Abstract
Most research on wireless sensor networks has focused on homogeneous networks where all nodes have identical transmission ranges. However, heterogeneous networks, where nodes have different transmission ranges, are potentially much more efficient. In this chapter, we study how heterogeneous networks can be configured by distributed self-organization algorithms where each node selects its own transmission range based on local information. We define a specific performance function, and show empirically that self-organization based on local information produces networks that are close to optimal, and that including more information provides only marginal benefit. We also investigate whether the quality of networks configured by self-organization results from their generic connectivity distribution (as is argued for scale-free networks) or from their specific pattern of heterogeneous connectivity, finding the latter to be the case. The study confirms that heterogeneous networks outperform homogeneous ones, though with randomly deployed nodes, networks that seek homogeneous out-degree have an advantage over networks that simply use the same transmission range for all nodes. Finally, our simulation results show that highly optimized network configurations are as robust as non-optimized ones with respect to random node failure, but are much more susceptible to targeted attacks that preferentially remove nodes with the highest connectivity, confirming the trade-off between optimality and robustness postulated for optimized complex systems.
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D. Braha, A.A. Minai, and Y. Bar-Yam, Eds., Complex Engineered Systems: Science Meets Technology, Springer/NECSI, New York, 2006.
A.-L. Barabási and R. Albert, “Emergence of scaling in random networks”, Science, vol.286, pp. 509–511, 1999.
A.-L. Barabási, R. Albert, and H. Jeong, “Mean-field theory for scale-free random networks”, Physica A, vol. 272, pp. 173–187, 1999.
R. Albert and A.-L. Barabási, “Topology of evolving networks: Local events and universality”, Physical Review Letters, vol. 85, pp. 5234–5237, 2000.
R. Albert and A.L. Barabási, “Statistical mechanics of complex networks”, Reviews of Modern Physics, vol. 74, pp. 47–97, 2002.
D.J. Watts and S.H. Strogatz, “Collective dynamics of ‘small-world‘ networks”, Nature, vol. 393, pp. 440–442, 1998.
R. Albert, H. Jeong, and A.-L. Barabási, “Error and attack tolerance of complex networks”, Nature, vol. 406, pp. 378–382, 2000.
M.E.J. Newman, S.H. Strogatz, and D.J. Watts, “Random graphs with arbitrary degree distribution and their applications”, Physical Review E, vol. 64, pp. 026118, 2001.
B. Shargel, H. Sayama, I.J. Epstein, and Y. Bar-Yam, “Optimization of robustness and connectivity in complex networks”, Physical Review Letters, vol. 90, pp. 168701, 2003.
A.X.C.N. Valente, A. Sarkar, and H.A. Stone, “Two-peak and three-peak optimal complex networks”, Physical Review Letters, vol. 92, pp. 118702, 2004.
G. Paul, T. Tanizawa, S. Havlin, and H. E. Stanley, “Optimization of robustness of complex networks”, European Physical Journal B, vol. 38, pp. 187–191, 2004.
T. Tanizawa, G. Paul, R. Cohen, S. Havlin, and H. E. Stanley, “Optimization of network robustness to waves of targeted and random attacks”, Physical Review E, vol. 1, no. 4, pp. 047101, Apr. 2005.
A. Beygelzimer, G. Grinstein, R. Linsker, and I. Rish, “Improving network robustness by edge modification”, Physica A, vol. 357, pp. 593–612, 2005.
J. Doyle and J.M. Carlson, “Power laws, highly optimized tolerance, and generalized source coding”, Physical Review Letters, vol. 84, pp. 5656–5659, 2000.
J.M. Carlson and J. Doyle, “Highly optimized tolerance: Robustness and design in complex systems”, Physical Review Letters, vol. 84, pp. 2529–2532, 2000.
J.M. Carlson and J. Doyle, “Complexity and robustness”, Proceedings of the National Academy of Sciences USA, vol. 99 Suppl. 1, pp. 2539–2545, 2002.
L. Li, D. Alderson, R. Tanaka, J.C. Doyle, and W. Willinger, “Towards a theory of scale-free graphs: Definition, properties, and implications (extended version)”, Tech. Rep. CIT-CDS-04 –006, Engineering and Applied Science, California Institute of Technology, 2005.
J.C. Doyle, D.L. Alderson, L. Li, M. Roughan, S. Shalunov, R. Tanaka, and W. Willinger, “The ‘robust yet fragile’ nature of the internet”, Proceedings of the National Academy of Sciences USA, vol. 102, pp. 14497–14502, 2005.
R. Nagpal, “Engineering amorphous systems, using global-to-local compilation”, in Complex Engineered Systems: Science Meets Technology, D. Braha, A.A. Minai, and Y. Bar-Yam, Eds., pp. 291–306. Springer/NECSI, New York, 2006.
A.A. Minai, D. Braha, and Y. Bar-Yam, “Complex engineered systems: A new paradigm”, in Complex Engineered Systems: Science Meets Technology, D. Braha, A.A. Minai, and Y. Bar-Yam, Eds., pp. 1–21. Springer/NECSI, New York, 2006.
E. Bonabeau, M. Dorigo, and G. Theraulaz, Eds., Swarm Intelligence: From Natural to Artificial Systems, Oxford University Press, Oxford, 1999.
R. Albert, H. Jeong, and A.-L. Barabási, “Diameter of the world wide web”, Nature, vol. 401, pp. 130–131, 1999.
S.-H. Yook, H. Jeong, and A.-L. Barabási, “Modeling the internet‘s large-scale topology”, Proceedings of the National Academy of Sciences USA, vol. 99, pp. 13382–13386, 2002.
A. Van Ooyen and J Van Pelt, “Activity-dependent outgrowth of neurons and overshoot phenomena in developing neural networks”, Journal of Theoretical Biology, vol. 167, pp. 27–43, 1994.
L. Kleinrock and J. Sylvester, “Optimum transmission radii for packet radio networks or why six is a magic number”, in NTC ‘78; National Telecommunications Conference, Birmingham, Ala., December 3–6, 1978, Conference Record. Volume 1. (A79–40501 17–32) Piscataway, NJ, Institute of Electrical and Electronics Engineers, Inc., 1978, p. 4.3.1–4.3.5., 1978, pp. 431–435.
L. Takagi and H. Kleinrock, “Optimal transmission ranges for randomly distributed packet radio terminals”, IEEE Transactions on Communications, vol. 32, no. 3, pp. 246–257, 1984.
J. Ni and S.A.G. Chandler, “Connectivity properties of a random radio network”, IEE Proceedings – Communications, vol. 141, pp. 289–296, 1994.
F. Xue and P.R. Kumar, “The number of neighbors needed for connectivity of wireless networks”, Wireless Networks, vol. 10, no. 2, pp. 169–181, 2004.
O. Ferrari and G. Tonguz, “Minimum number of neighbors for fully connected uniform ad hoc wireless networks”, in Proceedings of IEEE International Conference on Communications, June, pp. 4331–4335, 2004.
Y.-C. Cheng and T.G. Robertazzi, “Critical connectivity phenomena in multihop radio models”, IEEE Transactions on Communications, vol. 37, pp. 770–777, 1989.
P. Santi, “The critical transmitting range for connectivity in mobile ad hoc networks”, IEEE Transactions on Mobile Computing, vol. 4, no. 3, pp. 310–317, 2005.
D. Stauffer and A. Aharony, Introduction to Percolation Theory, Taylor & Francis, London, UK, 1994.
C. Bettstetter, “On the minimum node degree and connectivity of a wireless multihop network”, in MobiHoc ‘02: Proceedings of the 3rd ACM International Symposium on Mobile Ad Hoc Networking & Computing, pp. 80–91, 2002.
C. Bettstetter, “On the connectivity of wireless multihop networks with homogeneous and inhomogeneous range assignment”, in Proceedings of the IEEE Vehicular Technology Conference, 2002.
E. Duarte-Melo and M. Liu, “Analysis of energy consumption and lifetime of heterogeneous wireless sensor networks”, in Proceedings of IEEE GLOBECOM 2002, November 2002.
R. Ramanathan and R. Rosales-Hain, “Topology control of multihop wireless networks using transmit power adjustment”, in Proceedings of IEEE INFOCOM 2000, pp. 404–413, 2000.
S. Borbash and E. Jennings, “Distributed topology control algorithm for multihop wireless networks”, in Proceedings of the 2002 World Congress on Computational Intelligence, 2002.
N. Li and J.C. Hou, “Localized topology control algorithms for heterogeneous wireless networks”, IEEE/ACM Transactions on Networking, vol. 13, pp. 1313–1324, 2005.
G Srivastava, P. Boustead, and J. Chicharo, “Connected fixed node degree based topologies in ad hoc networks”, in Proceedings of the 12th IEEE International Conference on Networks (ICON 2004), pp. 1330–1340, 2006.
P. Ranganathan, A. Ranganathan, A. Minai, and K. Berman, “A self-organizing heuristic for building optimal heterogeneous ad hoc sensor networks”, in Proceedings of the 2006 IEEE International Conference on Networking, Sensing and Control (ICNSC ‘06), pp. 774–779, 2006.
P. Ranganathan, A. Ranganathan, K. Berman, and A. Minai, “Discovering adaptive heuristics for ad-hoc sensor networks by mining evolved optimal configurations”, in Proceedings of the 2006 IEEE International Conference on Evolutionary Computation (CEC‘06), pp. 3064–3070, 2006.
A. Venuturumilli and A.A. Minai, “Obtaining robust wireless sensor networks through selforganization of heterogeneous connectivity”, in Proceedings of the 6th International Conference on Complex Systems, 2006.
Y. Wang, X. Wang, D.P. Agrawal, and A.A. Minai, “Impact of heterogeneity on coverage and broadcast reachability in wireless sensor networks”, in Proceedings of the 15th International Conference on Computer Communications and Networks, pp. 63–67, 2006.
D.J. Felleman and D.C. Van Essen, “Distributed hierarchical processing in the primate cerebral cortex”, Cerebral Cortex, vol. 1, pp. 1–47, 1991.
O. Sporns, G. Tononi, and G.M. Edelman, “Theoretical neuroanatomy: Relating anatomical and functional connectivity in graphs and cortical connection matrices”, Cerebral Cortex, vol. 10, pp. 127–141, 2000.
O. Sporns and G. Tononi, “Classes of network connectivity and dynamics”, Complexity, vol. 7, pp. 28–38, 2002.
V. Raghunathan, C. Schurgers, S. Park, and M.B. Srivastava, “Energy-aware wireless microsensor networks”, IEEE Signal Processing Magazine, vol. 19, no. 2, pp. 40–50, 2002.
I.F. Akyildiz, W. Su, Y. Sankaasubramaniam, and E. Cayrici, “A survey on sensor networks”, IEEE Communications Magazine, vol. 40, no. 8, pp. 102–114, 2002.
W.R. Heinzelman, A. Chandrakasan, and H. Balakrishnan, “Energy-efficient communication protocol for wireless microsensor networks”, in Proceedings of the Hawaii International Conference on System Science, Maui, 2000.
B. Chen, K. Jamieson, H. Balakrishnan, and R. Morris, “SPAN: An energy-efficient coordination algorithm for topology maintenance in ad-hoc wireless networks”, in Mobile Computing and Networking, pp. 85–96, 2001.
N. Patwari, J.N. Ash, S. Kyperountas, A.O. Hero, R.L. Moses, and N.S. Correal, “Locating the nodes: Cooperative localization in wireless sensor networks”, IEEE Signal Processing Magazine, vol. 22, pp. 54–69, 2005.
S. Gezici, Z. Tian, G.B. Giannakis, H. Kobayashi, A.F. Molisch, H.V. Poor, and Z. Sahinoglu, “Localization via ultra-wideband radios”, IEEE Signal Processing Magazine, vol. 22, pp. 70–84, 2005.
S. Kim, A.P. Brown, T. Pals, R.A. Iltis, and H. Lee, “Geolocation in ad hoc networks using DS-CDMA and generalized successive interference cancellation”, IEEE Journal on Selected Areas in Communications, vol. 23, pp. 984–998, 2005.
D. Reynolds, J.M. Carlson, and J. Doyle, “Design degrees of freedom and mechanisms of complexity”, Physical Review E, vol. 66, pp. 016108, 2005.
M. Mitchell, An Introduction to Genetic Algorithms, MIT Press, Cambridge, MA, 1998.
H. Zhang and A. Arora, “gs3: Scalable self-configuration and self-healing in wireless networks”, Computer Networks, vol. 43, pp. 459–480, 2003.
X. Wang, G. Xing, Y. Zhang, C. Lu, R. Pless, and C. Gill, “Integrated coverage and connectivity configuration in wireless sensor networks”, in Proceedings of SenSys‘03, Los Angeles, CA, November 2003.
B. Krishnamachari, S. Wicker, R. Bejar, and C. Fernandez, “On the complexity of distributed self-configuration in wireless networks”, Telecommunication Systems, vol. 22, pp. 33–59, 2003.
H. Gupta, S.R. Das, and Q. Gu, “Connected sensor cover: Self-organization of sensor networks for efficient query execution”, in Proceedings of MobiHoc‘03, Annapolis, MD, June 2003.
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Prasath, A., Venuturumilli, A., Ranganathan, A., Minai, A.A. (2010). Self-Organization of Sensor Networks with Heterogeneous Connectivity. In: Ferrari, G. (eds) Sensor Networks. Signals and Communication Technology. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-01341-6_3
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