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Applying Decisional DNA to Internet of Things: The Concept and Initial Case Study

Abstract

In this article, we present a novel approach utilizing Decisional DNA to help the Internet of Things capture decisional events and reuse them for decision making in future operations. The Decisional DNA is a domain-independent, standard and flexible knowledge representation structure that allows its domains to acquire, store, and share experiential knowledge and formal decision events in an explicit way. We apply this approach to our current work—SmartBike, a sensor-equipped bicycle built under the concept of Internet of Things. By using Decisional DNA and machine learning algorithms, the SmartBike is able to distinguish its user’s patterns based on past riding data. The presented conceptual approach demonstrates how Decisional DNA can be applied to the Internet of Things and bring to them intelligence required by forthcoming semantic networks.

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Details

Category:
Articles
Type:
artykuł w czasopiśmie wyróżnionym w JCR
Published in:
CYBERNETICS AND SYSTEMS no. 46, edition 1-2, pages 84 - 93,
ISSN: 0196-9722
Language:
English
Publication year:
2015
Bibliographic description:
Zhang H., Sanin C., Szczerbicki E.: Applying Decisional DNA to Internet of Things: The Concept and Initial Case Study// CYBERNETICS AND SYSTEMS. -Vol. 46, iss. 1-2 (2015), s.84-93
DOI:
Digital Object Identifier (open in new tab) 10.1080/01969722.2015.1007738
Verified by:
Gdańsk University of Technology

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