Babaei
Autoencoders for Input Reduction in Interval Type-2 Hyperbolic Fuzzy System Identification and Control: Experimental Results
Behnaz Mohammadi - Nazanin Ildarabadi - Mohammad-R Akbarzadeh-T
بیشتر
ثمین همایش، سامانه مدیریت کنفرانس ها و جشنواره ها - نگارش 42.5.3