Directed diffusion for wireless sensor networking
Open accessAbstract
Advances in processor, memory, and radio technology enable small and cheap nodes capable of sensing, communication, and computation. Networks of such nodes can coordinate to perform distributed sensing of environmental phenomena. We explore the directed diffusion paradigm for such coordination. Directed diffusion is data-centric in that all communication is for named data. All nodes in a directed-diffusion-based network are application aware. This enables diffusion to achieve energy savings by selecting empirically good paths and by caching and processing data in-network (e.g., data aggregation). We explore and evaluate the use of directed diffusion for a simple remote-surveillance sensor network analytically and experimentally. Our evaluation indicates that directed diffusion can achieve significant energy savings and can outperform idealized traditional schemes (e.g., omniscient multicast) under the investigated scenarios.
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FROMS shows up to 5 times higher delivery rates than the directed diffusion algorithm in the presence of node failure, and 20% less network overhead per packet due to route aggregation.
“FROMS shows up to 5 times higher delivery rates than the popular directed diffusion algorithm [205] in the presence of node failure, and 20% less network overhead per packet due to route aggregation.”
From A comprehensive survey on machine learning for networking: Evolution, applications and research opportunities (2018) · cites this paper as [205]
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Cites
Energy-efficient communication protocol for wireless microsensor networks
Heinzelman, W., Chandrakasan, A., & Balakrishnan, H. (2000) · Proceedings of the Annual Hawaii International Conference on System Sciences · doi:10.1109/hicss.2000.926982 · Cited by 14,946 · see citing works
The chemical basis of morphogenesis
Turing, A. M. (1952) · Philosophical Transactions of the Royal Society of London. Series B, Biological Sciences · doi:10.1098/rstb.1952.0012 · Cited by 11,733 · see citing works
The Computer for the 21st Century
Weiser, M. (1991) · Scientific American · doi:10.1038/scientificamerican0991-94 · Cited by 10,017 · see citing works
Dynamic Source Routing in Ad Hoc Wireless Networks
Johnson, D. B., & Maltz, D. A. (2007) · Springer eBooks · doi:10.1007/978-0-585-29603-6_5 · Cited by 8,543 · see citing works
Intanagonwiwat, C., Govindan, R., & Estrin, D. L. (2000) · Proceedings of the 28th Annual International Conference on Mobile Computing And Networking · doi:10.1145/345910.345920 · Cited by 5,404 · see citing works
Self-citationA performance comparison of multi-hop wireless ad hoc network routing protocols
Broch, J., Maltz, D. A., Johnson, D. B., et al. (1998) · doi:10.1145/288235.288256 · Cited by 4,684 · see citing works
Understanding GPS. Principles and applications
Rycroft, M. J. (1997) · Journal of Atmospheric and Solar-Terrestrial Physics · doi:10.1016/s1364-6826(97)83337-8 · Cited by 3,421 · see citing works
Understanding GPS : principles and applications
Kaplan, E. (1996) · Cited by 3,404 · see citing works
Wireless integrated network sensors
Pottie, G. J., & Kaiser, W. J. (2000) · Communications of the ACM · doi:10.1145/332833.332838 · Cited by 3,229 · see citing works
Adaptive protocols for information dissemination in wireless sensor networks
Heinzelman, W., Kulik, J., & Balakrishnan, H. (1999) · doi:10.1145/313451.313529 · Cited by 2,312 · see citing works
A highly adaptive distributed routing algorithm for mobile wireless networks
Park, V. D., & Corson, M. S. (2002) · IEEE Conference on Computer Communications (INFOCOM) · doi:10.1109/infcom.1997.631180 · Cited by 2,240 · see citing works
Location-aided routing (LAR) in mobile ad hoc networks
Ko, Y., & Vaidya, N. H. (1998) · doi:10.1145/288235.288252 · Cited by 2,011 · see citing works
Internet time synchronization: the network time protocol
Mills, D. L. (1991) · IEEE Transactions on Communications · doi:10.1109/26.103043 · Cited by 1,876 · see citing works
Yu, Y. P., Govindan, R., & Estrin, D. L. (2002) · Cited by 1,340 · see citing works
Self-citationLocation‐Aided Routing (LAR) in mobile ad hoc networks
Ko, Y., & Vaidya, N. H. (2000) · Wireless Networks · doi:10.1023/a:1019106118419 · Cited by 1,138 · see citing works
Measuring and Reducing Energy Consumption of Network Interfaces in Hand-Held Devices
Stemm, M., & Katz, R. H. (1997) · Cited by 715 · see citing works
Impact of network density on data aggregation in wireless sensor networks
Intanagonwiwat, C., Estrin, D. L., Govindan, R., et al. (2003) · International Conference on Distributed Computing Systems · doi:10.1109/icdcs.2002.1022289 · Cited by 702 · see citing works
Self-citationThe design and implementation of an intentional naming system
Adjie-Winoto, W., Schwartz, E., Balakrishnan, H., et al. (1999) · doi:10.1145/319151.319164 · Cited by 673 · see citing works
The PIM architecture for wide-area multicast routing
Deering, S., Estrin, D. L., Farinacci, D., et al. (1996) · IEEE/ACM Transactions on Networking · doi:10.1109/90.490743 · Cited by 657 · see citing works
Self-citationBuilding efficient wireless sensor networks with low-level naming
Heidemann, J., da Silva, F. Q. B., Intanagonwiwat, C., et al. (2001) · doi:10.1145/502034.502049 · Cited by 599 · see citing works
Self-citationTime synchronization for wireless sensor networks
Elson, J., & Estrin, D. L. (2005) · Proceedings - IEEE International Parallel and Distributed Processing Symposium · doi:10.1109/ipdps.2001.925191 · Cited by 594 · see citing works
Self-citationMulticast routing in internetworks and extended LANs
Deering, S. (1995) · ACM SIGCOMM Computer Communication Review · doi:10.1145/205447.205457 · Cited by 427 · see citing works
Compressing TCP/IP Headers for Low-Speed Serial Links
Jacobson, V. L. (1990) · doi:10.17487/rfc1144 · Cited by 427 · see citing works
AntNet: A Mobile Agents Approach to Adaptive Routing
Di, G. A. (1999) · Cited by 285 · see citing works
Adaptive web caching: towards a new global caching architecture
Michel, S., Nguyen, K., Rosenstein, A., et al. (1998) · Computer Networks and ISDN Systems · doi:10.1016/s0169-7552(98)00246-3 · Cited by 277 · see citing works
Piconet: embedded mobile networking
Bennett, F., Clarke, D. B., Evans, J., et al. (1997) · IEEE Personal Communications · doi:10.1109/98.626977 · Cited by 214 · see citing works
Multicast routing in internetworks and extended LANs
Deering, S. E. (1988) · doi:10.1145/52324.52331 · Cited by 193 · see citing works
Improving Simulation for Network Research
Bajaj, S., Breslau, L., Estrin, D. L., et al. (1999) · Cited by 156 · see citing works
Self-citationThe design and implementation of an intentional naming system
Adjie-Winoto, W., Schwartz, E., Balakrishnan, H., et al. (1999) · ACM SIGOPS Operating Systems Review · doi:10.1145/319344.319164 · Cited by 141 · see citing works
Scalable timers for soft state protocols
Sharma, P. K., Estrin, D. L., Floyd, S., et al. (2002) · IEEE Conference on Computer Communications (INFOCOM) · doi:10.1109/infcom.1997.635133 · Cited by 80 · see citing works
Self-citationRandom, Ephemeral Transaction Identifiers in dynamic sensor networks
Elson, J., & Estrin, D. L. (2002) · International Conference on Distributed Computing Systems · doi:10.1109/icdsc.2001.918976 · Cited by 76 · see citing works
Self-citationDeclarative ad-hoc sensor networking
Coffin, D., Hook, D., McGarry, S. M., et al. (2000) · Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE · doi:10.1117/12.407521 · Cited by 59 · see citing works
Network Routing Application Programmer's Interface (API) and Walk Through 9.0.1
da Silva, F. Q. B., Heidemann, J., & Govindan, R. (2002) · Cited by 25 · see citing works
Self-citationA new proposal for RSVP refreshes
Wang, L., Terzis, A., & Zhang, L. (2005) · Proceedings/Proceedings - International Conference on Network Protocols · doi:10.1109/icnp.1999.801931 · Cited by 24 · see citing works
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Research works printed but not linked: 2
- "IEEE Computer Society LAN MAN Standards Committee. Wireless LAN Medium Access Control (MAC) and Physical Layer (PHY) Specifications," Inst. Electr. Electron. Eng., New York, Tech. Rep. 802.11-1997, 1997.
- G. J. Pottie and W. J. Kaiser, "Embedding the internet: Wireless inte- grated network sensors," Commun. ACM, vol. 43, no. 5, pp. 51-58, May 2000.
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Boutaba, R., Salahuddin, M. A., Limam, N., Ayoubi, S., Shahriar, N., Estrada-Solano, F., & Caicedo, O. M. (2018) · Journal of Internet Services and Applications · doi:10.1186/s13174-018-0087-2 · Cited by 1,036 · see citing works
- Authors
- Intanagonwiwat, C., Govindan, R., Estrin, D., Heidemann, J., & Silva, F.
- Affiliations
- University of Southern California (US)
- University of California, Los Angeles (US)
- Venue
- IEEE/ACM Transactions on Networking
- Published
- 2003-02
- Volume
- 11
- Issue
- 1
- Pages
- 2-16
- ISSN
- 1063-6692 (ISSN-L)
- OpenAlex
- W2120417050
- Cited by
- 2,359
- References
- 34
- Citations by year
- 2026: 5 · 2025: 8 · 2024: 8 · 2023: 18 · 2022: 23 · 2021: 35 · 2020: 39 · 2019: 40 · 2018: 57 · 2017: 60 · 2016: 87 · 2015: 101 · 2014: 125 · 2013: 162 · 2012: 170
- FWCI
- 170.20
- Type
- journal article
- Language
- en
- Open access
- green
- www.escholarship.org
- Locations
- IEEE/ACM Transactions on Networking (publishedVersion)
- eScholarship (California Digital Library) (submittedVersion)
- Funders
- Advanced Research Projects Agency
- Topics
- Physical Sciences › Computer Science › Computer Networks and Communications › Energy Efficient Wireless Sensor Networks
- Physical Sciences › Computer Science › Computer Networks and Communications › Security in Wireless Sensor Networks
- Physical Sciences › Computer Science › Computer Networks and Communications › Opportunistic and Delay-Tolerant Networks
- Keywords
- directed diffusion, wireless sensor networks, energy efficiency, data-centric networking, in-network aggregation, data caching, remote surveillance, distributed sensing, application-aware routing
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