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Indexed by:期刊论文
Date of Publication:2014-08-01
Journal:INTERNATIONAL JOURNAL OF COMMUNICATION SYSTEMS
Included Journals:SCIE、EI、Scopus
Volume:27
Issue:8
Page Number:1126-1146
ISSN No.:1074-5351
Key Words:internet of things; multiple layer design; data dimension reduction; data abandon; spectrum sharing
Abstract:Internet of Things (IoT) is well studied from many aspects; however, data transmission in a large-scale constructed IoT network is still an open topic. In this paper, the problems of channel congestion caused by mass data transmission are discussed respectively from different perspectives. Then, a multiple layer solution is proposed, pointing to each layer including data processing architecture, data dimension reduction, data abandon protocol, and spectrum sharing. In the architecture layer, a combined scheme with cloud computing and sea computing is introduced. Context awareness and granular computing is exploited to implement the data dimension reduction. And cognitive protocol is involved with type of service, which drops certain data to guarantee the entire network connectivity. Then, a principal-agent theory based two-step game model is proposed with the consideration of cooperation and price coefficient, which affect the secondary user's choice and primary user's profit. Some incomplete information is assumed as random variables so that certainty equivalent is introduced in the model. A simple scenario shows how the data dimension reduction works and how simulations for data abandon protocol and spectrum sharing test the two parts, respectively. Copyright (C) 2012 John Wiley & Sons, Ltd.