11 citations · 13 across the 4 of their papers we have counts for
5 papers
Runtime Adaptation in Wireless Sensor Nodes Using Structured Learning
Adrian Sapio, Shuvra S. Bhattacharyya, Marilyn Wolf
Markov Decision Processes (MDPs) provide important capabilities for facilitating the dynamic adaptation and self-optimization of cyber physical systems at runtime. In recent years,…
Hyperspectral Image Classification with Attention Aided CNNs
Renlong Hang, Zhu Li, Qingshan Liu +2
Convolutional neural networks (CNNs) have been widely used for hyperspectral image classification. As a common process, small cubes are firstly cropped from the hyperspectral image…
Research Challenges for Heterogeneous CPS Design
Shuvra S. Bhattacharyya, Marilyn C. Wolf
Heterogeneous computing is widely used at all levels of computing from data center to edge due to its power/performance characteristics. However, heterogeneity presents challenges.…
Reconfigurable Digital Channelizer Design Using Factored Markov Decision Processes
A. Sapio, L. Li, J. Wu +2
In this work, a novel digital channelizer design is developed through the use of a compact, system-level modeling approach. The model efficiently captures key properties of a digit…
Memory-constrained Vectorization and Scheduling of Dataflow Graphs for Hybrid CPU-GPU Platforms
Shuoxin Lin, Jiahao Wu, Shuvra S. Bhattacharyya
The increasing use of heterogeneous embedded systems with multi-core CPUs and Graphics Processing Units (GPUs) presents important challenges in effectively exploiting pipeline, tas…