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Xiuling Bai,Mingchuan Zhang,Qingtao Wu,Ruijuan Zheng,Haixia Zhao,Wangyang Wei 보안공학연구지원센터 2015 International Journal of Database Theory and Appli Vol.8 No.6
Due to various reasons, there are generally missing data in datasets. Usually the missing data in these incomplete datasets need to be filled. In this paper, the drawbacks of some existing data filling approaches for incomplete information systems are analyzed based on Rough Set theory. Several similarity relation models are discussed and the Valued Limited Tolerance Relation model is proposed. A data filling algorithm based on the Valued Limited Tolerance Relation model is put forward. This approach makes full use of the similarity of objects and selects the object which is the most similar to the incomplete object. More missing data can be filled scientifically. The experimental results show that this approach is effective.
A Novel Architecture for Cognitive Internet of Things
Mingchuan Zhang,Yong Qiu,Ruijuang Zheng,Xiuling Bai,Wangyang Wei,Qingtao Wu 보안공학연구지원센터 2015 International Journal of Security and Its Applicat Vol.9 No.9
Internet of Things (IoT) represents the extension and evolution of the Internet, which has great potential and prospects for modern intelligent service and applications. However the current IoT is still based on traditional static architectures and models by our deep investigation. It lacks enough intelligence and cannot comply with the increasing application performance requirements. By integrating cognition into IoT, we present a new concept of Cognitive Internet of Things (CIoT) and its corresponding intelligent architecture. CIoT consists of Protocol Plane, Cognitive Plane and Control Plane modules and involves some novel designed models such as layer protocol stack, three-layer cognitive rings. Based on the proposed CIoT, we finally develop an actual application system to address the transportation and dispatching for ready-mixed concrete. The statistical results show that the new dispatching pattern with CIoT can achieve higher efficiency of transportation and dispatching with lower oil consumption than traditional dispatching pattern.