Trace-based mobility modeling for multi-hop wireless networks

Computer Communications

Volumn 34, Issue 6, 2011, Pages 704-714

  Aschenbruck, Nils ^a   Munjal, Aarti ^b   Camp, Tracy ^b  

^a UNIVERSITY OF BONN   (Germany)

^b Department of Metallurgical and Materials Engineering   (United States)

Author keywords

Mobility modeling; Movement traces; Trace based analysis

Indexed keywords

MOBILITY MODEL; MOBILITY MODELING; MOVEMENT TRACES; MULTIHOP NETWORKS; MULTIHOP WIRELESS NETWORK; POSITION INFORMATION; RELIABLE PERFORMANCE; TRACE-BASED ANALYSIS;

MODELS;

TRACE ANALYSIS;

EID: 79952042415     PISSN: 01403664     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.comcom.2010.11.002     Document Type: Article

References (107)

1. N. Aschenbruck, R. Ernst, E. Gerhards-Padilla, M. Schwamborn, BonnMotion - a mobility scenario generation and analysis tool, in: Proceedings of the 3rd International Conference on Simulation Tools and Techniques, 2010.
2. N. Aschenbruck, R. Ernst, P. Martini, Indoor mobility modelling, Accepted for IEEE Globecom 2010 Workshop on Mobile Computing and Emerging Communication Networks, 2010.
3. N. Aschenbruck, E. Gerhards-Padilla, M. Gerharz, M. Frank, P. Martini, Modelling mobility in disaster area scenarios, in: Proceedings of the ACM International Workshop on Modeling, Analysis, and Simulation of Wireless and Mobile Systems, 2007, pp. 4-12. (Pubitemid 351528488)
4. N. Aschenbruck, E. Gerhards-Padillaa, P. Martinia, and J. Tölle A survey on mobility models for performance analysis in tactical mobile networks Journal of Telecommunications and Information Technology 2 2004 668 675
5. N. Aschenbruck, M. Schwamborn, Synthetic map-based mobility traces for the performance evaluation in opportunistic networks, in: Proceedings of the 2nd International Workshop on Mobile Opportunistic Networking, 2010.
6. F. Bai, A. Helmy, A Survey of Mobility Models, 2004. Available from: .
7. F. Bai, N. Sadagopan, A. Helmy, IMPORTANT: a framework to systematically analyze the Impact of Mobility on Performance of RouTing protocols for Adhoc NeTworks, in: Proceedings of the 22th Annual Joint Conference of the IEEE Computer and Communications Societies, pp. 825-835, 2003.
8. A. Balachandran, G. Voelker, P. Bahl, and P. Rangan Characterizing user behavior and network performance in a public wireless LAN ACM Sigmetrics Performance Evaluation Review 30 1 2002 195 205 (Pubitemid 35009522)
9. M. Balazinska, P. Castro, Characterizing mobility and network usage in a corporate wireless local-area network, in: Proceedings of the 1st International Conference on Mobile Systems, Applications, and Services, pp. 303-316, 2003.
10. N. Banerjee, M.D. Corner, B. Levine, An energy-efficient architecture for DTN throwboxes, in: Proceedings of the 26th Annual Joint Conference of the IEEE Computer and Communications Societies, pp. 776-784, 2007. (Pubitemid 47334296)
11. Y. Bar-Shalom, X.R. Li, and T. Kirubarajan Estimation with Applications to Tracking and Navigation 2001 Wiley
12. C. Bettstetter Mobility modeling in wireless networks: categorization, smooth movement, and border effects ACM SIGMOBILE Mobile Computing and Communications Review 5 3 2001 55 66
13. C. Bettstetter, Smooth is better than sharp: a random mobility model for simulation of wireless networks, in: Proceedings of the ACM International Workshop on Modeling, Analysis, and Simulation of Wireless and Mobile Systems, pp. 19-27, 2001.
14. C. Bettstetter, C. Wagner, The spatial node distribution of the random waypoint mobility model, in: Proceedings of the 1st German Workshop on Mobile Ad-Hoc Networks, pp. 41-58, 2002.
15. S. Bittner, W.-U. Raffel, M. Scholz, The area graph-based mobility model and its impact on data dissemination, in: Proceedings of the 3rd IEEE International Conference on Pervasive Computing and Communications, pp. 268-272, 2005. (Pubitemid 43762860)
16. K. Blakely, B. Lowekamp, A structured group mobility model for the simulation of mobile ad hoc networks, in: Proceedings of the 2nd International Workshop on Mobility Management & Wireless Access Protocols, pp. 111-118, 2004. (Pubitemid 40390923)
17. C. Boldrini, and A. Passarella HCMM: modelling spatial and temporal properties of human mobility driven by users' social relationships Computer Communications 33 9 2010 1056 1074
18. V. Borrel, F. Legendre, M. De Amorim, and S. Fdida SIMPS: using sociology for personal mobility IEEE/ACM Transactions on Networking 17 3 2009 831 842
19. M. Caliskan, D. Graupner, M. Mauve, Decentralized discovery of free parking places, in: Proceedings of the 3rd ACM International Workshop on Vehicular Ad Hoc Networks, pp. 30-39, 2006. (Pubitemid 46634327)
20. T. Camp, J. Boleng, and V. Davies A survey of mobility models for ad hoc network research Wireless Communication and Mobile Computing: Special issue on Mobile Ad Hoc Networking: Research, Trends and Applications 2 5 2002 483 502 (Pubitemid 135713186)
21. A. Chaintreau, P. Hui, J. Crowcroft, C. Diot, R. Gass, and J. Scott Impact of human mobility on opportunistic forwarding algorithms IEEE Transactions on Mobile Computing 6 6 2007 606 620 (Pubitemid 46685740)
22. A. Chaintreau, A. Mtibaa, L. Massoulie, C. Diot, The diameter of opportunistic mobile networks, in: Proceedings of the International Conference On Emerging Networking Experiments And Technologies, 2007.
23. C.-H. Chen, H.-T. Wu, K.-W. Ke, General ripple mobility model of speed-time pairing, IEEE Wireless Communications and Networking Conference, pp. 4057-4062, 2007.
24. D.R. Choffnes, F.E. Bustamante, An integrated mobility and traffic model for vehicular wireless networks, in: Proceedings of the 2nd ACM International Workshop on Vehicular Ad Hoc Networks, pp. 69-78, 2005.
25. N. Eagle, and A. (Sandy) Pentland Reality mining: sensing complex social systems Personal and Ubiquitous Computing 10 4 2006 255 268
26. F. Ekman, A. Keränen, J. Karvo, J. Ott, Working day movement model, in: Proceedings of the 1st ACM SIGMOBILE Workshop on Mobility Models for Networking Research, pp. 33-40, 2008.
27. M.A. Ergin, K. Ramachandran, M. Gruteser, Understanding the effect of access point density on wireless LAN performance, in: Proceedings of the 13th Annual ACM International Conference on Mobile Computing and Networking, pp. 350-353, 2007.
28. Universal Mobile Telecommunicatios System (UMTS) - selection procedures for the choice of radio transmission technologies of the UMTS, Umts 30.03 version 3.2.0, tr 101 112 ed., European Telecommunications Standards Institute (ETSI), 1998.
29. M. Fiore, J. Härri, F. Fethi, C. Bonnet, Vehicular mobility simulation for VANETs, in: Proceedings of the 40th IEEE Annual Simulation Symposium, 2007.
30. D. Fox, J. Hightower, L. Liao, D. Schulz, and G. Borriello Bayesian filtering for location estimation IEEE Pervasive Computing 2 3 2003 24 33
31. M. Gerla, D. Raychaudhuri, J. Wu, NSF Mobility in Wireless Networks Workshop - Summary, 2007.
32. M. Günes, J. Siekermann, CosMos - communication scenario and mobility scenario generator for mobile ad-hoc networks, in: Proceedings of the 2nd International Workshop on MANETs and Interoperability Issues, 2005.
33. J. Harri, F. Filali, and C. Bonnet Mobility models for vehicular ad hoc networks: a survey and taxonomy IEEE Communications Surveys & Tutorials 11 4 2009
34. T. Henderson, D. Kotz, I. Abyzov, The changing usage of a mature campus-wide wireless network, in: Proceedings of the 10th Annual ACM/IEEE International Conference on Mobile Computing and Networking, pp. 187-201, 2004. (Pubitemid 40061940)
35. F. Hernandez-Campos, M. Papadopouli, A comparative measurement study of the workload of wireless access points in campus networks, in: Proceedings of the 16th Annual IEEE International Symposium on Personal Indoor and Mobile Radio Communications, pp. 1776-1780, 2005. (Pubitemid 46521704)
36. X. Hong, M. Gerla, G. Pei, C.-C. Chiang, A group mobility model for ad hoc wireless networks, in: Proceedings of the ACM International Workshop on Modeling, Analysis, and Simulation of Wireless and Mobile Systems, pp. 53-60, 1999.
37. S.P. Hoogendoorn, and P.H.L. Bovy State-of-the-art of vehicular traffic flow modelling Journal of Systems and Control Engineering - Special Issue on Road Traffic Modelling and Control 215 4 2001 283 304
38. W.-j. Hsu, D. Dutta, A. Helmy, Mining behavioral groups in large wireless LANs, in: Proceedings of the 13th Annual ACM/IEEE International Conference on Mobile Computing and Networking, pp. 338-341, 2007.
39. W.-j. Hsu, A. Helmy, IMPACT: investigation of mobile-user patterns across university campuses using WLAN trace analysis, USC Technical Report, 2005.
40. W.-j. Hsu, K. Merchant, H.-w. Shu, C.-h. Hsu, and A. Helmy Weighted waypoint mobility model and its impact on ad hoc networks ACM SIGMOBILE Mobile Computing and Communications Review 9 1 2005 59 63
41. W.-j. Hsu, T. Spyropoulos, K. Psounis, and A. Helmy Modeling spatial and temporal dependencies of user mobility in wireless mobile networks IEEE/ACM Transactions on Networking 17 5 2009 1564 1577
42. Y. Huang, W. He, K. Nahrstedt, W.C. Lee, CORPS: event-driven incident mobility model for first responders in incident scene, in: Proceedings of the IEEE Military Communications Conference, pp. 1-7, 2008.
43. M. Jahnke, A. Wenzel, G. Klein, FKIE-Bericht Nr. 163: Verfahren zur Erkennung von Angriffen gegen taktische MANETs, Forschungsinstitut für Kommunikation, Informationsverarbeitung und Ergonomie (FGAN-FKIE), Tech. Rep., 2008 (in German).
44. R. Jain, D. Lelescu, M. Balakrishnan, Model T: an empirical model for user registration patterns in a campus wireless LAN, in: Proceedings of the 11th Annual ACM/IEEE International Conference on Mobile Computing and Networking, pp. 170-184, 2005. (Pubitemid 43206603)
45. A. Jardosh, E.M. Belding-Royer, K.C. Almeroth, S. Suri, Towards realistic mobility models for mobile ad hoc networks, in: Proceedings of the 9th Annual ACM/IEEE International Conference on Mobile Computing and Networking, pp. 217-229, 2003.
46. A.P. Jardosh, K. Mittal, K. Ramachandran, E.M. Belding, K.C. Almeroth, IQU: practical queue-based user association management for WLANs, in: Proceedings of the 12th Annual ACM/IEEE International Conference on Mobile Computing and Networking, pp. 158-169, 2006. (Pubitemid 44758712)
47. A.P. Jardosh, K.N. Ramachandran, K.C. Almeroth, E.M. Belding-Royer, Understanding congestion in IEEE 802.11b wireless networks, in: Proceedings of the 5th ACM SIGCOMM Conference on Internet Measurement, 2005.
48. - -, Understanding link-layer behavior in highly congested IEEE 802.11b wireless networks, in: Proceedings of the 2005 ACM SIGCOMM Workshop on Experimental Approaches to Wireless Network Design and Analysis, pp. 11-16, 2005.
49. J. Jetcheva, Y.-C. Hu, S. PalChaudhuri, A. Saha, D. Johnson, Design and evaluation of a metropolitan area multitier wireless ad hoc network architecture, in: Proceedings of the 5th IEEE Workshop on Mobile Computing Systems and Applications, pp. 32-43, 2003.
50. D.B. Johnson, and D.A. Maltz Dynamic Source Routing in Ad Hoc Wireless Networks, Mobile Computing 1996 Kluwer Academic Publishers vol. 353, pp. 153-181
51. J.H. Kang, W. Welbourne, B. Stewart, G. Borriello, Extracting places from traces of locations, in: Proceedings of the 2nd ACM International Workshop on Wireless Mobile Applications and Services on WLAN Hotspots, pp. 110-118, 2004. (Pubitemid 40062874)
52. M. Kim, D. Kotz, S. Kim, Extracting a mobility model from real user traces, in: Proceedings of the 25th Annual Joint Conference of the IEEE Computer and Communications Societies, pp. 1-13, 2006.
53. D. Kotz, K. Essien, Analysis of a campus-wide wireless network, in: Proceedings of the 8th Annual ACM/IEEE International Conference on Mobile Computing and Networking, 2002.
54. J. Kraaier, U. Killat, The random waypoint city model - user distribution in a street-based mobility model for wireless network simulations, in: Proceedings of the 3rd ACM International Workshop on Wireless Mobile Applications and Services on WLAN Hotspots, pp. 100-103, 2005. (Pubitemid 44073957)
55. D. Krajzewicz, G. Hertkorn, C. Rössel, P. Wagner, SUMO (Simulation of Urban MObility); an open-source traffic simulation, in: Proceedings of the 4th Middle East Symposium on Simulation and Modelling, pp. 183-187, 2002.
56. E. Kuiper, S. Nadjm-Tehrani, Mobility models for UAV group reconnaissance applications, in: Proceedings of the International Conference on Wireless and Mobile Communications, 2006.
57. B. Kusy, J. Sallai, G. Balogh, A. Ledeczi, V. Protopopescu, J. Tolliver, F. DeNap, M. Parang, Radio interferometric tracking of mobile wireless nodes, in: Proceedings of the 5th International Conference on Mobile Systems, Applications, and Services, pp. 139-151, 2007. (Pubitemid 47620921)
58. J.-Y. Le Boudec, and M. Vojnovic The random trip model: stability, stationary regime, and perfect simulation IEEE/ACM Transactions on Networking 14 2006 1153 1166 (Pubitemid 46432423)
59. K. Lee, S. Hong, S.J. Kim, I. Rhee, S. Chong, SLAW: a mobility model for human walks, in: Proceedings of the 28th Annual Joint Conference of the IEEE Computer and Communications Societies, pp. 855-863, 2009.
60. J. Leguay, A. Lindgren, J. Scott, T. Friedman, J. Crowcroft, Opportunistic content distribution in an urban setting, in: Proceedings of the ACM Workshop on Challenged Networks, pp. 205-212, 2006.
61. J. Letchner, D. Fox, A. LaMarca, Large-scale localization from wireless signal strength, in: Proceedings of the National Conference on Artificial Intelligence, 2005.
62. B. Liang, and Z.J. Haas Predictive distance-based mobility management for multidimensional PCS networks IEEE/ACM Transactions on Networking 11 5 2003 718 732
63. S.-T. Liang, W.-H. Sheng, The mold mobility model for mobile wireless networks, in: Proceedings of the 1st International Conference on Wireless Internet, pp. 79-84, 2005. (Pubitemid 44148214)
64. S. Lim, C. Yu, C.R. Das, Clustered mobility model for scale-free wireless networks, in: Proceedings of 31st IEEE Conference on Local Computer Networks, pp. 231-238, 2006.
65. T. Liu, C.M. Sadler, P. Zhang, M. Martonosi, Implementing software on resource-constrained mobile. Sensors: experiences with impala and ZebraNet, in: Proceedings of the 2nd International Conference on Mobile Systems, Applications, and Services, pp. 256-269, 2004.
66. C. Lochert, M. Caliskan, B. Scheuermann, A. Barthels, A. Cervantes, M. Mauve, Multiple simulator interlinking environment for inter vehicle communication, in: Proceedings of the 2nd ACM International Workshop on Vehicular Ad Hoc Networks, pp. 87-88, 2005.
67. G. Lu, D. Belis, G. Manson, Study on environment mobility models for mobile ad hoc network: hotspot mobility model and route mobility model, in: Proceedings of the International Conference on Wireless Networks, Communications and Mobile Computing, pp. 808-813, 2005. (Pubitemid 44822415)
68. R. Mahajan, J. Zahorjan, B. Zill, Understanding WiFi-based connectivity from moving vehicles, in: Proceedings of the 7th ACM SIGCOMM Conference on Internet Measurement, pp. 321-326, 2007.
69. B.B. Mandelbrot The Fractal Geometry of Nature 1977 W.H. Freeman and Company
70. M. McNett, and G.M. Voelker Access and mobility of wireless PDA users Mobile Computing Communications Review 9 2 2005 40 55
71. A. Mei, J. Stefa, SWIM: a simple model to generate small mobile worlds, in: Proceedings of the 28th IEEE International Conference on Computer Communications, pp. 2106-2113, 2009.
72. D. Minder, P.J. Marrón, A. Lachenmann, K. Rothermel, Experimental construction of a meeting model for smart office environments, in: Proceedings of the 1st Workshop on Real-World Wireless Sensor Networks, 2005.
73. P.S. Mogre, M. Hollick, N. d'Heureuse, H.W. Heckel, T. Krop, R. Steinmetz, A graph-based simple mobility model, in: Proceedings of the 4st German Workshop on Mobile Ad-Hoc Networks, pp. 421-432, 2007.
74. S.M. Mousavi, H.R. Rabiee, M. Moshref, A. Dabirmoghaddam, MobiSim: a framework for simulation of mobility models in mobile ad-hoc networks, in: Proceedings of the 3rd IEEE International Conference on Wireless and Mobile Computing, Networking and Communications, 2007.
75. M. Musolesi, S. Hailes, C. Mascolo, An ad hoc mobility model founded on social network theory, in: Proceedings of the 7th ACM International Workshop on Modeling, Analysis, and Simulation of Wireless and Mobile Systems, pp. 20-24, 2004. (Pubitemid 41563725)
76. M. Musolesi, and C. Mascolo Designing mobility models based on social network theory ACM SIGMOBILE Mobile Computing and Communications Review 11 3 2007 59 70
77. M. Musolesi, and C. Mascolo Mobility models for systems evaluation State of the Art on MIddleware for Network Eccentric and Mobile Applications 2008
78. A. Natarajan, M. Motani, V. Srinivasan, Understanding urban interactions from bluetooth phone contact traces, in: Proceedings of the 8th Passive and Active Measurement Conference, pp. 115-124, 2007.
79. W. Navidi, and T. Camp Stationary distributions for the random waypoint mobility model IEEE Transactions on Mobile Computing 3 1 2004 99 108
80. W. Navidi, T. Camp, N. Bauer, Improving the accuracy of random waypoint simulations through steady-state initialization, in: Proceedings of the 15th International Conference on Modeling and Simulation, pp. 319-326, 2004. (Pubitemid 40700448)
81. S. Nelson, A. Harris, R. Kravets, Event-driven, role-based mobility in disaster recovery networks, in: Proceedings of the 2nd ACM Workshop on Challenged Networks, pp. 27-34, 2007. (Pubitemid 351203611)
82. B. Pazand, C. McDonald, A critique of mobility models for wireless network simulation, in: Proceedings of the 6th IEEE/ACIS International Conference on Computer and Information Science, pp. 141-146, 2007.
83. A. Peddemors, H. Eertink, I. Niemegeers, Experience-based network resource usage on mobile hosts, in: Proceedings of the 2nd Conference on Future Networking Technologies - Student Workshop Poster, 2006.
84. L. Pelusi, A. Passarella, and M. Conti Opportunistic networking: data forwarding in disconnected mobile ad hoc networks IEEE Communications Magazine Issue on Ad Hoc and Sensor Networks 44 11 2006 134 141 (Pubitemid 46405650)
85. M. Piorkowski, N. Sarafijanovoc-Djukic, M. Grossglauser, A parsimonious model of mobile partitioned networks with clustering, in: Proceedings of the First International Conference on Communication Systems and Networks, 2009.
86. S. Reidt, S.D. Wolthusen, An evaluation of cluster head TA distribution mechanisms in tactical MANET environments, in: Proceedings of the Annual Conference of ITA, 2007.
87. I. Rhee, M. Shin, S. Hong, K. Lee, S. Chong, On the levy-walk nature of human mobility, in: Proceedings of the 27th Annual Joint Conference of the IEEE Computer and Communications Societies, pp. 924-932, 2008.
88. M. Rodrig, C. Reis, R. Mahajan, D. Wetherall, J. Zahorjan, Measurement-based characterization of 802.11 in a hotspot setting, in: Proceedings of the 2005 ACM SIGCOMM Workshop on Experimental Approaches to Wireless Network Design and Analysis, pp. 5-10, 2005. (Pubitemid 41832938)
89. A. Rojas, P. Branch, G. Armitage, Experimental validation of the random waypoint mobility model through a real world mobility trace for large. geographical areas, in: Proceedings of the 8th ACM International Workshop on Modeling, Analysis, and Simulation of Wireless and Mobile Systems, pp. 174-177, 2005. (Pubitemid 44440716)
90. E.M. Royer, P.M. Melliar-Smith, L.E. Moser, An analysis of the optimum node density for ad hoc mobile networks, in: Proceedings of the IEEE International Conference on Communications, vol. 3, pp. 857-861, 2001. (Pubitemid 32797407)
91. M. Schwamborn, N. Aschenbruck, P. Martini, A realistic trace-based mobility model for first responder scenarios, in: Proceedings of the ACM-IEEE International Symposium on Modeling, Analysis and Simulation of Wireless and Mobile Systems, 2010.
92. A.-K. Souley, S. Cherkaoui, Advanced mobility models for ad hoc network simulations, in: Proceedings of the 2005 Systems Communications, pp. 50-55, 2005. (Pubitemid 43791864)
93. I. Stepanov, J. Hähner, C. Becker, J. Tian, K. Rothermel, A meta-model and framework for user mobility in mobile networks, in: Proceedings of the 11th International Conference on Networks, pp. 231-238, 2003.
94. D. Tang, M. Baker, Analysis of a local-area wireless network, in: Proceedings of the 6th Annual ACM/IEEE International Conference on Mobile Computing and Networking, pp. 1-10, 2000. (Pubitemid 32024677)
95. D. Tang, and M. Baker Analysis of a metropolitan-area wireless network Wireless Networks 8 2-3 2002 107 120 (Pubitemid 34168122)
96. J. Tian, J. Hähner, C. Becker, I. Stepanov, K. Rothermel, Graph-based mobility model for mobile ad hoc network simulation, in: Proceedings of the 35th Annual Simulation Symposium, pp. 337-344, 2002.
97. V. Toubiana, H. Labiod, B. Fischer, Event based mobility model for subway scenarios, in: Proceedings of the 3rd IEEE International Conference on Wireless and Mobile Computing, Networking and Communications, 2007.
98. P.U. Tournoux, J. Leguay, F. Benbadis, V. Conan, M.D. de Amorim, J. Whitbeck, The accordion phenomenon: analysis, characterization, and impact on DTN routing, in: Proceedings of the 28th Annual Joint Conference of the IEEE Computer and Communications Societies, pp. 1116-1124, 2009.
99. C. Tuduce, T. Gross, A mobility model based on WLAN traces and its validation, in: Proceedings of the 24th Annual Joint Conference of the IEEE Computer and Communications Societies, pp. 664-674, 2005. (Pubitemid 41390860)
100. H. Verkasalo, Contextual usage-level analysis of mobile services, in: Proceedings of the 4th Annual International Conference on Mobile and Ubiquitous Systems: Networking & Services, pp. 1-8, 2007.
101. C. Walsh, A. Doci, and T. Camp A call to arms: It is time for REAL mobility models ACM SIGMOBILE Mobile Computing and Communications Review 12 1 2008 34 36
102. J. Whitbeck, M.D. de Amorim, V. Conan, Plausible mobility: inferring movement from contacts, in: Proceedings of the Second International Workshop on Mobile Opportunistic Networking, 2010.
103. B. Wietrzyk, M. Radenkovic, I. Kostadinov, Practical MANETs for pervasive cattle monitoring, in: Proceedings of the Seventh International Conference on Networking, pp. 14-23, 2008.
104. J. Yoon, B.D. Noble, M. Liu, M. Kim, Building realistic mobility models from coarse-grained traces, in: Proceedings of the 4th International Conference on Mobile Systems, Applications, and Services, pp. 177-190, 2006. (Pubitemid 44440797)
105. Q. Zheng, X. Hong, J. Liu, An agenda based mobility model, in: Proceedings of the 39th Annual Symposium on Simulation, pp. 188-195, 2006. (Pubitemid 44592114)
106. B. Zhou, K. Xu, M. Gerla, Group and swarm mobility models for ad hoc network scenarios using virtual tracks, in: Proceedings of the IEEE Military Communications Conference, pp. 289-294, 2004. (Pubitemid 41610047)
107. H.-M. Zimmermann, I. Gruber, A voronoi-based mobility model for urban environments, in: Proceedings of European Wireless, 2005.