A load balance multi-scheduling model for OpenCL kernel tasks in an integrated cluster

U Ahmed, JCW Lin, G Srivastava, M Aleem - Soft Computing, 2021 - Springer
Nowadays, embedded systems are comprised of heterogeneous multi-core architectures, ie,
CPUs and GPUs. If the application is mapped to an appropriate processing core, then these …

A machine learning-based resource-efficient task scheduler for heterogeneous computer systems

A Hayat, YN Khalid, MS Rathore, MN Nadir - The Journal of …, 2023 - Springer
Heterogeneous computer systems are becoming mainstream due to their disparate
processing and performance capabilities. These systems consist of different types of …

Offloading accelerator-intensive workloads in cpu-gpu heterogeneous processors

N Tsog, S Mubeen, F Bruhn… - 2021 26th IEEE …, 2021 - ieeexplore.ieee.org
Autonomous vehicular systems require computer vision and intelligent on-board decision
making functionalities that include a mix of sequential and parallel workloads. The execution …

Swarm–Intelligence-Based Task Scheduling for Reliability Optimization of Integrated CPU–GPU Edge Platforms in Cyber–Physical–Social Systems

J Ke, J Zhou, Y Shen, L Li, P Cong… - IEEE Transactions on …, 2025 - ieeexplore.ieee.org
With the increasing demand for low power and high performance, central processing unit–
graphic processing unit (CPU–GPU) heterogeneous multiprocessor systems-on-chip …

Reinforcement learning methods based on GPU accelerated industrial control hardware

A Schmidt, F Schellroth, M Fischer, L Allimant… - Neural Computing and …, 2021 - Springer
Reinforcement learning is a promising approach for manufacturing processes. Process
knowledge can be gained automatically, and autonomous tuning of control is possible …

Scheduling real-time template-tasks on manycores heterogeneous platforms

HE Zahaf, N Capodieci… - 2024 IEEE 14th …, 2024 - ieeexplore.ieee.org
Recent broadband cellular network technology requires to guarantee respect for timing
constraints to ensure the required Quality of Service (QoS) and improve user experience …

Simulation and analysis of in-orbit applications under radiation effects on COTS platforms

N Tsog, S Mubeen, M Behnam… - 2021 IEEE Aerospace …, 2021 - ieeexplore.ieee.org
Radiation effects research is crucial as it defines risk to both human bodies and spacecraft.
Employing radiation-hardened products is one way to mitigate radiation effects on in-orbit …

Scheduling and Response-time Analysis of Multicore and Multi-GPU Heterogeneous Systems

S Mobaiyen, N Tsog, S Mubeen, M Sjödin, M Becker - 2024 - researchsquare.com
In this paper, we introduce a novel scheduling approach tailored for real-time tasks
executing on heterogeneous computing platforms, which encompass both multi-core …

A trade-off between computing power and energy consumption of on-board data processing in GPU accelerated in-orbit space systems

N Tsog, S Mubeen, M Sjödin, F Bruhn - Transactions of the Japan …, 2021 - jstage.jst.go.jp
In the space community, technological advances make it possible to work on a new
challenge for on-orbit activities1) including in-orbit servicing and in-situ experiments. On …

[PDF][PDF] A Load-Balanced Task Scheduler for Heterogeneous Systems based on Machine Learning

A Hayat - 2021 - researchgate.net
The homogeneous system consists of the similar type of multiple processors, whereas the
heterogeneous system is equipped with a different type of multiple processes, ie Central …