Nash network formation among unmanned aerial vehicles

Multiple unmanned aerial vehicles (UAVs) are applicable to numerous civil and military scenarios, such as rescue, surveillance, inspection, mapping, and so on. In fact, there exists lifetime and distance restrictions in UAVs due to the limited energy and signal attenuation. Therefore, a distributed...

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Published inWireless networks Vol. 26; no. 3; pp. 1781 - 1793
Main Authors Xing, Na, Zong, Qun, Tian, Bailing, Wang, Qing, Dou, Liqian
Format Journal Article
LanguageEnglish
Published New York Springer US 01.04.2020
Springer Nature B.V
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Abstract Multiple unmanned aerial vehicles (UAVs) are applicable to numerous civil and military scenarios, such as rescue, surveillance, inspection, mapping, and so on. In fact, there exists lifetime and distance restrictions in UAVs due to the limited energy and signal attenuation. Therefore, a distributed algorithm is proposed which makes use of cooperative communication to ensure reliable information transmission of UAVs in communication-limited environments. First, a system model is developed by jointly considering the achievable rate, delay and energy consumption, which constitute the utility function of UAVs. Then, in order to study the interactions among UAVs, we present a game framework which allows the UAVs making decision under the global topology. Via a hybrid of the pure-strategy and the mixed-strategy Nash network formation algorithm, a multi-hop tree structure network that connects the UAVs and the ground station is established. Based on our numerical simulation, it demonstrates that the UAVs can adapt to the changing environment. Finally, some comparisons are provided to illustrate the efficiency of the proposed algorithm.
AbstractList Multiple unmanned aerial vehicles (UAVs) are applicable to numerous civil and military scenarios, such as rescue, surveillance, inspection, mapping, and so on. In fact, there exists lifetime and distance restrictions in UAVs due to the limited energy and signal attenuation. Therefore, a distributed algorithm is proposed which makes use of cooperative communication to ensure reliable information transmission of UAVs in communication-limited environments. First, a system model is developed by jointly considering the achievable rate, delay and energy consumption, which constitute the utility function of UAVs. Then, in order to study the interactions among UAVs, we present a game framework which allows the UAVs making decision under the global topology. Via a hybrid of the pure-strategy and the mixed-strategy Nash network formation algorithm, a multi-hop tree structure network that connects the UAVs and the ground station is established. Based on our numerical simulation, it demonstrates that the UAVs can adapt to the changing environment. Finally, some comparisons are provided to illustrate the efficiency of the proposed algorithm.
Author Xing, Na
Zong, Qun
Wang, Qing
Dou, Liqian
Tian, Bailing
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crossref_primary_10_3390_s22051919
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Cites_doi 10.1109/TCOMM.2011.062311.100046
10.1109/TVT.2015.2414819
10.1016/j.adhoc.2010.09.008
10.1109/COMST.2016.2560343
10.1109/MSP.2009.000000
10.1109/TAC.2004.831143
10.1109/TMC.2016.2561291
10.1109/TVT.2012.2211905
10.1109/JSAC.2017.2680898
10.1109/TAES.2017.2761139
10.1109/JSAC.2012.120603
10.1109/MPRV.2017.11
10.1109/LCOMM.2016.2578312
10.1016/j.adhoc.2012.12.004
10.1109/TWC.2016.2531652
10.1109/TWC.2014.2343219
10.1109/MSP.2015.2451994
10.1109/TETC.2014.2382433
10.1109/LWC.2014.2342736
10.1109/TIT.2006.874520
10.1007/s12518-013-0120-x
10.1109/COMST.2015.2495297
10.1109/GLOCOM.2017.8254715
10.1109/ISAPE.2008.4735528
10.1109/COASE.2016.7743546
10.1109/MILCOM.2005.1605902
10.1109/GLOCOMW.2011.6162360
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Keywords Multi-hop network
Nash equilibrium
Network formation
Unmanned aerial vehicles
Game theory
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References Cai, Yu, Li, Zhou, Lamont (CR29) 2013; 62
CR17
CR16
Ilker, Sahingoz, Samil (CR7) 2013; 11
CR15
Ponda, Johnson, Kopeikin, Choi, How (CR12) 2012; 30
Luo, Jiang, Du, Yuan, Ren, Yu (CR18) 2015; 3
Thammawichai, Baliyarasimhuni, Kerrigan, Sousa (CR8) 2018; 54
Asadpour, Hummel, Giustiniano, Draskovic (CR14) 2017; 16
Chen, Mozaffari, Saad, Yin, Debbah, Hong (CR11) 2017; 35
Gupta, Jain, Vaszkun (CR6) 2016; 18
Al-Hourani, Kandeepan, Lardner (CR25) 2014; 3
CR4
Bacci, Lasaulce, Saad, Sanguinetti (CR22) 2016; 33
Hayat, Yanmaz, Muzaffar (CR3) 2016; 18
CR9
Rosati, Kruzelecki, Heitz, Floreano, Rimoldi (CR13) 2016; 65
Yu, Ru, Fang (CR19) 2016; 24
CR23
Saad, Han, Debbah, Hjorungnes, Basar (CR27) 2009; 26
CR21
Shamma, Arslan (CR30) 2004; 49
Mozaffari, Saad, Bennis, Debbah (CR10) 2016; 15
Sikora, Laneman, Haenggi, Fuja (CR26) 2006; 52
Erdelj, Natalizio, Chowdhury, Akyildiz (CR2) 2017; 16
Saad, Han, Basar, Debbah, Hjorungnes (CR20) 2011; 59
Nex, Remondino (CR1) 2014; 6
Mozaffari, Saad, Bennis, Debbah (CR24) 2016; 20
Abdulla, Md Fadlullah, Nishiyama, Kato (CR28) 2015; 14
Sun, Wang, Vuran, Al-Rodhaan, Al-Dhelaan, Akyildiz (CR5) 2011; 9
1866_CR15
L Gupta (1866_CR6) 2016; 18
G Bacci (1866_CR22) 2016; 33
Y Yu (1866_CR19) 2016; 24
M Thammawichai (1866_CR8) 2018; 54
AEAA Abdulla (1866_CR28) 2015; 14
1866_CR17
1866_CR16
JS Shamma (1866_CR30) 2004; 49
M Sikora (1866_CR26) 2006; 52
1866_CR4
M Asadpour (1866_CR14) 2017; 16
W Saad (1866_CR20) 2011; 59
M Chen (1866_CR11) 2017; 35
1866_CR9
M Erdelj (1866_CR2) 2017; 16
W Saad (1866_CR27) 2009; 26
F Nex (1866_CR1) 2014; 6
S Hayat (1866_CR3) 2016; 18
M Mozaffari (1866_CR10) 2016; 15
1866_CR23
Y Cai (1866_CR29) 2013; 62
A Al-Hourani (1866_CR25) 2014; 3
M Mozaffari (1866_CR24) 2016; 20
1866_CR21
F Luo (1866_CR18) 2015; 3
SS Ponda (1866_CR12) 2012; 30
Z Sun (1866_CR5) 2011; 9
S Rosati (1866_CR13) 2016; 65
B Ilker (1866_CR7) 2013; 11
References_xml – volume: 59
  start-page: 2528
  issue: 9
  year: 2011
  end-page: 2542
  ident: CR20
  article-title: Network formation games among relay stations in next generation wireless networks
  publication-title: IEEE Transactions on Communications
  doi: 10.1109/TCOMM.2011.062311.100046
  contributor:
    fullname: Hjorungnes
– volume: 65
  start-page: 1690
  issue: 3
  year: 2016
  end-page: 1700
  ident: CR13
  article-title: Dynamic routing for flying ad hoc networks
  publication-title: IEEE Transactions on Vehicular Technology
  doi: 10.1109/TVT.2015.2414819
  contributor:
    fullname: Rimoldi
– volume: 9
  start-page: 468
  issue: 3
  year: 2011
  end-page: 477
  ident: CR5
  article-title: Bordersense: Border patrol through advanced wireless sensor networks
  publication-title: Ad Hoc Networks
  doi: 10.1016/j.adhoc.2010.09.008
  contributor:
    fullname: Akyildiz
– volume: 18
  start-page: 2624
  issue: 4
  year: 2016
  end-page: 2661
  ident: CR3
  article-title: Survey on unmanned aerial vehicle networks for civil applications: A communications viewpoint
  publication-title: IEEE Communications Surveys and Tutorials
  doi: 10.1109/COMST.2016.2560343
  contributor:
    fullname: Muzaffar
– volume: 26
  start-page: 77
  issue: 5
  year: 2009
  end-page: 97
  ident: CR27
  article-title: Coalitional game theory for communication networks
  publication-title: IEEE Signal Processing Magazine
  doi: 10.1109/MSP.2009.000000
  contributor:
    fullname: Basar
– volume: 49
  start-page: 1137
  issue: 7
  year: 2004
  end-page: 1141
  ident: CR30
  article-title: Unified convergence proofs of continuous-time fictitious play
  publication-title: IEEE Transactions on Automatic Control
  doi: 10.1109/TAC.2004.831143
  contributor:
    fullname: Arslan
– ident: CR4
– volume: 16
  start-page: 843
  issue: 3
  year: 2017
  end-page: 856
  ident: CR14
  article-title: Route or carry: Motion-driven packet forwarding in micro aerial vehicle networks
  publication-title: IEEE Transactions on Mobile Computing
  doi: 10.1109/TMC.2016.2561291
  contributor:
    fullname: Draskovic
– ident: CR16
– volume: 62
  start-page: 390
  issue: 1
  year: 2013
  end-page: 394
  ident: CR29
  article-title: Medium access control for unmanned aerial vehicle (uav) ad-hoc networks with full-duplex radios and multipacket reception capability
  publication-title: IEEE Transactions on Vehicular Technology
  doi: 10.1109/TVT.2012.2211905
  contributor:
    fullname: Lamont
– volume: 35
  start-page: 1046
  issue: 5
  year: 2017
  end-page: 1061
  ident: CR11
  article-title: Caching in the sky: Proactive deployment of cache-enabled unmanned aerial vehicles for optimized quality-of-experience
  publication-title: IEEE Journal on Selected Areas in Communications
  doi: 10.1109/JSAC.2017.2680898
  contributor:
    fullname: Hong
– volume: 54
  start-page: 601
  issue: 2
  year: 2018
  end-page: 615
  ident: CR8
  article-title: Optimizing communication and computation for multi-UAV information gathering applications
  publication-title: IEEE Transactions on Aerospace and Electronic Systems
  doi: 10.1109/TAES.2017.2761139
  contributor:
    fullname: Sousa
– volume: 30
  start-page: 861
  issue: 5
  year: 2012
  end-page: 869
  ident: CR12
  article-title: Distributed planning strategies to ensure network connectivity for dynamic heterogeneous teams
  publication-title: IEEE Journal on Selected Areas in Communications
  doi: 10.1109/JSAC.2012.120603
  contributor:
    fullname: How
– volume: 16
  start-page: 24
  issue: 1
  year: 2017
  end-page: 32
  ident: CR2
  article-title: Help from the sky: Leveraging uavs for disaster management
  publication-title: IEEE Pervasive Computing
  doi: 10.1109/MPRV.2017.11
  contributor:
    fullname: Akyildiz
– ident: CR23
– ident: CR21
– volume: 20
  start-page: 1647
  issue: 8
  year: 2016
  end-page: 1650
  ident: CR24
  article-title: Efficient deployment of multiple unmanned aerial vehicles for optimal wireless coverage
  publication-title: IEEE Communications Letters
  doi: 10.1109/LCOMM.2016.2578312
  contributor:
    fullname: Debbah
– volume: 24
  start-page: 328
  issue: 3
  year: 2016
  end-page: 337
  ident: CR19
  article-title: Bio-inspired mobility prediction clustering algorithm for ad hoc uav networks
  publication-title: Engineering Letters
  contributor:
    fullname: Fang
– volume: 11
  start-page: 1254
  issue: 3
  year: 2013
  end-page: 1270
  ident: CR7
  article-title: Flying ad-hoc networks (FANETs): A survey
  publication-title: Ad Hoc Networks
  doi: 10.1016/j.adhoc.2012.12.004
  contributor:
    fullname: Samil
– volume: 15
  start-page: 3949
  issue: 6
  year: 2016
  end-page: 3963
  ident: CR10
  article-title: Unmanned aerial vehicle with underlaid device-to-device communications: Performance and tradeoffs
  publication-title: IEEE Transactions on Wireless Communications
  doi: 10.1109/TWC.2016.2531652
  contributor:
    fullname: Debbah
– volume: 14
  start-page: 305
  issue: 1
  year: 2015
  end-page: 316
  ident: CR28
  article-title: Toward fair maximization of energy efficiency in multiple uas-aided networks: A game-theoretic methodology
  publication-title: IEEE Transactions on Wireless Communications
  doi: 10.1109/TWC.2014.2343219
  contributor:
    fullname: Kato
– ident: CR15
– ident: CR17
– volume: 33
  start-page: 94
  issue: 1
  year: 2016
  end-page: 119
  ident: CR22
  article-title: Game theory for networks: A tutorial on game-theoretic tools for emerging signal processing applications
  publication-title: IEEE Signal Processing Magazine
  doi: 10.1109/MSP.2015.2451994
  contributor:
    fullname: Sanguinetti
– ident: CR9
– volume: 3
  start-page: 22
  issue: 1
  year: 2015
  end-page: 33
  ident: CR18
  article-title: A distributed gateway selection algorithm for uav networks
  publication-title: IEEE Transactions on Emerging Topics in Computing
  doi: 10.1109/TETC.2014.2382433
  contributor:
    fullname: Yu
– volume: 3
  start-page: 569
  issue: 6
  year: 2014
  end-page: 572
  ident: CR25
  article-title: Optimal LAP altitude for maximum coverage
  publication-title: IEEE Wireless Communications Letters
  doi: 10.1109/LWC.2014.2342736
  contributor:
    fullname: Lardner
– volume: 52
  start-page: 2624
  issue: 6
  year: 2006
  end-page: 2633
  ident: CR26
  article-title: Bandwidth- and power-efficient routing in linear wireless networks
  publication-title: IEEE Transactions on Information Theory
  doi: 10.1109/TIT.2006.874520
  contributor:
    fullname: Fuja
– volume: 6
  start-page: 1
  issue: 1
  year: 2014
  end-page: 15
  ident: CR1
  article-title: Uav for 3d mapping applications: A review
  publication-title: Applied Geomatics
  doi: 10.1007/s12518-013-0120-x
  contributor:
    fullname: Remondino
– volume: 18
  start-page: 1123
  issue: 2
  year: 2016
  end-page: 1152
  ident: CR6
  article-title: Survey of important issues in UAV communication networks
  publication-title: IEEE Communications Surveys and Tutorials
  doi: 10.1109/COMST.2015.2495297
  contributor:
    fullname: Vaszkun
– volume: 49
  start-page: 1137
  issue: 7
  year: 2004
  ident: 1866_CR30
  publication-title: IEEE Transactions on Automatic Control
  doi: 10.1109/TAC.2004.831143
  contributor:
    fullname: JS Shamma
– volume: 11
  start-page: 1254
  issue: 3
  year: 2013
  ident: 1866_CR7
  publication-title: Ad Hoc Networks
  doi: 10.1016/j.adhoc.2012.12.004
  contributor:
    fullname: B Ilker
– volume: 9
  start-page: 468
  issue: 3
  year: 2011
  ident: 1866_CR5
  publication-title: Ad Hoc Networks
  doi: 10.1016/j.adhoc.2010.09.008
  contributor:
    fullname: Z Sun
– volume: 3
  start-page: 569
  issue: 6
  year: 2014
  ident: 1866_CR25
  publication-title: IEEE Wireless Communications Letters
  doi: 10.1109/LWC.2014.2342736
  contributor:
    fullname: A Al-Hourani
– ident: 1866_CR23
  doi: 10.1109/GLOCOM.2017.8254715
– volume: 15
  start-page: 3949
  issue: 6
  year: 2016
  ident: 1866_CR10
  publication-title: IEEE Transactions on Wireless Communications
  doi: 10.1109/TWC.2016.2531652
  contributor:
    fullname: M Mozaffari
– volume: 16
  start-page: 24
  issue: 1
  year: 2017
  ident: 1866_CR2
  publication-title: IEEE Pervasive Computing
  doi: 10.1109/MPRV.2017.11
  contributor:
    fullname: M Erdelj
– volume: 59
  start-page: 2528
  issue: 9
  year: 2011
  ident: 1866_CR20
  publication-title: IEEE Transactions on Communications
  doi: 10.1109/TCOMM.2011.062311.100046
  contributor:
    fullname: W Saad
– volume: 54
  start-page: 601
  issue: 2
  year: 2018
  ident: 1866_CR8
  publication-title: IEEE Transactions on Aerospace and Electronic Systems
  doi: 10.1109/TAES.2017.2761139
  contributor:
    fullname: M Thammawichai
– ident: 1866_CR17
  doi: 10.1109/ISAPE.2008.4735528
– volume: 33
  start-page: 94
  issue: 1
  year: 2016
  ident: 1866_CR22
  publication-title: IEEE Signal Processing Magazine
  doi: 10.1109/MSP.2015.2451994
  contributor:
    fullname: G Bacci
– volume: 35
  start-page: 1046
  issue: 5
  year: 2017
  ident: 1866_CR11
  publication-title: IEEE Journal on Selected Areas in Communications
  doi: 10.1109/JSAC.2017.2680898
  contributor:
    fullname: M Chen
– volume: 24
  start-page: 328
  issue: 3
  year: 2016
  ident: 1866_CR19
  publication-title: Engineering Letters
  contributor:
    fullname: Y Yu
– ident: 1866_CR9
  doi: 10.1109/COASE.2016.7743546
– volume: 65
  start-page: 1690
  issue: 3
  year: 2016
  ident: 1866_CR13
  publication-title: IEEE Transactions on Vehicular Technology
  doi: 10.1109/TVT.2015.2414819
  contributor:
    fullname: S Rosati
– volume: 62
  start-page: 390
  issue: 1
  year: 2013
  ident: 1866_CR29
  publication-title: IEEE Transactions on Vehicular Technology
  doi: 10.1109/TVT.2012.2211905
  contributor:
    fullname: Y Cai
– volume: 18
  start-page: 2624
  issue: 4
  year: 2016
  ident: 1866_CR3
  publication-title: IEEE Communications Surveys and Tutorials
  doi: 10.1109/COMST.2016.2560343
  contributor:
    fullname: S Hayat
– ident: 1866_CR15
– volume: 3
  start-page: 22
  issue: 1
  year: 2015
  ident: 1866_CR18
  publication-title: IEEE Transactions on Emerging Topics in Computing
  doi: 10.1109/TETC.2014.2382433
  contributor:
    fullname: F Luo
– volume: 52
  start-page: 2624
  issue: 6
  year: 2006
  ident: 1866_CR26
  publication-title: IEEE Transactions on Information Theory
  doi: 10.1109/TIT.2006.874520
  contributor:
    fullname: M Sikora
– volume: 20
  start-page: 1647
  issue: 8
  year: 2016
  ident: 1866_CR24
  publication-title: IEEE Communications Letters
  doi: 10.1109/LCOMM.2016.2578312
  contributor:
    fullname: M Mozaffari
– volume: 6
  start-page: 1
  issue: 1
  year: 2014
  ident: 1866_CR1
  publication-title: Applied Geomatics
  doi: 10.1007/s12518-013-0120-x
  contributor:
    fullname: F Nex
– volume: 30
  start-page: 861
  issue: 5
  year: 2012
  ident: 1866_CR12
  publication-title: IEEE Journal on Selected Areas in Communications
  doi: 10.1109/JSAC.2012.120603
  contributor:
    fullname: SS Ponda
– ident: 1866_CR4
  doi: 10.1109/MILCOM.2005.1605902
– volume: 18
  start-page: 1123
  issue: 2
  year: 2016
  ident: 1866_CR6
  publication-title: IEEE Communications Surveys and Tutorials
  doi: 10.1109/COMST.2015.2495297
  contributor:
    fullname: L Gupta
– volume: 16
  start-page: 843
  issue: 3
  year: 2017
  ident: 1866_CR14
  publication-title: IEEE Transactions on Mobile Computing
  doi: 10.1109/TMC.2016.2561291
  contributor:
    fullname: M Asadpour
– ident: 1866_CR16
  doi: 10.1109/GLOCOMW.2011.6162360
– volume: 14
  start-page: 305
  issue: 1
  year: 2015
  ident: 1866_CR28
  publication-title: IEEE Transactions on Wireless Communications
  doi: 10.1109/TWC.2014.2343219
  contributor:
    fullname: AEAA Abdulla
– ident: 1866_CR21
– volume: 26
  start-page: 77
  issue: 5
  year: 2009
  ident: 1866_CR27
  publication-title: IEEE Signal Processing Magazine
  doi: 10.1109/MSP.2009.000000
  contributor:
    fullname: W Saad
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Snippet Multiple unmanned aerial vehicles (UAVs) are applicable to numerous civil and military scenarios, such as rescue, surveillance, inspection, mapping, and so on....
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SubjectTerms Algorithms
Attenuation
Changing environments
Communications Engineering
Communications systems
Computer Communication Networks
Computer simulation
Electrical Engineering
Energy consumption
Engineering
Game theory
Ground stations
Inspection
IT in Business
Mathematical models
Military technology
Network formation
Networks
Unmanned aerial vehicles
Wireless networks
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Title Nash network formation among unmanned aerial vehicles
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