0% Complete
صفحه اصلی
/
ششمین کنفرانس بین المللی میکروالکترونیک ایران
Using GDI Structure in Hardware Implementation of Convolution Operation in Deep Neural Networks
نویسندگان :
Maedeh Kadkhodaie
1
Sayed Masoud Sayedi
2
1- Isfahan University of Technology
2- Isfahan University of Technology
کلمات کلیدی :
Neural networks،Convolutional neural networks،Hardware design،GDI،CMOS
چکیده :
In this paper, GDI structure is used to implement convolution operation for Convolutional Neural Networks (CNN). Given the potential to design circuits with fewer transistors using the GDI structure compared to the standard CMOS structure, the proposed design can be more suitable for applications facing challenges such as increased area, losses, and reduced speed. To optimize transistor dimensions in the GDI structure and prevent capacitive chaining, a combination of CMOS and GDI structures is used. For the design chosen for the implementation, the proposed structure achieves a speed increase of 2.08 times and a 16.5% improvement in energy efficiency compared to the equivalent CMOS structure. The proposed CNN is implemented in 65 nm technology.
لیست مقالات
لیست مقالات بایگانی شده
ساخت حسگر پیزومقاومتی مبتنی بر گرافن ناشی از لیزر بر روی فیلم پلی ایمیدی
علیرضا اکبرزاده - کریم شلش نژاد - هادی ولادی - ابراهیم صفری
Evaluation of Run-Time Energy Efficiency using Controlled Approximation in a RISC-V Core
Arvin Delavari - Faraz Ghoreishy - Hadi Shahriar Shahhoseini - Sattar Mirzakuchaki
جاذب کامل مبتنی بر گرافن با حساسیت بالا برای کاربردهای تشخیص سرطان
علیرضا پیله رودی - جواد جاویدان - حمید حیدرزاده
Design of a time difference amplifier using phase-locked loop circuit blocks
Sina Bakhshi - Mehdi Ehsanian
An Asynchronous Strategy for Efficient Audio Processing for Better Perception in Cochlear Implants Based on Peak and Trough Detection
Amin Armin - Mohammad Yavari
Beyond Silicon: A Roadmap for Graphene-Based Field-Effect Transistors in RF Amplifiers, Biosensing, and Integrated Flexible Electronics
Sina Pourhajiagha Golestani - Esmaeil Najafiaghdam - Kiyumars Jalili
A High-Precision Low-Dropout Regulator With High Current Efficiency and Slew-Rate Enhancement
Yeganeh Moradzadeh Rezaei - Mortaza Mojarad
Design of a Synchronous and Asynchronous Up/Down Quaternary Counter Using 32nm-CNTFET Technology
Javad Javidan
Base Transit Time Investigation of InP/InGaAs HBT Optoelectronic Mixer Using Different Base Doping Profiles
Hassan Kaatuzian - Mehrdad Ghasemi - Mahdi NoroozOliaei
Dual-Mode Gain Control in a Two-Stage Programmable Gain Amplifier
Javad Mostofisharq
بیشتر
ثمین همایش، سامانه مدیریت کنفرانس ها و جشنواره ها - نگارش 44.5.0
