Optimising resource management for embedded machine learning

L Xun, L Tran-Thanh, BM Al-Hashimi… - … Design, Automation & …, 2020 - ieeexplore.ieee.org
Machine learning inference is increasingly being executed locally on mobile and embedded
platforms, due to the clear advantages in latency, privacy and connectivity. In this paper, we …

A Survey of MPSoC Management toward Self-Awareness

G Gonzalez-Martinez, R Sandoval-Arechiga… - Micromachines, 2024 - mdpi.com
Managing Multi-Processor Systems-on-Chip (MPSoCs) is becoming increasingly complex
as demands for advanced capabilities rise. This complexity is due to the involvement of …

Verifying cross-layer interactions through formal model-based assertion generation

AS Fathabadi, M Dalvandi, M Butler… - IEEE Embedded …, 2019 - ieeexplore.ieee.org
Cross-layer runtime management (RTM) frameworks for embedded systems provide a set of
standard application programming interfaces (APIs) for communication between different …

[PDF][PDF] Dataflow-based adaptation framework with coarse-grained reconfigurable accelerators

C Rubattu - Proceedings of the Cyber-Physical Systems PhD and …, 2018 - ceur-ws.org
Today, the demand of adaptive systems is constantly growing, especially in hard-
constrained contexts such as Cyber-Physical Systems. However, the efficient management …

A Framework and Protocol for Dynamic Management of Fault Tolerant Systems in Harsh Environments

EW Wachter, S Kasap, X Zhai, S Ehsan… - 2020 IEEE 26th …, 2020 - ieeexplore.ieee.org
Robots can be used to deal with hazardous materials like nuclear waste. Unfortunately,
electronic components are also susceptible to radiation effects. Current proposals to tackle …

The PRiME Framework: Application-& platform-agnostic system management

GML Bragg, D Balsamo, CR Leech, G Merrett - 2018 - eprints.soton.ac.uk
Multi-core and heterogeneous processors in modern embedded platforms have increased in
complexity to provide both high-performance and energy-efficient execution of applications …

Response time analysis of parameterized dataflow applications on heterogeneous SW/HW systems

C Rubattu - 2020 - theses.hal.science
In contexts such as embedded and cyber-physical systems, the design of a desired
functionality under constraints increasingly requires a parallel execution of different tasks on …