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
حسگر غیرتهاجمی تشخیص قندخون با استفاده از تکنیک مایکروویو بر مبنای تشدید فرکانسی
نازنین افشاری - سید محمد هاشمی - فاطمه گران قراخیلی
Design of a plasmonic MIM filter based on ring resonator incorporating circular air holes
Sara Gholinezhad Shafagh - Hassan Kaatuzian - Mohammad Danaie
Joint Request Aggregation and Content Caching at the Edge via Named Data Networking
Parisa Bakhtou - Siavash Khorsandi
A Fast Approach for Deep Neural Network Implementation on FPGA
Maedeh Nobari - Hadi Jahanirad
Cascaded Multilevel Inverter with Reduced Switch Count
Mohammadamin Aalami - Ebrahim Babaei - Saeid Ghassem Zadeh
Non-isolated Ultra-high Step-Up Quadratic Converter With Low Voltage Stress and Continuous Input Current
Maryam Hajilou - Baharak Akhlaghi - Hosein Farzanehfard
Reliability-Based Design of Time-Varying Electricity Tariff
Mohammad Rastegar - Nima Sarajpoor
ارزیابی کیفیت و موفقیت های پیوند کلیه
علی رفیعی پور - بهزاد خلجی امامزاده عباسی - زینب زالی - مسعودرضا هاشمی
Robot-Assisted Rehabilitation with Optimal Impedance: Using an $\mathcal{EKF}$-Based $\mathcal{L}asso-\mathcal{MPC}$
Hossein Ahmadian - Iman Sharifi - Heidar Ali Talebi
High-Resolution Remote Sensing Image Captioning Based on Structured Attention and SAM Network
Yassin Riyazi - Seyyed Mostafa Sadjadi - Abbas Zohrevand - Reshad Hosseini
بیشتر
ثمین همایش، سامانه مدیریت کنفرانس ها و جشنواره ها - نگارش 43.6.0
