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TL;DR: A Bayesian offline learning algorithm is developed by considering one practical challenge that the ground-truth spectrum state is unavailable for training, and a Bayesian online learning algorithm by considering the case that the sensors’ attribute may be time-varying is developed.
Abstract: Collaborative spectrum sensing (CSS) enables secondary users in cognitive radio networks to collaboratively explore spectrum holes as well as protecting the primary user from being interfered. Unfortunately, the emergence of spectrum sensing data falsification (SSDF) attack, also known as the Byzantine attack, brings significant threat to the reliability of the CSS. Majority of the existing studies on Byzantine defense can be divided into two categories: one is directly to make the judgment based on the current spectrum sensing data, while the other uses the historical spectrum sensing data to update sensors’ reputation. The first category of studies does not take the historical spectrum sensing data into account, while most of the second category of studies are heuristic in nature. In this paper, we invoke Bayesian learning to design Byzantine defense schemes. First, we develop a Bayesian offline learning algorithm by considering one practical challenge that the ground-truth spectrum state is unavailable for training. Then, we develop a Bayesian online learning algorithm by considering the case that the sensors’ attribute may be time-varying. In addition, we present simulations to show the performance of the proposed defence algorithms.
24 citations
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TL;DR: In this article, a PEG8000 hydrogel as shape-stabilized phase change materials (SSPCMs) was prepared by using a simple sol-gel technique and their thermal characteristics were studied under the modified mass ratio of PEG and water.
24 citations
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TL;DR: In this paper, the authors explored the role of negative emotions in the framework of the situational theory of problem solving (STOPS) and found that negative emotions serve as another aspect of motivation, and emotional experiences might precede subsequent cognitive activities.
Abstract: The purposes of this study are to explore the role of negative emotions in the framework of the situational theory of problem solving (STOPS). First, we tested the validity of the original STOPS model with a sex crime issue in the context of Korea. Second, we tested the mediating role of negative emotions in the relationship between situational recognition and communicative action. The result suggests that STOPS is a useful model with a crime problem in the Korean context. Also, our proposed model shows that negative emotions serve as another aspect of motivation, and emotional experiences might precede subsequent cognitive activities. Especially, negative emotions show a stronger effect on situational motivation than communicative action. This study also found that negative emotions people feel about sex crimes directly influence their communicative action. Among different types of publics, the active and aware publics show stronger emotional responses than do the latent publics and nonpublics.
24 citations
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TL;DR: The authors examined the contrast between China's and India's universal service policies as manifestations of the two states' differing self-conceptualizations and legitimation strategies, and examined the timeline of universal services policies in the two countries, differentiating between the territorial, demographic and layered dimensions of universal service.
24 citations
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TL;DR: In this article, a substrate integrated waveguide (SIW) cavity-backed slot array antenna with circularly polarised (CP) conical beam is proposed, which consists of four SIW cavities and four annular ring slots on each cavity as radiating part.
Abstract: A substrate integrated waveguide (SIW) cavity-backed slot array antenna with circularly polarised (CP) conical beam is proposed. The antenna consists of four SIW cavities and four annular ring slots on each cavity as radiating part. Each antenna element radiates CP boresight beam and then conical beam can be obtained for the whole array. Without individual feed network, the proposed antenna has compact structure.
24 citations
Authors
Showing all 2106 results
Name | H-index | Papers | Citations |
---|---|---|---|
Xiang-Gen Xia | 72 | 744 | 20563 |
Wei Xiong | 58 | 364 | 10835 |
S. Shyam Sundar | 53 | 210 | 10261 |
Mary Beth Oliver | 40 | 151 | 6854 |
James E. Katz | 39 | 152 | 8957 |
Qihui Wu | 39 | 295 | 7001 |
Timothy L. Sellnow | 37 | 137 | 5557 |
Homero Gil de Zúñiga | 37 | 134 | 8158 |
J. David Johnson | 31 | 100 | 3924 |
Zizi Papacharissi | 30 | 63 | 9078 |
Guoru Ding | 30 | 155 | 4729 |
Jinlong Wang | 29 | 127 | 3201 |
Yueming Cai | 29 | 206 | 3198 |
Yuhua Xu | 29 | 170 | 4196 |
Panlong Yang | 27 | 191 | 2374 |