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Joint Channel Allocation and Power Control Based on Long Short-Term Memory Deep Q Network in Cognitive Radio Networks
Published 2020-01-01“…Efficient spectrum resource management in cognitive radio networks (CRNs) is a promising method that improves the utilization of spectrum resource. …”
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Secure channel estimation model for cognitive radio network physical layer security using two-level shared key authentication
Published 2025-01-01Subjects: “…Cognitive radio networks…”
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Collaborative Cognitive Wireless Network Optimization Model and Network Parameter Optimization Algorithm
Published 2023-01-01“…In recent years, the combination of cognitive radio and collaborative communication has been widely studied and applied because of its ability to increase user throughput and improve spectrum utilization in a flat-fading wireless channel environment. Such cognitive radio networks that use user collaboration to improve channel capacity and spectrum utilization are called collaborative cognitive radio networks. …”
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Jamming-resilient algorithm for underwater cognitive acoustic networks
Published 2017-08-01“…In the underwater cognitive acoustic networks, the anti-jamming problem is quite different from cognitive radio networks. It calls for an effective anti-jamming strategy in the cognitive acoustic channel access. …”
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SPECTRUMNET: Cooperative Spectrum Monitoring Using Deep Neural Networks
Published 2022-01-01“…Spectrum monitoring is one of the significant tasks required during the spectrum sharing process in cognitive radio networks (CRNs). Although spectrum monitoring is widely used to monitor the usage of allocated spectrum resources, this work focuses on detecting a primary user (PU) in the presence of secondary user (SU) signals. …”
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Cognitive Wireless Networks Based Spectrum Sensing Strategies: A Comparative Analysis
Published 2022-01-01“…These applications range from enclosed system configurations in the home and office to alfresco enlistment in an opponent’s landmass in a strategic flashpoint. Cognitive radio networks (CRNs) can be created by integrating radio link capabilities with network layer operations utilizing cognitive radios. …”
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Multiantenna Spectrum Sensing in the Presence of Multiple Primary Users over Fading and Nonfading Channels
Published 2015-01-01“…The basis of this paper is Wei and Tirkkonen, 2012, in which expressions for the key performance metrics of the sphericity test applied to the multiantenna cooperative spectrum sensing of multiple primary transmitters in cognitive radio networks over nonfading channels are provided. …”
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Learning-Based Spectrum Sensing for Cognitive Radio Systems
Published 2012-01-01“…In the proposed scheme, discriminative features from the received signal are extracted at each node and used by a classifier at a central node to make a global decision about the availability of spectrum holes for use by the cognitive radio network. Specifically, linear and polynomial classifiers are proposed with energy, cyclostationary, or coherent features. …”
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A Cognitive Radio Spectrum Sensing Method for an OFDM Signal Based on Deep Learning and Cycle Spectrum
Published 2020-01-01“…In a cognitive radio network (CRN), spectrum sensing is an important prerequisite for improving the utilization of spectrum resources. …”
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Defense against Malicious Users in Cooperative Spectrum Sensing Using Genetic Algorithm
Published 2018-01-01“…In cognitive radio network (CRN), secondary users (SUs) try to sense and utilize the vacant spectrum of the legitimate primary user (PU) in an efficient manner. …”
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Game-based resource allocation in heterogeneous downlink CR-NOMA network without subchannel sharing
Published 2025-01-01“…This paper explores how to manage resources in a two-tier, diverse cognitive radio network using a sophisticated technique called non-orthogonal multiple access. …”
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