Essays about: "Heterogeneous computing"

Showing result 11 - 15 of 45 essays containing the words Heterogeneous computing.

1. 11. Proactive auto-scaling for edge computing systems with Kubernetes

   University essay from Uppsala universitet/Institutionen för informationsteknologi

   Author : Li Ju; [2021]
   Keywords : ;

   Abstract : With the emergence of the Internet of Things and 5G technologies, the edge computing paradigm is playing increasingly important roles with better availability, latency control, and performance. However,existing autoscaling tools for edge computing applications do not utilize heterogeneous resources of edge systems efficiently, leavingscope for performance improvement. READ MORE

3. 12. Optimization of Heterogeneous Parallel Computing Systems using Machine Learning

   University essay from Blekinge Tekniska Högskola/Institutionen för datavetenskap

   Author : Devi Abhiseshu Adurti; Mohit Battu; [2021]
   Keywords : Application; Heterogeneous systems; Parallel computing; Machine learning; Optimization;

   Abstract : Background: Heterogeneous parallel computing systems utilize the combination of different resources CPUs and GPUs to achieve high performance and, reduced latency and energy consumption. Programming applications that target various processing units requires employing different tools and programming models/languages. READ MORE

4. 13. Big Data Workflows: DSL-based Specification and Software Containers for Scalable Execution

   University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

   Author : Yared Dejene Dessalk; [2020]
   Keywords : Big Data workflow; Domain-specific language; Software container; Message­ oriented middleware; Scalable execution; Big Data-arbetsflode; Doman-specifikt sprak; Programvarubehallare; Meddelande-orienterad mellanprogramvara; Skalbar korning;

   Abstract : Big Data workflows are composed of multiple orchestration steps that perform different data analytics tasks. These tasks process heterogeneous data using various computing and storage resources. READ MORE

5. 14. Development of Stockham Fast Fourier Transform using Data-Centric Parallel Programming

   University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

   Author : Gabriel Bengtsson; [2020]
   Keywords : ;

   Abstract : Writing efficient scientific applications for modern High Performance Computing (HPC) systems has become much harder during the last years due to the rise of heterogeneous computer architectures. The inclusion of hardware accelerators has caused an increase in the number of required technologies to reach high performance, a change that has programming these systems outside the skill-set of a domain scientist. READ MORE

6. 15. Evaluation and Improvement of Application Deployment in Hybrid Edge Cloud Environment : Using OpenStack, Kubernetes, and Spinnaker

   University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

   Author : Khaled Jendi; [2020]
   Keywords : Openstack; Kubernetes; Spinnaker; cloud deployment; docker container orchestration;

   Abstract : Traditional mechanisms of deployment of deferent applications can be costly in terms of time and resources, especially when the application requires a specific environment to run upon and has a different kind of dependencies so to set up such an application, it would need an expert to find out all required dependencies. In addition, it is difficult to deploy applications with efficient usage of resources available in the distributed environment of the cloud. READ MORE