• No se han encontrado resultados

Chapter 4. SiO 2 NWs Growth on TiN Thin Films

4.5 Special case: coiled nanoribbons

Routing is one of the main research fields in the WSN area. As the main problem is to achieve durable networks despite the scarce energy resources sensor nodes are provided with, research into rout-ing protocols for WSNs mainly focuses on energy-efficient techniques to disseminate data and/or queries. This chapter has presented some of the most relevant and best-known techniques for energy-efficient routing in the literature. Five different categories of routing protocols which adopt different approaches to achieving energy efficiency have been identified and characterized. The protocols surveyed have been described in the context of the category they belong to.

Although significant achievements have been obtained on the topic, there are still some open issues concerning energy-efficient routing in WSNs which deserve further investigation. One main issue is achieving a good trade-off between energy efficiency and QoS, and, in particular, between energy efficiency and soft real-time support, which requires bounded delays. As is known, duty-cycle reduc-tion is the most effective way to reduce energy consumpreduc-tion, but this is also a cause of delay increase.

For this reason, suitable cluster-based approaches which, while improving network lifetime, are able to achieve bounded delays, are especially sought.

Another promising line of research is network architectures able to exploit the advantages of different routing approaches. As an example, geographic routing approaches often achieve good per-formance in terms of delays [He] [He] [Chi], but only a few of them are also energy-efficient.

On the contrary, cluster-based routing algorithms are able to obtain significant energy savings thanks to the reduced duty cycles of nodes, but rarely address QoS. For this reason, hybrid protocols or frameworks, such as [Tos] that combine the energy efficiency of a cluster-based topology con-trol mechanism with the routing performance of a QoS-enabled routing layer are worth further investigation.

In addition to low energy consumption and bounded delay, routing techniques for WSNs should address application-dependent requirements, such as reliability, authentication, confidentiality, auto-matic set-up and reconfigurability. New research challenges are posed by sensor node mobility as well as by data gathering in the presence of multiple mobile sinks (e.g., laptops or PDAs).

Energy-efficient routing protocols for pervasive, large-scale WSNs and wearable sensor nodes are also sought. A promising development to achieve long-lived WSNs comes from sensor nodes able to apply energy harvesting techniques to capture energy from ambient sources. Some work already exists that tries to integrate sun power exploitation in the LEACH protocol [Thi] [Isl], but

Richard Zurawski/Networked Embedded Systems K_C Finals Page  -- #

Power-Efficient Routing in Wireless Sensor Networks 7-37

more effort in this direction is expected. New challenges might also come from the exploitation, in a context-dependent way, of other energy sources, such as electromagnetic fields, fluid flows, and mechanical vibrations, or other techniques that try to harness the energy produced by the human body [Sta], or the action of gravitational fields, e.g., [Hay].

References

[Abi] A.A. Abidi, G.J. Pottie, and W.J. Kaiser, Power-conscious design of wireless circuits and systems, Proceedings of the IEEE, (), –, Oct. .

[Akk] K. Akkaya and M. Younis, An energy-aware QoS routing protocol for wireless sensor networks, in Proceedings of IEEE of the rd International Conference on Distributed Computing Systems, pp. –, .

[Bel] R. Bellman. On a routing problem, Quarterly of Applied Mathematics, (), –, .

[Bra] D. Braginsky and D. Estrin, Rumor algorithm for sensor networks, in Proceedings of the st Workshop on Sensor Networks and Applications (WSNA), Atlanta, GA, Oct. .

[Cha] R.S. Chang and C.J. Kuo, An energy efficient routing mechanism for wireless sensor networks, in Proceedings of the th International Conference on Advanced Information Networking and Application, vol. , .

[Cha] J.-H. Chang and L. Tassiulas, Routing for maximum system lifetime in wireless ad-hoc networks, in Proceedings of th Annual Allerton Conference on Communication, Control, and Computing, Monticello, IL, Sept. .

[Cha] J.H. Chang and L. Tassiulas, Maximum lifetime routing in wireless sensor networks, in Proceed-ings of Advanced Telecommunications and Information Distribution Research Program, College Park, MD, .

[Che] B. Chen, K. Jamieson, H. Balakrishnan, and R. Morris. Span: An energy-efficient coordination algorithm for topology maintenance in ad hoc wireless networks. ACM Wireless Networks Journal, (), –, Sept. .

[Chi] O. Chipara, Z. He, Q. Chen, G. Xing, X. Wang, C. Lu, J. Stankovic, and T. Abdelzaher, Real-time power-aware routing in sensor networks, in Proceedings of the th IEEE International Workshop on Quality of Service, . IWQoS , pp. –, Jun. .

[Chu] M. Chu, H. Haussecker, and F. Zhao, Scalable information-driven sensor querying and rout-ing for ad hoc heterogeneous sensor networks. International Journal of High Performance Computing Applications, (), –, .

[CT] J.-H. Chang and L. Tassiulas, Energy conserving routing in wireless ad-hoc networks, in Proceedings of IEEE INFOCOM ‘, pp. –, Israel, Mar. .

[DaS] J.L. da Silva Jr. et al., Design methodology for picoradio networks, in Proceedings of the Design Automation and Test Conference (DATE), pp. –, Germany, Mar. .

[Dij] E.W. Dijkstra, A note on two problems in connexion with graphs, Numerische Mathematik, :S.

–, .

[Estr] D. Estrin, R. Govindan, J. Heidemann, and S. Kumar, Next century challenges: Scalable coordi-nation in sensor networks, Proceedings of the th Annual ACM/IEEE Intercoordi-national Conference Mobile Computing and Networking (MobiCom), pp. –, Aug. .

[Fel] E. Felemban, C.-G. Lee, E. Ekici, R. Boder, and S. Vural, Probabilistic QoS guarantee in reliability and timeliness domains in wireless sensor networks, in Proceedings of the th Annual Joint Conference of the IEEE Computer and Communications Societies, IEEE INFOCOM , vol. , pp. –, Mar. –, .

[Fel] E. Felemban, C.-G. Lee, and E. Ekici, MMSPEED: Multipath multi-SPEED protocol for QoS guarantee of reliability and timeliness in wireless sensor networks, IEEE Transactions on Mobile Computing, (), –, Jun. .

Richard Zurawski/Networked Embedded Systems K_C Finals Page  -- #

7-38 Networked Embedded Systems

[For] L.R. Ford and D.R. Fulkerson, Flows in Networks, Princeton University Press, Princeton, NJ,

.

[Gad] Y. Gadallah, A comparative study of routing strategies for wireless sensor networks: Are MANET protocols good fit? in Ad-Hoc, Mobile, and Wireless Networks, Springer, Berlin/

Heidelberg, pp. –, .

[Ghi] S. Ghiasi et al., Optimal energy aware clustering in sensor network, Sensors, (), –, Molecular Diversity Preservation International (MDPI), Jul. .

[Gua] H. Guangyan, L. Xiaowei, and H. Jing, Energy-efficiency analysis of cluster-based routing protocols in wireless sensor networks, in Proceedings of IEEE Aerospace Conference, Mar. .

[Han] M.J. Handy, M. Haase, and D. Timmermann, Low energy adaptive clustering hierarchy with deterministic cluster-head selection, in Proceedings of the IEEE International Conference on Mobile and Wireless Communications Networks, pp. –, Sweden, .

[Hay] M. Hayakawa, Electronic wristwatch with generator, U.S. Patent No. ,,, Mar. .

[He] T. He, J. Stankovic, C. Lu, and T. Abdelzaher, SPEED: A stateless protocol for real-time com-munication in sensor networks, in Proceedings of the IEEE International Conference Distributed Computing Systems, pp. –, .

[He] T. He, J.A. Stankovic, T.F. Abdelzaher, and C. Lu, A spatiotemporal communication protocol for wireless sensor networks, IEEE Transactions on Parallel and Distributed Systems, (),

–, Oct. .

[Hed] S. Hedetniemi and A. Liestman, A survey of gossiping and broadcasting in communication networks, IEEE Networks, (), –, .

[Hei] W. Heinzelman, A. Chandrakasan, and H. Balakrishnan, Energy-efficient communication protocol for wireless microsensor networks, in Proceedings of the rd Hawaii International Conference on Systems Science, vol. , pp. –, .

[Hei] W. Heinzelman, A. Chandrakasan, and H. Balakrishnan, An application-specific protocol archi-tecture for wireless microsensor networks, IEEE Transactions on Wireless Communications, (),

–, .

[Int] C. Intanagonwiwat, R. Govindan, and D. Estrin, Directed diffusion: A scalable and robust communication paradigm for sensor networks, in Proceedings of the th Annual ACM/IEEE International Conference on Mobile Computing and Networking, pp. –, .

[Isl] J. Islam, M. Islam, and M.N. Islam, A-sLEACH: An Advanced Solar Aware Leach Protocol for Energy Efficient Routing in Wireless Sensor Networks, in th International Conference on Networking,  (ICN ’), pp. -, April –, .

[Jac] V. Jacobson, Congestion avoidance and control, in ACM SIGCOMM’, pp. –, .

[Jacq] P. Jacquet, P. Muhlethaler, T. Clausen, A. Laouiti, A. Qayyum, and L. Viennot, Optimized link state routing protocol for ad hoc networks, in Proceedings of IEEE International Multi Topic Conference (INMIC), pp. –, Pakistan, May .

[Joh] D.B. Johnson and D.A. Maltz, Dynamic source routing in ad hoc wireless networks, in Mobile Computing (Imielinski and Korth, eds.), vol. , Kluwer Academic Publishers, Hingham, MA,

.

[Kar] B. Karp and H.T. Kung, GPSR: Greedy perimeter stateless routing for wireless networks, in Proceedings of ACM/IEEE MobiCom, pp. –, Aug. .

[Ka] O. Kasten, Energy consumption. Available at http://www.inf.ethz.ch/∼kasten/research/bathtub/

energy_consumption.html, .

[Kul] J. Kulik, W. Rabiner, and H. Balakrishnan, Adaptive protocols for information dissemination in wireless sensor networks, in Proceedings of the th Annual ACM/IEEE International Conference on Mobile Computing and Networking, pp. –, .

[Li] L. Li and J.Y. Halpern, Minimum-energy mobile wireless networks revisited, in Proceedings of the IEEE International Conference on Communications, . ICC , vol., pp. –, Jun.

–, .

Richard Zurawski/Networked Embedded Systems K_C Finals Page  -- #

Power-Efficient Routing in Wireless Sensor Networks 7-39

[Lin] C.R. Lin and M. Gerla, Adaptive clustering for mobile wireless networks, IEEE Journal on Selected Areas in Communications, (), –, Sept. .

[Lin] S. Lindsey, C. Raghavendra, and K. Sivalingam, Data gathering in sensor networks using the energy*delay metric, in Proceedings of the th International Parallel and Distributed Processing Symposium, pp. –, Apr. .

[Lin] S. Lindsey and C.S. Raghavendra, PEGASIS: Power-efficient gathering in sensor information systems, in IEEE Aerospace Conference Proceedings, vol. , pp. –, .

[Man] A. Manjeshwar and D. Agrawal, TEEN: A routing protocol for enhanced efficient in wireless sensor networks, in Proceedings of the th International Parallel and Distributed Processing Symposium, pp. –, .

[Man] A. Manjeshwar and D. Agrawal, APTEEN: A hybrid protocol for efficient routing and compre-hensive information retrieval in wireless sensor networks, in Proceedings of the nd Interna-tional Workshop on Parallel and Distributed Computing Issues in Wireless Networks and Mobile Computing, Ft. Lauderdale, FL, Apr. .

[Mur] S.D. Muruganathan, D.C.F. Ma, R.I. Bhasin, and A.O. Fapojuwo, A centralized energy-efficient routing protocol for wireless sensor networks, IEEE Communications Magazine, , –, Mar.

.

[Park] V.D. Park and M.S. Corson, A highly adaptive distributed routing algorithm for mobile wireless networks, in Proceedings of the IEEE INFOCOM, pp. –, Apr. .

[Perk] C. Perkins and P. Bhagwat. Highly dynamic destination-sequenced distance-vector routing (DSDV) for mobile computers, in Proceedings of the ACM SIGCOMM Computer Communi-cation Review, (), –, Oct. .

[Perk] C.E. Perkins and E.M. Royer, Ad-hoc on-demand distance vector routing, in Proceedings of the

nd IEEE Workshop on Mobile Computing Systems and Applications, pp. –, Feb. .

[Pot] G.J. Pottie and W.J. Kaiser, Wireless integrated network sensors, Communications of the ACM,

(), –, May .

[Rag] V. Raghunathan, C. Schurgers, S. Park, and M.B. Srivastava, Energy-aware wireless microsensor networks, IEEE Signal Processing Magazine, , –, .

[Rap] T.S. Rappaport, Wireless Communications: Principles and Practice, Prentice Hall, Englewood Cliffs,NJ, .

[Rod] T. Rodoplu and T.H. Meng, Minimum energy mobile wireless networks, IEEE Journal on Selected Areas in Communications, (), –, Aug. .

[Sch] C. Schurgers, V. Tsiatsis, and M.B. Srivastava, STEM: Topology management for energy efficient sensor networks, IEEE Aerospace Conference Proceedings, vol. , pp. –, .

[Sco] K. Scott and N. Bambos, Routing and channel assignment for low power transmission in PCS, in

th IEEE International Conference on Universal Personal Communications, vol. , pp. –, Sept. .

[Sha] R.C. Shah and J.M. Rabaey, Energy aware routing for low energy ad hoc sensor networks, in Proceedings of IEEE Wireless Communications and Networking Conference (WCNC), vol. , pp.

–, Orlando, FL, Mar. .

[Sha] A.R. Shahani, D.K. Schaeffer, and T.H. Lee, A  mW wide dynamic range CMOS front-end for a portable GPS receiver, in Proceedings of IEEE International Solid-State Circuits Conference, vol.

, pp. –, Feb. .

[She] T. Shepard, A channel access scheme for large dense packet radio networks, in Proceedings of ACM SIGCOMM, pp. –, Aug. .

[She] H. Shen, Finding the k most vital edges with respect to minimum spanning tree, Acta Informat-ica, (), –, Springer-Verlag, Sept. .

[Soh] K. Sohrabi, J. Gao, V. Ailawadhi, and G. Pottie, A self-organizing wireless sensor network, in Proceedings of the th Annual Allerton Conference on Communication, Control, and Computing, Urbana, IL, Oct. .

Richard Zurawski/Networked Embedded Systems K_C Finals Page  -- #

7-40 Networked Embedded Systems

[Soh] K. Sohrabi, J. Gao, V. Ailawadhi, and G.J. Pottie, Protocols for self-organization of a wireless sensor network, IEEE Personal Communications, (), –, .

[Sta] T. Starner, Human powered wearable computing, IBM Systems Journal, ( and ), –,

.

[Ste] M. Stemm and R. Katz Measuring and reducing energy consumption of network interfaces in hand-held devices, in Institute of Electronics, Information, and Communication Engineers (IEICE) Transactions on Communications, vol. EB (), pp. –, Aug. .

[Sto] I. Stojmenovic and X. Lin, GEDIR: Loop-free location based routing in wireless networks, in Proceedings of the IASTED International Conference on Parallel and Distributed Computing and Systems, Boston, MA, USA, pp. –, Nov. –, .

[Thi] T. Voigt, H. Ritter, J. Schiller, A. Dunkels, and J. Alonso, Solar-aware clustering in wireless sensor networks, in Proceedings of the th IEEE Symposium on Computers and Communications, vol. , pp. –, Jun. .

[Tos] E. Toscano, O. Mirabella, and L. Lo Bello, An energy-efficient real-time communication frame-work for wireless sensor netframe-works, in International Workshop on Real-Time Netframe-works (RTN ), Pisa, Italy, Jul. .

[Xu] Y. Xu, J. Heidemann, and D. Estrin, Adaptive energy-conserving routing for multihop ad hoc networks, Tech. Rep. , USC/ISI, Oct. .

[Xu] Y. Xu, J. Heidemann, and D. Estrin, Geography-informed energy conservation for ad hoc routing, in Proceedings of the th Annual ACM/IEEE International Conference on Mobile Computing and Networking, pp. –, Rome, Italy, Jul. .

[Yao] Y. Yao and J. Gehrke, The Cougar approach to in-network query processing in sensor networks, ACM SIGMOD Record, (), –, .

[Ye] F. Ye, A. Chen, S. Lu, and L. Zhang, A scalable solution to minimum cost forwarding in large sen-sor network, in Proceedings of th IEEE International Conference on Computer Communications and Networks, pp. –, .

[Ye] F. Ye, H. Luo, J. Cheng, S. Lu, and L. Zhang, A two-tier data dissemination model for large-scale wireless sensor networks, in Proceedings of the th ACM International Conference on Mobile Computing and Networking (MobiCom ), pp. –, Atlanta, GA, Sept. .

[You] M. Younis, M. Youssef, and K. Arisha, Energy-aware routing in cluster-based sensor net-works, in International Symposium on Modeling, Analysis and Simulation of Computer and Telecommunication Systems, pp. –, Oct. .

[You] O. Younis and S. Fahmy, Distributed clustering in ad-hoc sensor networks: A hybrid, energy-efficient approach, in Proceedings of the rd Annual Joint Conference of the IEEE Computer and Communications Societies, IEEE INFOCOM, vol. , pp. –, Mar. .

[Yu] Y. Yu, R. Govindan, and D. Estrin, Geographical and energy aware routing: A recursive data dissemination protocol for wireless sensor networks, UCLA Computer Science Department Technical Report UCLA/CSD-TR--, May .

[Zha] L. Zhao, B. Kan, Y. Xu, and X. Li, FT-SPEED: A fault-tolerant, real-time routing protocol for wireless sensor networks, in Proceedings of the International Conference on Wireless Com-munications, Networking and Mobile Computing, WiCom , pp. –, Sept. –,

.

Richard Zurawski/Networked Embedded Systems K_C Finals Page  -- #

8

Energy-Efficient MAC Protocols for