ECG classification algorithm based on STDP and R-STDP neural networks for real-time monitoring on ultra low-power personal wearable devices

A Amirshahi, M Hashemi - IEEE transactions on biomedical …, 2019 - ieeexplore.ieee.org
This paper presents a novel ECG classification algorithm for inclusion as part of real-time
cardiac monitoring systems in ultra low-power wearable devices. The proposed solution is …

Towards memory-efficient allocation of CNNs on processing-in-memory architecture

Y Wang, W Chen, J Yang, T Li - IEEE Transactions on Parallel …, 2018 - ieeexplore.ieee.org
Convolutional neural networks (CNNs) have been successfully applied in artificial intelligent
systems to perform sensory processing, sequence learning, and image processing. In …

A differentiated caching mechanism to enable primary storage deduplication in clouds

H Wu, C Wang, Y Fu, S Sakr, K Lu… - IEEE Transactions on …, 2018 - ieeexplore.ieee.org
Existing primary deduplication techniques either use inline caching to exploit locality in
primary workloads or use post-processing deduplication to avoid the negative impact on I/O …

Towards memory-efficient processing-in-memory architecture for convolutional neural networks

Y Wang, M Zhang, J Yang - Proceedings of the 18th ACM SIGPLAN …, 2017 - dl.acm.org
Convolutional neural networks (CNNs) are widely adopted in artificial intelligent systems. In
contrast to conventional computing centric applications, the computational and memory …

[PDF][PDF] Efficient and Extensible Scheduling of Streaming Applications on Communication-Aware Heterogeneous Platforms

P Sun, XY Zhu, T Wei - Available at SSRN 4161387 - papers.ssrn.com
Abstract Synchronous Dataflow Graphs (SDFGs) are widely used to model and analyze
streaming applications running on heterogeneous platforms. Scheduling SDFG-based …

Throughput-Driven Parallel Embedded Software Synthesis from Synchronous Dataflow Models: Caveats and Remedies

M Hashemi, KM Barijough, S Ghiasi - Model-Implementation Fidelity in …, 2017 - Springer
Synchronous dataflow (SDF) graphs are often the computational model of choice for
specification, analysis, and automated synthesis of parallel streaming kernels targeting …