DocumentCode
2102458
Title
Powering Smart Home Intelligence Using Existing Entertainment Systems
Author
Scholz, Markus ; Flehmig, Gesine ; Schmidtke, Hedda R. ; Scholz, Gerhard H.
Author_Institution
TecO, Karlsruhe Inst. of Technol., Karlsruhe, Germany
fYear
2011
fDate
25-28 July 2011
Firstpage
230
Lastpage
237
Abstract
Smart Homes and Smart Environments are classically centrally organized and utilize methods from machine learning and artificial intelligence. In recent years, continuous progress has been made and the technology has reached a level where the deployment becomes feasible on a larger scale and in everyday settings, raising the question where the central system should be deployed. In this paper, we propose the use of existing entertainment systems as the Smart Home controller. In a case study we examine the performance of the multi-core Cell processor of the Sony PlayStation 3 for training artificial feed forward neural networks using specifically adapted parallel training strategies. The evaluation of these strategies shows a gain in speed of up to 6.6 over a sequential implementation on a single processing element of the Cell. Based on these findings and related work we suggest that home entertainment systems should be considered as possible powerful, deployment platforms for future Smart Home systems.
Keywords
entertainment; feedforward neural nets; home computing; Sony PlayStation 3; artificial feed forward neural network; artificial intelligence; central system; home entertainment system; machine learning; multicore cell processor; smart environment; smart home controller; smart home intelligence; smart home system; Computer architecture; Hardware; Microprocessors; Parallel processing; Random access memory; Smart homes; Training;
fLanguage
English
Publisher
ieee
Conference_Titel
Intelligent Environments (IE), 2011 7th International Conference on
Conference_Location
Nottingham
Print_ISBN
978-1-4577-0830-5
Electronic_ISBN
978-0-7695-4452-6
Type
conf
DOI
10.1109/IE.2011.10
Filename
6063390
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