DocumentCode :
3275183
Title :
Using ANFIS and FML for Deploying Transparent Services in Smart Environments
Author :
Acampora, Giovanni ; Loia, Vincenzo ; Vitiello, Autilia
Author_Institution :
Dept. of Comput. Sci., Univ. of Salerno, Salerno, Italy
fYear :
2012
fDate :
4-6 July 2012
Firstpage :
628
Lastpage :
633
Abstract :
This paper introduces a proposal for a smart environment capable of deploying enhanced services by using a synergic approach based on Adaptive Neuro-Fuzzy Inference System (ANFIS) and Fuzzy Markup Language (FML). In detail, this approach realizes a long-life learning strategy able to generate context-aware services and actualize them through abstraction techniques in order to maximize the users´ comfort and hardware interoperability level. As will be shown in experimental results, where a usability study has been performed, the proposed approach is capable of anticipating user´s requirements by automatically generating the most suitable collection of interoperable services for improving users´ comfort.
Keywords :
XML; continuing professional development; ergonomics; fuzzy logic; fuzzy reasoning; human factors; neural nets; open systems; ubiquitous computing; ANFIS; FML; abstraction techniques; adaptive neuro-fuzzy inference system; context-aware services; fuzzy markup language; hardware interoperability; interoperable services; long-life learning strategy; smart environments; synergic approach; transparent service deployment; user comfort maximization; user requirements; Adaptive systems; Context; Fuzzy logic; Hardware; Humans; Proposals; Sensors; Ambient Intelligence; Fuzzy Markup Language; Fuzzy Systems; Neural Computing; Smart Environments;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Innovative Mobile and Internet Services in Ubiquitous Computing (IMIS), 2012 Sixth International Conference on
Conference_Location :
Palermo
Print_ISBN :
978-1-4673-1328-5
Type :
conf
DOI :
10.1109/IMIS.2012.50
Filename :
6296927
Link To Document :
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