Search Results for author: Kamilya Smagulova

Found 4 papers, 0 papers with code

Thermal Heating in ReRAM Crossbar Arrays: Challenges and Solutions

no code implementations28 Dec 2022 Kamilya Smagulova, Mohammed E. Fouda, Ahmed Eltawil

The higher speed, scalability and parallelism offered by ReRAM crossbar arrays foster development of ReRAM-based next generation AI accelerators.

Image Classification

Resistive Neural Hardware Accelerators

no code implementations8 Sep 2021 Kamilya Smagulova, Mohammed E. Fouda, Fadi Kurdahi, Khaled Salama, Ahmed Eltawil

The review covers different aspects of hardware and software realization of DNN accelerators, their present limitations, and future prospectives.

Benchmarking

Wafer Quality Inspection using Memristive LSTM, ANN, DNN and HTM

no code implementations27 Sep 2018 Kazybek Adam, Kamilya Smagulova, Olga Krestinskaya, Alex Pappachen James

The automated wafer inspection and quality control is a complex and time-consuming task, which can speed up using neuromorphic memristive architectures, as a separate inspection device or integrating directly into sensors.

General Classification

Memristive LSTM network hardware architecture for time-series predictive modeling problem

no code implementations10 Sep 2018 Kazybek Adam, Kamilya Smagulova, Alex Pappachen James

allows to model systems with multiple input variables and control several parameters such as the size of the look-back window to make a prediction and number of time steps to be predicted.

Time Series Time Series Forecasting

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