D2D Communications Underlaying UAV-Assisted Access Networks
Unmanned aerial vehicles (UAVs)-enabled base stations (BSs) can boost the system performance of the terrestrial networks with device-to-device (D2D) communication in the scenarios that fixed BSs in the ground are not available. However, the serious interference among UAVs and multiple D2D pairs is m...
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| Vydáno v: | IEEE access Ročník 6; s. 46244 - 46255 |
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| Médium: | Journal Article |
| Jazyk: | angličtina |
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01.01.2018
The Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
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| ISSN: | 2169-3536, 2169-3536 |
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| Abstract | Unmanned aerial vehicles (UAVs)-enabled base stations (BSs) can boost the system performance of the terrestrial networks with device-to-device (D2D) communication in the scenarios that fixed BSs in the ground are not available. However, the serious interference among UAVs and multiple D2D pairs is more challenging than the terrestrial case because UAVs are changing the networks topology frequently over time. In this paper, the power control optimization is investigated for D2D communications underlaying UAV-assisted access systems, where a UAV-enabled BS serves multiple users, and the remaining users communicate with each other with the assistance of the UAV, also referred to as D2D pairs. With the aim of throughput maximization, we need to address a non-convex optimization. To this end, difference of two convex functions (D.C.) programming is invoked to solve the formulated optimization, which can obtain suboptimal solutions. Considering the UAV's limited energy and low computational capability, we further design a low-complexity power control algorithm by exploiting the Hessian matrix's structure. Simulation results show that the proposed algorithms perform quite well for all considered scenarios. Both of them can improve the system throughput dramatically. Moreover, the low-complexity algorithm produces almost the same throughput as the D.C. programming method with much lower computation burden. |
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| AbstractList | Unmanned aerial vehicles (UAVs)-enabled base stations (BSs) can boost the system performance of the terrestrial networks with device-to-device (D2D) communication in the scenarios that fixed BSs in the ground are not available. However, the serious interference among UAVs and multiple D2D pairs is more challenging than the terrestrial case because UAVs are changing the networks topology frequently over time. In this paper, the power control optimization is investigated for D2D communications underlaying UAV-assisted access systems, where a UAV-enabled BS serves multiple users, and the remaining users communicate with each other with the assistance of the UAV, also referred to as D2D pairs. With the aim of throughput maximization, we need to address a non-convex optimization. To this end, difference of two convex functions (D.C.) programming is invoked to solve the formulated optimization, which can obtain suboptimal solutions. Considering the UAV's limited energy and low computational capability, we further design a low-complexity power control algorithm by exploiting the Hessian matrix's structure. Simulation results show that the proposed algorithms perform quite well for all considered scenarios. Both of them can improve the system throughput dramatically. Moreover, the low-complexity algorithm produces almost the same throughput as the D.C. programming method with much lower computation burden. |
| Author | Wang, Shaowei Wang, Haichao Chen, Jin Ding, Guoru |
| Author_xml | – sequence: 1 givenname: Haichao orcidid: 0000-0001-6551-908X surname: Wang fullname: Wang, Haichao organization: College of Communications Engineering, Army Engineering University of PLA, Nanjing, China – sequence: 2 givenname: Jin surname: Chen fullname: Chen, Jin email: chenjin99@263.net organization: College of Communications Engineering, Army Engineering University of PLA, Nanjing, China – sequence: 3 givenname: Guoru orcidid: 0000-0003-1780-2547 surname: Ding fullname: Ding, Guoru email: dr.guoru.ding@ieee.org organization: College of Communications Engineering, Army Engineering University of PLA, Nanjing, China – sequence: 4 givenname: Shaowei orcidid: 0000-0003-0143-556X surname: Wang fullname: Wang, Shaowei organization: School of Electronic Science and Engineering, Nanjing University, Nanjing, China |
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| Cites_doi | 10.1109/TGCN.2017.2767203 10.1109/MCOM.2016.7470933 10.1109/ICC.2016.7510859 10.1109/LCOMM.2016.2578312 10.1109/LWC.2018.2792435 10.1109/LCOMM.2015.2498925 10.1109/LWC.2016.2604306 10.1109/JSAC.2012.121108 10.1137/1.9780898719512 10.1109/GLOCOM.2015.7417609 10.1109/TWC.2015.2463280 10.1109/TWC.2011.091411.110023 10.1109/TWC.2011.060811.102120 10.1109/GLOCOM.2014.7037248 10.1109/LWC.2014.2342736 10.1017/CBO9780511804441 10.1109/LCOMM.2015.2444403 10.1109/TWC.2014.2325552 10.1109/LCOMM.2011.061611.110963 10.1109/TAES.2011.5937283 10.1109/TWC.2016.2531652 10.1109/ICC.2009.5199353 10.1109/COMST.2016.2631079 10.1109/MCOM.2017.1700452 10.1109/TCOMM.2016.2611512 10.1109/COMST.2014.2319555 10.1109/MCOM.2018.1700431 10.1109/ICASSP.2014.6855014 10.1109/JSAC.2013.131128 10.1109/TAP.2008.919209 10.1109/LCOMM.2016.2553103 10.1109/JSAC.2015.2452532 10.1109/ICCW.2017.7962846 10.1109/TWC.2011.120911.110139 10.1109/GLOCOM.2016.7841993 10.1109/TWC.2010.03.090802 10.1109/MCOM.2009.5350367 |
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| References | ref35 ref13 ref34 ref12 ref37 ref15 ref36 ref14 ref31 ref30 feng (ref9) 2006 ref33 ref11 ref32 ref10 ref2 ref1 ref17 ref38 ref16 ref19 zhang (ref18) 2017; 35 ref23 ref26 ref25 ref20 yu (ref24) 2011; 10 ref22 ref21 ref28 ref27 ref29 ref8 ref7 bullen (ref39) 2011 ref4 ref3 ref6 ref5 fujii (ref41) 2003; 4 ref40 |
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| SubjectTerms | Algorithms Complexity Computational geometry Control algorithms Control theory Convex analysis Convexity D.C. programming Device-to-device (D2D) communications Device-to-device communication Gain Hessian matrices Interference Networks Optimization Power control Radio equipment System performance Throughput Topology unmanned aerial vehicle (UAV) Unmanned aerial vehicles |
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| Title | D2D Communications Underlaying UAV-Assisted Access Networks |
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