DocumentCode :
132193
Title :
Cognitive management framework for Internet of Things: — A prototype implementation
Author :
Sasidharan, Sreekanth ; Somov, Andrey ; Biswas, Abdur R. ; Giaffreda, Raffaele
Author_Institution :
CREATE-NET, Trento, Italy
fYear :
2014
fDate :
6-8 March 2014
Firstpage :
538
Lastpage :
543
Abstract :
In the domain of Internet of Things (IoT), applications are modeled to understand and react based on existing contextual and situational parameters. This work implements a management flow for the abstraction of real world objects and virtual composition of those objects to provide IoT services. We also present a real world knowledge model that aggregates constraints defining a situation, which is then used to detect and anticipate future potential situations. It is implemented based on reasoning and machine learning mechanisms. This work showcases a prototype implementation of the architectural framework in a smart home scenario, targeting two functionalities: actuation and automation based on the imposed constraints and thereby responding to situations and also adapting to the user preferences. It thus provides a productive integration of heterogeneous devices, IoT platforms, and cognitive technologies to improve the services provided to the user.
Keywords :
Internet; Internet of Things; home computing; learning (artificial intelligence); Internet of Things; IoT platforms; architectural framework; cognitive management framework; machine learning mechanisms; productive integration; prototype implementation; real world objects; smart home; virtual composition; Actuators; Cognition; Engines; Humidity; Internet; Smart homes; Temperature sensors; Cognitive Technologies; Internet of Things; Machine Learning; Smart Home;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Internet of Things (WF-IoT), 2014 IEEE World Forum on
Conference_Location :
Seoul
Type :
conf
DOI :
10.1109/WF-IoT.2014.6803225
Filename :
6803225
Link To Document :
بازگشت