Abstract
Opportunistic communication is one of the key technologies for advertisement, information sharing, disaster evacuation guidance in delay-tolerant networks (DTNs), vehicular ad hoc networks (VANETs), and so on. The efficiency of message delivery in opportunistic communication is correlated to the routing protocols and the movement model of mobile entities. In this paper, we focus on message delivery based on opportunistic communication by pedestrians who move based on Lévy walk and Random walk movement models on the city’s road network. Moreover, we introduce roadside units located in the city, which play a role in the distributed message cache. We assume Random walk and Lévy walk as pedestrian mobility models and Epidemic, Spray and Wait, and PRoPHET as the routing protocols and analyze the influence of roadside units, pedestrian walk patterns, and the routing protocols of opportunistic communication on costs of message delivery. Our simulation results clarify the difference in routing protocols regarding network costs. We also discuss a trade-off between network cost and message delivery ratio according to the results.
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Aleliunas, R., Karp, R.M., Lipton, R.J., Lovasz, L., Rackoff, C.: Random walks, universal traversal sequences, and the complexity of maze problems. In: Proceedings of the 20th Annual Symposium on Foundations of Computer Science (SFCS 1979), pp. 218–223 (1976)
Baldoni, R., Beraldi, R., Quema, V., Querzoni, L., Tucci-Piergiovanni, S.: Tera: topic-based event routing for peer-to-peer architectures. In: Proceedings of the 2007 International Conference on Distributed Event-based Systems, pp. 2–13 (2007)
Bisnik, N., Abouzeid, A.A.: Optimizing random walk search algorithms in p2p networks. Comput. Netw. 51(6), 1499–1514 (2007). https://doi.org/10.1016/j.comnet.2006.08.004
Broch, J., Maltz, D.A., Johnson, D.B., Hu, Y.C., Jetcheva, J.: A performance comparison of multi-hop wireless ad hoc network routing protocols. In: Proceedings of the 4th Annual ACM/IEEE International Conference on Mobile Computing and Networking, MobiCom 1998, p. 8597. Association for Computing Machinery, New York (1998). https://doi.org/10.1145/288235.288256
Buldyrev, S.V., Goldberger, A.L., Havlin, S., Peng, C.K., Simons, M., Stanley, H.E.: Generalized lévy-walk model for DNA nucleotide sequences. Phys. Rev. E 47(6), 4514–4523 (1993)
Desta, M.S., Hyytiä, E., Keränen, A., Kärkkäinen, T., Ott, J.: Evaluating (geo) content sharing with the one simulator. In: Proceedings of the 14th ACM Symposium Modeling, Analysis and Simulation of Wireless and Mobile Systems (MSWiM) (2013)
Dolev, S., Schiller, E., Welch, J.L.: Random walk for self-stabilizing group communication in ad hoc networks. IEEE Trans. Mobile Comput. 5(7), 893–905 (2006). https://doi.org/10.1109/TMC.2006.104
Draief, M., Ganesh, A.: A random walk model for infection on graphs: spread of epidemics & rumours with mobile agents. Discrete Event Dyn. Syst. 21(1), 41–61 (2011). https://doi.org/10.1007/s10626-010-0092-5
Edwards, A.M., Phillips, R.A., Watkins, N.W., Freeman, M.P., Murphy, E.J., Afanasyev, V., Buldyrev, S.V., da Luz, M.G.E., Raposo, E.P., Stanley, H.E., Viswanathan, G.M.: Revisiting lévy flight search patterns of wandering albatrosses, bumblebees and deer. Nature 449, 1044–1048 (2007)
Grasic, S., Davies, E., Lindgren, A., Doria, A.: The evolution of a DTN routing protocol - PRoPHETv2. In: Proceedings of the 6th ACM Workshop on Challenged Networks, CHANTS 2011, pp. 27–30. ACM, New York (2011). https://doi.org/10.1145/2030652.2030661
Helgason, Ó., Kouyoumdjieva, S.T., Karlsson, G.: Opportunistic communication and human mobility. IEEE Trans. Mob. Comput. 13(7), 1597–1610 (2014)
Hyytia, E., Lassila, P., Virtamo, J.: Spatial node distribution of the random waypoint mobility model with applications. IEEE Trans. Mob. Comput. 5(6), 680–694 (2006)
Lévy, P.: Théorie de L’addition des Variables Aléatoires. Gauthier-Villars, Paris (1937)
Rhee, I., Shin, M., Hong, S., Lee, K., Kim, S.J., Chong, S.: On the levy-walk nature of human mobility. IEEE/ACM Trans. Netw. 19(3), 630–643 (2011). https://doi.org/10.1109/TNET.2011.2120618
Shinki, K., Hayashibara, N.: Resource exploration using lévy walk on unit disk graphs. In: The 32nd IEEE International Conference on Advanced Information Networking and Applications (AINA-2018), Krakow, Poland (2018)
Shinki, K., Nishida, M., Hayashibara, N.: Message dissemination using lévy flight on unit disk graphs. In: the 31st IEEE International Conference on Advanced Information Networking and Applications (AINA 2017), Taipei, Taiwan ROC (2017)
Spaho, E., Bylykbashi, K., Barolli, L., Takizawa, M.: Routing in a DTN: performance evaluation for random waypoint and steady state random waypoint using NS3 simulator. In: Advances on P2P, Parallel, Grid, Cloud and Internet Computing, 3PGCIC 2018. Springer, Cham (2020)
Spyropoulos, T., Psounis, K., Raghavendra, C.S.: Efficient routing in intermittently connected mobile networks: the multiple-copy case. IEEE/ACM Trans. Netw. 14, 77–90 (2008)
Sueda, T., Hayashibara, N.: Human mobility and message caching in opportunistic networks. In: Advances in Internet, Data and Web Technologies, EIDWT 2020. Springer, Kitakyushu (2020)
Vahdat, A., Becker, D.: Epidemic routing for partially-connected ad hoc networks. Technical report CS-2000-06, Duke University (2000)
Valler, N.C., Prakash, B.A., Tong, H., Faloutsos, M., Faloutsos, C.: Epidemic spread in mobile ad hoc networks: determining the tipping point. In: Proceedings of the 10th International IFIP TC 6 Conference on Networking - Volume Part I, NETWORKING 2011, pp. 266–280. Springer-Verlag, Heidelberg (2011). http://dl.acm.org/citation.cfm?id=2008780.2008807
Viswanathan, G.M., Afanasyev, V., Buldyrev, S.V., Murphy, E.J., Prince, P.A., Stanley, H.E.: Lévy flight search patterns of wandering albatrosses. Nature 381, 413–415 (1996)
Yang, X.S.: Cuckoo search via lévy flights. In: Proceedings of World Congress on Nature & Biologically Inspired Computing (NaBIC 2009), pp. 210–214 (2009)
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Sueda, T., Hayashibara, N. (2021). A Cost Analysis of Routing Algorithms in Pedestrian-Based Delay Tolerant Networks. In: Barolli, L., Li, K., Enokido, T., Takizawa, M. (eds) Advances in Networked-Based Information Systems. NBiS 2020. Advances in Intelligent Systems and Computing, vol 1264. Springer, Cham. https://doi.org/10.1007/978-3-030-57811-4_8
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