Abstract
Many applications of wireless sensor networks require a quality of service including coverage and connectivity. However, both coverage and connectivity may be lost due to failure of sensors, in which case some holes appear. To heal holes, a hybrid wireless sensor system with mobile sensors has been proposed in the literature. Redundant mobile sensors can move to heal holes. Limited by energy supply, the largest distance that a mobile sensor can move cannot be too large. Such a consideration calls for cascade hole healing. This paper studies online cascade hole healing problem in which holes appear online and should be healed immediately without knowing future locations of holes. Two targets are considered, aiming to minimize the total energy consumption and the largest individual energy consumption, respectively. We show that naive greedy strategy does not work well for both targets, having exponentially large competitive ratios in a worst case. Then, we present two online algorithms with theoretically guaranteed tight competitive ratios. Extensive experiments show that our algorithm approximates offline optimal solutions fairly well.
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References
Bisnik, N., Abouzeid, A., Isler, V.: Stochastic event capture using mobile sensors subject to a quality metric. In: Proceedings of MobiCom’06, pp. 98–109. ACM, New York, NY (2006)
Cardei, M., Thai, M.T., Li, Y., Wu, W.: Energy-efficient target coverage in wireless sensor networks. In: INFOCOM, pp. 1976–1984 (2005)
Cardei, M., Du, D.-Z.: Improving wireless sensor network lifetime through power aware organization. Wirel. Netw. 11(3), 333–340 (2005)
Chellappan, S., Gu, W., Bai, X., Xuan, D., Ma, B., Zhang, K.: Deploying wireless sensor networks under limited mobility constraints. IEEE Trans. Mob. Comput. 6(10), 1142–1157 (2007)
Cheng, M.X., Ruan, L., Wu, W.: Achieving minimum coverage breach under bandwidth constraints in wireless sensor networks. In: INFOCOM, pp. 2638–2645 (2005)
Coman, T.H., Leiserson, C.E., Rivest, R.L., Stein, C.: Introduction to Algorithms, 3rd edn. MIT Press, Cambridge (2009)
Ding, L., Wu, W., Willson, J., Wu, L., Lu, Z., Lee, W.: Constant-approximation for target coverage problem in wireless sensor networks. In: INFOCOM, pp. 1584–1592 (2012)
Ghrist, R., Muhammad, A.: Coverage and hole-detection in sensor networks via homology. In: Proceedings of IPSN’05. IEEE Press, Piscataway, NJ (2005)
Goldberg, A.V., Tarjan, R.E.: Finding minimum-cost circulations by successive approximation. Math. Oper. Res. 15(3), 430–466 (1990)
Iyengar, R., Kar, K., Banerjee, S.: Low-coordination topologies for redundancy in sensor networks. In: Proceedings of MobiHoc’05, pp. 332–342. ACM, New York, NY (2005)
Li, X., Hunter, D.: Distributed coordinate-free hole recovery. In: IEEE International Conference on Communications Workshops, ICC Workshops’08, pp. 189–194 (2008)
Li, X., Santoro, N., Stojmenovic, I.: Mesh-based sensor relocation for coverage maintenance in mobile sensor networks. In: Proceedings of UIC’07, pp. 696–708. Springer, Berlin (2007)
Liu, B., Brass, P., Dousse, O., Nain, P., Towsley, D.: Mobility improves coverage of sensor networks. In: Proceedings of MobiHoc’05, pp. 300–308. ACM, New York, NY (2005)
Nguyen, D.T., Nguyen, N.P., Thai, M.T., Helal, A.: Optimal and distributed algorithms for coverage hole healing in hybrid sensor networks. Int. J. Sen. Netw. 11(4), 228–240 (2012)
Srinivasan, W.W.V., Chua, K.-C.: Trade-offs between mobility and density for coverage in wireless sensor networks. In: Proceedings of MobiCom’07, pp. 39–50. ACM, New York, NY (2007)
Wang, G., Cao, G., La Porta, T., Zhang, W.: Sensor relocation in mobile sensor networks. In: INFOCOM 2005, vol. 4, pp. 2302–2312 (2005)
Wang, X., Xing, G., Zhang, Y., Lu, C., Pless, R., Gill, C.: Integrated coverage and connectivity configuration in wireless sensor networks. In: Proceedings of SenSys’03, pp. 28–39. ACM, New York, NY (2003)
Wu, L., Du, H., Wu, W., Li, D., Lv, J., Lee, W.: Approximations for minimum connected sensor cover. In: INFOCOM, pp. 1187–1194 (2013)
Yilin, S., Dung, T.N., My T.T: Adaptive approximation algorithms for hole healing in hybrid wireless sensor networks. In: INFOCOM, pp. 1178-1186 (2013)
Zhang, H., Hou, J.C.: Maintaining sensing coverage and connectivity in large sensor networks. Ad Hoc Sens. Wirel. Netw. 1(1–2), 89–124 (2005)
Zhang, Z., Willson, J., Lu, Z., Wu, W., Zhu, X., Du, D.-Z.: Approximating maximum lifetime k-Coverage through minimizing weighted k-cover in homogeneous wireless sensor networks. IEEE/ACM Trans. Netw. 24(6), 3620–3633 (2016)
Acknowledgements
We would like to thank the reviewers for their valuable suggestions.
This research work is supported in part by NSFC (11771013, 61751303, 11531011, 61472272), the Zhejiang Provincial Natural Science Foundation of China (LD19A010001, LY19A010018), and NSF under grant 1747818.
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Zhang, Z., Lu, Z., Li, X. et al. Online hole healing for sensor coverage. J Glob Optim 75, 1111–1131 (2019). https://doi.org/10.1007/s10898-019-00827-5
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DOI: https://doi.org/10.1007/s10898-019-00827-5