Joint sensing interval and channel access optimization in energy harvesting hybrid active/passive symbiotic networks

IF 2 4区 计算机科学 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Physical Communication Pub Date : 2024-11-01 DOI:10.1016/j.phycom.2024.102531
Islam S. Abdelfattah , Ahmed F. Tayel , Ahmed Y. Zakariya , Ahmed H. Abd El-Malek , Sherif I. Rabia
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Abstract

The radio frequency spectrum became crowded because of the huge number of wireless devices, hence cognitive radio networks (CRNs) should increase the efficiency of spectrum utilization. Moreover, energy-saving techniques are becoming essential to prolong the devices’ life. Consequently, this work considers a hybrid active/passive (interweave/backscatter) symbiotic network while adopting the energy harvesting technology and applying the sensing interval concept. The sensing interval concept helps the secondary users (SUs) to transmit their data for consecutive time slots depending on the sensing result of the first time slot. This concept helps the SUs to reduce the consumed energy in sensing the channel each time slot. The hybrid transmission mode improves the spectrum utilization. The energy harvesting technology, the sensing interval concept, and the backscatter mode improve the energy efficiency. These spectrum utilization and energy efficient techniques are combined, for the first time, in one model. To deal with the mixed system state (the energy of the SUs which is fully observable state and the primary users activity which is partially observable state due to the imperfect sensing) and take the future rewards into consideration, a mixed observable Markov decision process is proposed. Moreover, we derive a closed form expression for the data outage probability of the backscatter transmission with/without spectrum sensing. The numerical results show that the proposed model prevails over the other models in the literature in terms of throughput and energy efficiency. Moreover, the interference on the primary user receiver due to applying the sensing interval concept is reduced by introducing a new penalty parameter.
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能量收集混合主动/被动共生网络中的联合感知间隔和信道接入优化
由于无线设备数量庞大,无线电频谱变得拥挤不堪,因此认知无线电网络(CRN)应提高频谱利用效率。此外,节能技术对于延长设备寿命也变得至关重要。因此,本研究考虑了一种混合主动/被动(交织/反向散射)共生网络,同时采用了能量收集技术和感知间隔概念。感知间隔概念帮助次级用户(SU)根据第一个时隙的感知结果,在连续的时隙内传输数据。这一概念可帮助 SU 减少每个时隙感知信道时消耗的能量。混合传输模式提高了频谱利用率。能量收集技术、感知间隔概念和反向散射模式提高了能效。这些频谱利用率和能源效率技术首次结合在一个模型中。为了处理混合系统状态(SU 的能量是完全可观测的状态,而主用户的活动由于传感不完善而属于部分可观测的状态)并考虑到未来的回报,我们提出了一个混合可观测马尔可夫决策过程。此外,我们还推导出了有/无频谱感知的反向散射传输数据中断概率的闭合形式表达式。数值结果表明,所提出的模型在吞吐量和能效方面优于文献中的其他模型。此外,通过引入一个新的惩罚参数,减少了因应用感知间隔概念而对主用户接收器造成的干扰。
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来源期刊
Physical Communication
Physical Communication ENGINEERING, ELECTRICAL & ELECTRONICTELECO-TELECOMMUNICATIONS
CiteScore
5.00
自引率
9.10%
发文量
212
审稿时长
55 days
期刊介绍: PHYCOM: Physical Communication is an international and archival journal providing complete coverage of all topics of interest to those involved in all aspects of physical layer communications. Theoretical research contributions presenting new techniques, concepts or analyses, applied contributions reporting on experiences and experiments, and tutorials are published. Topics of interest include but are not limited to: Physical layer issues of Wireless Local Area Networks, WiMAX, Wireless Mesh Networks, Sensor and Ad Hoc Networks, PCS Systems; Radio access protocols and algorithms for the physical layer; Spread Spectrum Communications; Channel Modeling; Detection and Estimation; Modulation and Coding; Multiplexing and Carrier Techniques; Broadband Wireless Communications; Wireless Personal Communications; Multi-user Detection; Signal Separation and Interference rejection: Multimedia Communications over Wireless; DSP Applications to Wireless Systems; Experimental and Prototype Results; Multiple Access Techniques; Space-time Processing; Synchronization Techniques; Error Control Techniques; Cryptography; Software Radios; Tracking; Resource Allocation and Inference Management; Multi-rate and Multi-carrier Communications; Cross layer Design and Optimization; Propagation and Channel Characterization; OFDM Systems; MIMO Systems; Ultra-Wideband Communications; Cognitive Radio System Architectures; Platforms and Hardware Implementations for the Support of Cognitive, Radio Systems; Cognitive Radio Resource Management and Dynamic Spectrum Sharing.
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