|
ABSTRACT
Recent experimental studies have shown that wireless links in real sensor networks can be extremely unreliable, deviating to a large extent from the idealized perfect-reception-within-range models used in common network simulation tools. Previously proposed geographic routing protocols commonly employ a maximum-distance greedy forwarding technique that works well in ideal conditions. However, such a forwarding technique performs poorly in realistic conditions as it tends to forward packets on lossy links. We identify and illustrate this weak-link problem and the related distance-hop trade-off, whereby energy efficient geographic forwarding must strike a balance between shorter, high-quality links, and longer lossy links. The study is done for scenarios with and without automatic repeat request (ARQ). Based on an analytical link loss model, we study the distance-hop trade-off via mathematical analysis and extensive simulations of a wide array of blacklisting/link-selection strategies; we also validate some strategies using a set of real experiments on motes. Our analysis, simulations and experiments all show that the product of the packet reception rate (PRR) and the distance traversed towards destination is the optimal forwarding metric for the ARQ case, and is a good metric even without ARQ. Nodes using this metric often take advantage of neighbors in the transitional region (high-variance links). Our results also show that reception-based forwarding strategies are more efficient than purely distance-based strategies; relative blacklisting schemes reduce disconnections and achieve higher delivery rates than absolute blacklisting schemes; and that ARQ schemes become more important in larger networks.
REFERENCES
Note: OCR errors may be found in this Reference List extracted from the full text article. ACM has opted to expose the complete List rather than only correct and linked references.
 |
1
|
Prosenjit Bose , Pat Morin , Ivan Stojmenović , Jorge Urrutia, Routing with guaranteed delivery in ad hoc wireless networks, Proceedings of the 3rd international workshop on Discrete algorithms and methods for mobile computing and communications, p.48-55, August 20-20, 1999, Seattle, Washington, United States
[doi> 10.1145/313239.313282]
|
| |
2
|
G. G. Finn. "Routing and Addressing Problems in Large Metropolitan-Scale Internetworks". Tech. Rep. ISI/RR-87-180, ISI, Mar. 1987.
|
 |
3
|
|
| |
4
|
E. Kranakis, H. Singh and J. Urrutia. "Compass Routing on Geometric Networks". In Proc. 11th Canadian Conference on Computational Geometry, August 1999.
|
 |
5
|
|
| |
6
|
D. Kotz, C. Newport and C. Elliott. "The mistaken axioms of wireless-network research". Technical Report TR2003-467, Dept. of Computer Science, Dartmouth College, July 2003.
|
| |
7
|
D. Ganesan, B. Krishnamachari, A. Woo, D. Culler, D. Estrin and S. Wicker. "Complex Behavior at Scale: An Experimental Study of Low-Power Wireless Sensor Networks". UCLA CS Technical Report UCLA/CSD-TR 02-0013, 2002.
|
 |
8
|
Douglas S. J. De Couto , Daniel Aguayo , John Bicket , Robert Morris, A high-throughput path metric for multi-hop wireless routing, Proceedings of the 9th annual international conference on Mobile computing and networking, September 14-19, 2003, San Diego, CA, USA
[doi> 10.1145/938985.939000]
|
 |
9
|
|
 |
10
|
|
 |
11
|
Gang Zhou , Tian He , Sudha Krishnamurthy , John A. Stankovic, Impact of radio irregularity on wireless sensor networks, Proceedings of the 2nd international conference on Mobile systems, applications, and services, June 06-09, 2004, Boston, MA, USA
[doi> 10.1145/990064.990081]
|
| |
12
|
M. Mauve, J. Widmer and H. Hartenstein. "A Survey on Position-based Routing in Mobile Ad Hoc Networks". IEEE Network Magazine, Vol. 15, No. 6, pp. 30--39, November 2001.
|
| |
13
|
K. Seada and A. Helmy. "Geographic Protocols in Sensor Networks". USC Technical Report, July 2004.
|
| |
14
|
A. Cerpa, N. Busek and D. Estrin. "SCALE: A tool for Simple Connectivity Assessment in Lossy Environments". CENS Tech. Rep., September 2003.
|
| |
15
|
A. Cerpa, J. L. Wong, L. Kuang, M. Potkonjak and D. Estrin. "Statistical Model of Lossy Links in Wireless Sensor Networks". CENS Tech. Rep., April 2004.
|
| |
16
|
M. Zuniga and B. Krishnamachari, "Analyzing the Transitional Region in Low Power Wireless Links", IEEE Secon 2004.
|
| |
17
|
F. Silva, J. Heidemann and R. Govindan, Network Routing API 9.1, ISI Laboratory for Embedded Networked Sensor Experimentation, June 12th, 2003. Available online at http://www.isi.edu/ilense/pubs/
|
| |
18
|
|
CITED BY 40
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Gentian Jakllari , Stephan Eidenbenz , Nicolas Hengartner , Srikanth V. Krishnamurthy , Michalis Faloutsos, Revisiting minimum cost reliable routing in wireless mesh networks, Proceedings of the 13th annual ACM international conference on Mobile computing and networking, September 09-14, 2007, Montréal, Québec, Canada
|
|
|
|
|
|
|
|
|
Kai Zeng , Kui Ren , Wenjing Lou , Patrick J. Moran, Energy-aware geographic routing in lossy wireless sensor networks with environmental energy supply, Proceedings of the 3rd international conference on Quality of service in heterogeneous wired/wireless networks, August 07-09, 2006, Waterloo, Ontario, Canada
|
|
|
|
|
|
Xiaofan Jiang , Prabal Dutta , David Culler , Ion Stoica, Micro power meter for energy monitoring of wireless sensor networks at scale, Proceedings of the 6th international conference on Information processing in sensor networks, April 25-27, 2007, Cambridge, Massachusetts, USA
|
|
|
|
|
|
|
|
|
Seungwoo Kang , Jinwon Lee , Hyukjae Jang , Hyonik Lee , Youngki Lee , Souneil Park , Taiwoo Park , Junehwa Song, SeeMon: scalable and energy-efficient context monitoring framework for sensor-rich mobile environments, Proceeding of the 6th international conference on Mobile systems, applications, and services, June 17-20, 2008, Breckenridge, CO, USA
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Pascal Vicaire , Tian He , Qing Cao , Ting Yan , Gang Zhou , Lin Gu , Liqian Luo , Radu Stoleru , John A. Stankovic , Tarek F. Abdelzaher, Achieving long-term surveillance in VigilNet, ACM Transactions on Sensor Networks (TOSN), v.5 n.1, p.1-39, February 2009
|
|
|
|
|
|
Lucian Popa , Afshin Rostamizadeh , Richard Karp , Christos Papadimitriou , Ion Stoica, Balancing traffic load in wireless networks with curveball routing, Proceedings of the 8th ACM international symposium on Mobile ad hoc networking and computing, September 09-14, 2007, Montreal, Quebec, Canada
|
|
|
Lucian Popa , Afshin Rostamizadeh , Richard Karp , Christos Papadimitriou , Ion Stoica, Balancing traffic load in wireless networks with curveball routing, Proceedings of the 8th ACM international symposium on Mobile ad hoc networking and computing, September 09-14, 2007, Montreal, Quebec, Canada
|
|
|
L. Galluccio , A. Leonardi , G. Morabito , S. Palazzo, MACRO+: a network coding driven integrated MAC/routing protocol for multihop wireless networks, Proceedings of the 1st international conference on MOBILe Wireless MiddleWARE, Operating Systems, and Applications, February 13-15, 2008, Innsbruck, Austria
|
|
|
|
|
|
|
|
|
|
|
|
Sangsu Jung , Dujeong Lee , Sangyoon Yoon , Jaehwi Shin , Youngwoo Lee , Jeonghoon Mo, A geographic routing protocol utilizing link lifetime and power control for mobile ad hoc networks, Proceeding of the 1st ACM international workshop on Foundations of wireless ad hoc and sensor networking and computing, May 26-26, 2008, Hong Kong, Hong Kong, China
|
|
|
|
|
|
|
|
|
Ting Zhu , Ziguo Zhong , Yu Gu , Tian He , Zhi-Li Zhang, Leakage-aware energy synchronization for wireless sensor networks, Proceedings of the 7th international conference on Mobile systems, applications, and services, June 22-25, 2009, Kraków, Poland
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Kai Zeng , Wenjing Lou , Jie Yang , D. Richard Brown, III, On throughput efficiency of geographic opportunistic routing in multihop wireless networks, The Fourth International Conference on Heterogeneous Networking for Quality, Reliability, Security and Robustness & Workshops, August 14-17, 2007, Vancouver, Canada
|
|
|
|
|
|
|
|