Merrc: A memristor-enabled reconfigurable low-power reservoir computing architecture at the edge

F Nowshin, Y Huang, MR Sarkar… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
The massive growth in the Internet of Things (IoT) has led to an increase in demand for
devices receiving and transmitting data to and from the cloud during operations. Edge …

Improving the Efficiency of In-Memory-Computing Macro with a Hybrid Analog-Digital Computing Mode for Lossless Neural Network Inference

Q Zheng, Z Li, J Ku, Y Wang, B Taylor, D Fan… - Proceedings of the 61st …, 2024 - dl.acm.org
Analog in-memory-computing (IMC) is an attractive technique with a higher energy efficiency
to process machine learning workloads. However, the analog computing scheme suffers …

Improving the Efficiency and Robustness of In-Memory Computing in Emerging Technologies

X Yang - 2023 - search.proquest.com
Emerging technologies, such as resistive random-access memory (ReRAM), have proven
their potential in in-memory computing for deep learning applications. My dissertation work …