paper-with-me

Papers

Spectrum Sensing under Spectrum Misuse Behaviors: A Multi-Hypothesis Test Perspective

2017-11-29

Spectrum misuse behaviors, brought either by illegitimate access or by rogue power emission, endanger the legitimate communication and deteriorate the spectrum usage environment. In this paper, our aim is to detect whether the spectrum band is occupied, and if it is occupied, recognize whether the misuse behavior exists. One vital challenge is that the legitimate spectrum exploitation and misuse behaviors coexist and the illegitimate user may act in an intermittent and fast-changing manner, which brings about much uncertainty for spectrum sensing. To tackle it, we firstly formulate the spectrum sensing problems under illegitimate access and rogue power emission as a uniform ternary hypothesis test. Then, we develop a novel test criterion, named the generalized multi-hypothesis N-P criterion. Following the criterion, we derive two test rules based on the generalized likelihood ratio test and the R-test, respectively, whose asymptotic performances are analyzed and an upper bound is also given. Furthermore, a cooperative spectrum sensing scheme is designed based on the global N-P criterion to further improve the detection performances. In addition, extensive simulations are provided to verify the proposed schemes' performance under various parameter configurations.

📄 PDF Abstract BibTeX arXiv:1711.11442

Code (0)

등록된 구현이 없습니다.

Similar Papers 제목 키워드 기반

Evaluation of the Effects of Compressive Spectrum Sensing Parameters on Primary User Behavior Estimation

2022-05-19 · Ahmed A. Tawfik, Mohamed F. Abdelkader, Sherif M. Abuelenin

As the Internet of Things (IoT) technology is being deployed, the demand for radio spectrum is increasing. Cognitive radio (CR) is one of the most promising solutions to allow opportunistic spectrum access for IoT second…

Compressive Sensing

IRS Assisted Decentralized Learning for Wideband Spectrum Sensing

2025-04-02 · Sicheng Liu, Qun Wang, Zhuwei Qin, Weishan Zhang 외

The increasing demand for reliable connectivity in industrial environments necessitates effective spectrum utilization strategies, especially in the context of shared spectrum bands. However, the dynamic spectrum-sharing…

Management

Climate Change Sensing through Terahertz Communications: A Disruptive Application of 6G Networks

2021-10-06 · Lasantha Thakshila Wedage, Bernard Butler, Sasitharan Balasubramaniam, Yevgeni Koucheryavy 외

Climate change resulting from the misuse and over-exploitation of natural resources has affected and continues to impact the planet's ecosystem. This pressing issue is leading to the development of novel technologies to …

When Attackers Meet AI: Learning-empowered Attacks in Cooperative Spectrum Sensing

2019-05-04 · Zhengping Luo, Shangqing Zhao, Zhuo Lu, Jie Xu 외

Defense strategies have been well studied to combat Byzantine attacks that aim to disrupt cooperative spectrum sensing by sending falsified versions of spectrum sensing data to a fusion center. However, existing studies …

BIG-bench Machine Learning

SATSense: Multi-Satellite Collaborative Framework for Spectrum Sensing

2024-05-24 · Haoxuan Yuan, Zhe Chen, Zheng Lin, Jinbo Peng 외

Low Earth Orbit satellite Internet has recently been deployed, providing worldwide service with non-terrestrial networks. With the large-scale deployment of both non-terrestrial and terrestrial networks, limited spectrum…

Contrastive LearningData CompressionGraph Neural Network