Novel concepts for realizing neural networks as services in the sky

Novel concepts for realizing neural networks as services in the sky

Abstract

A Virtual Organization (VO) is logical orchestration of globally dispersed resources to achieve common goals fostering new computing paradigms as Utility Computing, Grid Computing, Autonomic Computing, Clusters Computing and Cloud computing. The Computational Intelligence community is striving hard to build an online community to share resources such as data, paradigms, human expertise, models and methods. We build up on the N2Sky system, a Virtual Organization architecture for the Computational Intelligence community, which provides sharing and exchange of neural network resources, neural network specific knowledge, neural network objects and paradigms. In this paper we present novel extensions to N2Sky: automatic exploitation of parallelization capabilities of modern hardware (Multi-core servers, GPGPU) and softwares (OpenMP, CUDA), SLA management for Quality-of-Service guarantees of Cloud resources, and NN2Query, a novel query interface facilitating the user to find solutions to problems by smart searching of neural network resources using semantic web technology.

Grafik Top
Authors
  • Huqqani, Altaf Ahmad
  • Mann, Erwin
  • Schikuta, Erich
Grafik Top
Shortfacts
Category
Paper in Conference Proceedings or in Workshop Proceedings (Full Paper in Proceedings)
Event Title
International Conference on Computational Science 2014
Divisions
Workflow Systems and Technology
Subjects
Webmanagement
Event Location
Cairnes, Australia
Event Type
Conference
Event Dates
June 10-12, 2014
Series Name
Procedia Computer Science 1877-0509
Page Range
pp. 2315-2324
Date
2014
Export
Grafik Top