Efficiency and productivity for decision making on low-power heterogeneous CPU+ GPU SoCs

DA Constantinescu, A Navarro, F Corbera… - The Journal of …, 2021 - Springer
Markov decision processes provide a formal framework for a computer to make decisions
autonomously and intelligently when the effects of its actions are not deterministic. This …

Understanding and comparing model-based specification notations

J Niu, JM Atlee, NA Day - Proceedings. 11th IEEE International …, 2003 - ieeexplore.ieee.org
Specifiers must be able to understand and compare the specification notations that they use.
Traditional means for describing notations' semantics (eg, operational semantics, logic …

Performance evaluation of decision making under uncertainty for low power heterogeneous platforms

DA Constantinescu, A Navarro… - Journal of Parallel and …, 2020 - Elsevier
Value Iteration (VI) is a core method to find optimal policies, allowing a robot to act
autonomously in environments where the effects of its actions are not deterministic. Although …

Towards energy efficiency and productivity for decision making in mobile robot navigation

DA Constantinescu - 2022 - riuma.uma.es
Our goal in this work is to make it easy and feasible to implement solutions for autonomous
decision-making and planning under uncertainty on low-power mobile platforms. We focus …

Pipeline template for streaming applications on heterogeneous chips

A Rodriguez, A Navarro, R Asenjo… - … Computing: On the …, 2016 - ebooks.iospress.nl
We address the problem of providing support for executing single streaming applications
implemented as a pipeline of stages that run on heterogeneous chips comprised of several …

Parallel Pipeline on Heterogeneous Multi-processing Architectures

A Rodríguez, A Navarro, R Asenjo… - 2015 IEEE Trustcom …, 2015 - ieeexplore.ieee.org
We address the problem of providing support for executing single streaming applications
implemented as a pipeline of stages that run on heterogeneous chips comprised of several …

[PDF][PDF] Enabling Easier Programming of Machine Learning Algorithms on Robots with oneAPI Toolkits

D Constantinescu, A Navarro, R Asenjo… - researchgate.net
This work shows that it is feasible to solve large-scale decision-making problems for robot
navigation in real-time onboard low-power heterogeneous CPU+ iGPU platforms. We can …

[PDF][PDF] OPTIMIZACIÓN DE UN ALGORITMO DE TOMA DE DECISIONES BAJO INCERTIDUMBRE PARA PLATAFORMAS HETEROGÉNEAS OPTIMIZATION OF A …

DA Constantinescu, MAG Navarro, JAF Madrigal… - MÁLAGA, 2017 - researchgate.net
Este trabajo de fin de máster presenta nuestra experiencia optimizando un algoritmo de
toma de decisiones para que un agente robótico navegue en un espacio cerrado en el …

[PDF][PDF] Scheduling strategies for parallel patterns on heterogeneous architectures

AV Reina - 2017 - core.ac.uk
During the last decade, we have witnessed the advent of heterogeneous architectures.
Nowadays, we can find heterogeneous processor designs at all levels, from the biggest …

Scheduling strategies for parallel patterns on heterogeneous architectures

A Vilches Reina - 2017 - riuma.uma.es
During the last decade, power consumption and energy efficiency have become key aspects
in processor design. Nowadays, the power consumption is the principal limitation for further …