Intelligent Spectrum Resource Allocation Based on Joint Optimization in Heterogeneous Cognitive Radio
In conventional cognitive radio (CR), only when a primary user (PU) is detected to be absent, the idle spectrum can be accessed by a secondary user (SU), in addition, the allocation processes for spectrum resources of CR such as sensing time and transmission power are often independent. In this pape...
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| Published in | IEEE transactions on emerging topics in computational intelligence Vol. 4; no. 1; pp. 5 - 12 |
|---|---|
| Main Authors | , |
| Format | Journal Article |
| Language | English |
| Published |
Piscataway
IEEE
01.02.2020
The Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
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| Online Access | Get full text |
| ISSN | 2471-285X 2471-285X |
| DOI | 10.1109/TETCI.2018.2865630 |
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| Abstract | In conventional cognitive radio (CR), only when a primary user (PU) is detected to be absent, the idle spectrum can be accessed by a secondary user (SU), in addition, the allocation processes for spectrum resources of CR such as sensing time and transmission power are often independent. In this paper, to improve the SU's throughput in a heterogeneous CR, an intelligent spectrum resource allocation based on joint optimization is proposed. The proposed scheme allows the SU to access the PU' s spectrum not only in overlay mode but also in underlay mode. The SU accesses the spectrum with full power when PU is absent and with controlled power when PU is present. The transmission rates in the cases of perfect transmission, false alarm transmission, spectrum sharing transmission and interference transmission are analyzed, respectively, which are then used to achieve the average aggregate throughput of the SU. We have formulated spectrum resource allocation as a joint optimization problem of subchannel transmission power and spectrum sensing time, which can make the SU achieve the maximal throughput subject to the limits of minimal detection probability, maximal total power and maximal interference power for the SU. We propose an alternating diretion optimization (ADO) based joint optimization algorithm to solve the joint optimization problem. The simulation results have indicated that the proposed heterogeneous CR is superior to the traditional CR. |
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| AbstractList | In conventional cognitive radio (CR), only when a primary user (PU) is detected to be absent, the idle spectrum can be accessed by a secondary user (SU), in addition, the allocation processes for spectrum resources of CR such as sensing time and transmission power are often independent. In this paper, to improve the SU's throughput in a heterogeneous CR, an intelligent spectrum resource allocation based on joint optimization is proposed. The proposed scheme allows the SU to access the PU’ s spectrum not only in overlay mode but also in underlay mode. The SU accesses the spectrum with full power when PU is absent and with controlled power when PU is present. The transmission rates in the cases of perfect transmission, false alarm transmission, spectrum sharing transmission and interference transmission are analyzed, respectively, which are then used to achieve the average aggregate throughput of the SU. We have formulated spectrum resource allocation as a joint optimization problem of subchannel transmission power and spectrum sensing time, which can make the SU achieve the maximal throughput subject to the limits of minimal detection probability, maximal total power and maximal interference power for the SU. We propose an alternating diretion optimization (ADO) based joint optimization algorithm to solve the joint optimization problem. The simulation results have indicated that the proposed heterogeneous CR is superior to the traditional CR. |
| Author | Liu, Xin Jia, Min |
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| CitedBy_id | crossref_primary_10_1016_j_comcom_2020_12_011 crossref_primary_10_1016_j_compeleceng_2024_109708 crossref_primary_10_1109_JIOT_2022_3175952 crossref_primary_10_1007_s10776_022_00578_3 crossref_primary_10_1007_s12652_023_04682_x crossref_primary_10_1109_TETCI_2024_3499997 crossref_primary_10_1007_s10776_023_00593_y crossref_primary_10_1016_j_phycom_2021_101437 crossref_primary_10_3390_electronics13153051 crossref_primary_10_1109_JIOT_2021_3137408 crossref_primary_10_1049_cmu2_12435 crossref_primary_10_1109_ACCESS_2021_3053254 crossref_primary_10_1109_ACCESS_2021_3122882 |
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| SubjectTerms | Algorithms Cognitive radio Computer simulation False alarms Heterogeneous cognitive radio intelligent spectrum resource allocation Interference Jamming joint optimization Optimization Probability Resource allocation Resource management Sensors Throughput |
| Title | Intelligent Spectrum Resource Allocation Based on Joint Optimization in Heterogeneous Cognitive Radio |
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