Memristor-based neural networks: Synaptic versus neuronal stochasticity

نویسندگان
چکیده

برای دانلود باید عضویت طلایی داشته باشید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Memristor-based neural networks

The synapse is a crucial element in biological neural networks, but a simple electronic equivalent has been absent. This complicates the development of hardware that imitates biological architectures in the nervous system. Now, the recent progress in the experimental realization of memristive devices has renewed interest in artificial neural networks. The resistance of a memristive system depen...

متن کامل

Study of Memristor-based Oscillatory Neural Networks using PPV modeling

Memristor-based oscillator is becoming promising thanks to its inherent NDR (Negative Differential Region) property and compact circuit structure. This paves the way to the large scale oscillatory neural network (ONN) and the realization of pattern recognition based on its global synchronization. However, the simulation of large scale ONN encounters the problem of long simulation time because o...

متن کامل

Evolving Unipolar Memristor Spiking Neural Networks

Neuromorphic computing — brainlike computing in hardware — typically requires myriad CMOS spiking neurons interconnected by a dense mesh of nanoscale plastic synapses. Memristors are frequently cited as strong synapse candidates due to their statefulness and potential for low-power implementations. To date, plentiful research has focused on the bipolar memristor synapse, which is capable of inc...

متن کامل

On the role of synaptic stochasticity in training low-precision neural networks

Carlo Baldassi,1, 2, 3 Federica Gerace,2, 4 Hilbert J. Kappen,5 Carlo Lucibello,2, 4 Luca Saglietti,2, 4 Enzo Tartaglione,2, 4 and Riccardo Zecchina1, 2, 6 Bocconi Institute for Data Science and Analytics, Bocconi University, Milano, Italy Italian Institute for Genomic Medicine, Torino, Italy Istituto Nazionale di Fisica Nucleare, Sezione di Torino, Italy Dept. of Applied Science and Technology...

متن کامل

A Voltage Mode Memristor Bridge Synaptic Circuit with Memristor Emulators

A memristor bridge neural circuit which is able to perform signed synaptic weighting was proposed in our previous study, where the synaptic operation was verified via software simulation of the mathematical model of the HP memristor. This study is an extension of the previous work advancing toward the circuit implementation where the architecture of the memristor bridge synapse is built with me...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

ژورنال

عنوان ژورنال: AIP Advances

سال: 2016

ISSN: 2158-3226

DOI: 10.1063/1.4967352