|
ABSTRACT
We propose a new objective for network research: to build a fundamentally different sort of network that can assemble itself given high level instructions, reassemble itself as requirements change, automatically discover when something goes wrong, and automatically fix a detected problem or explain why it cannot do so.We further argue that to achieve this goal, it is not sufficient to improve incrementally on the techniques and algorithms we know today. Instead, we propose a new construct, the Knowledge Plane, a pervasive system within the network that builds and maintains high-level models of what the network is supposed to do, in order to provide services and advice to other elements of the network. The knowledge plane is novel in its reliance on the tools of AI and cognitive systems. We argue that cognitive techniques, rather than traditional algorithmic approaches, are best suited to meeting the uncertainties and complexity of our objective.
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
|
D.D. Clark, "The Design Philosophy of the DARPA Internet Protocols," Proc. ACM SIGCOMM '88, pp. 102--111.
|
| |
2
|
D.S. Isenberg, "The Rise of the Stupid Network," Computer Telephony, Aug 1997, pp. 16--26.
|
| |
3
|
|
| |
4
|
T. Bayes, "An Essay towards solving a Problem in the Doctrine of Chances," Philosophical Trans. Royal Society of London 53 (1763), pp. 370--418.
|
 |
5
|
Alan Demers , Dan Greene , Carl Hauser , Wes Irish , John Larson , Scott Shenker , Howard Sturgis , Dan Swinehart , Doug Terry, Epidemic algorithms for replicated database maintenance, Proceedings of the sixth annual ACM Symposium on Principles of distributed computing, p.1-12, August 10-12, 1987, Vancouver, British Columbia, Canada
[doi> 10.1145/41840.41841]
|
 |
6
|
Cynthia Dwork , Ravi Kumar , Moni Naor , D. Sivakumar, Rank aggregation methods for the Web, Proceedings of the 10th international conference on World Wide Web, p.613-622, May 01-05, 2001, Hong Kong, Hong Kong
[doi> 10.1145/371920.372165]
|
| |
7
|
J. Wescott, Automated Network Management, BBN Report No. 5641. BBN Technologies (1984).
|
| |
8
|
L. Page, S. Brin, R. Motwani, and T. Winograd, The PageRank Citation Ranking: Bringing Order to the Web. Stanford Digital Library Project (1998).
|
| |
9
|
V. Paxson, J. Mahdavi, A. Adams and M. Mathis, "An Architecture for Large Scale Internet Measurement," IEEE Communications Magazine 36 (1998), pp. 48--54.
|
 |
10
|
|
| |
11
|
|
 |
12
|
David D. Clark , John Wroclawski , Karen R. Sollins , Robert Braden, Tussle in cyberspace: defining tomorrow's internet, Proceedings of the 2002 conference on Applications, technologies, architectures, and protocols for computer communications, August 19-23, 2002, Pittsburgh, Pennsylvania, USA
|
| |
13
|
M. Mathis, "Diagnosing Internet Congestion with a Transport Layer Performance Tool," Proc. INET '96.
|
| |
14
|
J. Padhye and S. Floyd, "Identifying the TCP Behavior of Web Servers," Proc. ACM SIGCOMM 2001.
|
 |
15
|
|
| |
16
|
R. Davis, H. Shrobe, and P. Szolovits, "What is a Knowledge Representation?" AI Magazine, 14(1):17--33 (1993).
|
 |
17
|
|
| |
18
|
P. Langley and J. E. Laird, "Cognitive Architectures: Research Issues and Challenges". Draft of October 31, 2002.
|
| |
19
|
T. Dietterich and P. Langley, "Machine Learning for Cognitive Networks: Technology Assessment and Research Challenges". Draft of May 11, 2003.
|
| |
20
|
T. Dietterich, "Learning and Reasoning". Unpublished article of May 26, 2003.
|
| |
21
|
|
| |
22
|
|
| |
23
|
M. Sloman, "Policy Driven Management for Distributed Systems," Jour. Network and Systems Management, vol 2, no 4, Dec 1994, pp. 333--360.
|
| |
24
|
R. Chadha, G. Lapiotis, S. Wright, guest eds., "Policy-Based Networking", IEEE Network special issue, March/April 2002, Vol. 16 Issue 2.
|
CITED BY 43
|
|
Albert Greenberg , Gisli Hjalmtysson , David A. Maltz , Andy Myers , Jennifer Rexford , Geoffrey Xie , Hong Yan , Jibin Zhan , Hui Zhang, A clean slate 4D approach to network control and management, ACM SIGCOMM Computer Communication Review, v.35 n.5, October 2005
|
|
|
|
|
|
|
|
|
Jaideep Chandrashekar , Zhi-Li Zhang , Hal Peterson, Fixing BGP, one as at a time, Proceedings of the ACM SIGCOMM workshop on Network troubleshooting: research, theory and operations practice meet malfunctioning reality, September 03-03, 2004, Portland, Oregon, USA
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Anmol Sheth , Christian Doerr , Dirk Grunwald , Richard Han , Douglas Sicker, MOJO: a distributed physical layer anomaly detection system for 802.11 WLANs, Proceedings of the 4th international conference on Mobile systems, applications and services, June 19-22, 2006, Uppsala, Sweden
|
|
|
Simon Dobson , Spyros Denazis , Antonio Fernández , Dominique Gaïti , Erol Gelenbe , Fabio Massacci , Paddy Nixon , Fabrice Saffre , Nikita Schmidt , Franco Zambonelli, A survey of autonomic communications, ACM Transactions on Autonomous and Adaptive Systems (TAAS), v.1 n.2, p.223-259, December 2006
|
|
|
|
|
|
Gregory D. Troxel , Eric Blossom , Steve Boswell , Armando Caro , Isidro Castineyra , Alex Colvin , Tad Dreier , Joseph B. Evans , Nick Goffee , Karen Zita Haigh , Talib Hussain , Vikas Kawadia , David Lapsley , Carl Livadas , Alberto Medina , Joanne Mikkelson , Gary J. Minden , Robert Morris , Craig Partridge , Vivek Raghunathan , Ram Ramanathan , Paul G. Rubel , Cesar Santivanez , Thomas Schmid , Dan Sumorok , Mani Srivastava , Robert S. Vincent , David Wiggins , Alexander M. Wyglinski , Sadaf Zahedi, Enabling open-source cognitively-controlled collaboration among software-defined radio nodes, Computer Networks: The International Journal of Computer and Telecommunications Networking, v.52 n.4, p.898-911, March, 2008
|
|
|
|
|
|
Praveen Yalagandula , Puneet Sharma , Sujata Banerjee , Sujoy Basu , Sung-Ju Lee, S3: a scalable sensing service for monitoring large networked systems, Proceedings of the 2006 SIGCOMM workshop on Internet network management, p.71-76, September 11-15, 2006, Pisa, Italy
|
|
|
|
|
|
|
|
|
Ling Huang , Minos Garofalakis , Joseph Hellerstein , Anthony Joseph , Nina Taft, Toward sophisticated detection with distributed triggers, Proceedings of the 2006 SIGCOMM workshop on Mining network data, p.311-316, September 11-15, 2006, Pisa, Italy
|
|
|
|
|
|
Harsha V. Madhyastha , Tomas Isdal , Michael Piatek , Colin Dixon , Thomas Anderson , Arvind Krishnamurthy , Arun Venkataramani, iPlane: an information plane for distributed services, Proceedings of the 7th symposium on Operating systems design and implementation, November 06-08, 2006, Seattle, Washington
|
|
|
|
|
|
|
|
|
|
|
|
Navendu Jain , Dmitry Kit , Prince Mahajan , Praveen Yalagandula , Mike Dahlin , Yin Zhang, STAR: self-tuning aggregation for scalable monitoring, Proceedings of the 33rd international conference on Very large data bases, September 23-27, 2007, Vienna, Austria
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Steven Latré , Pieter Simoens , Bart De Vleeschauwer , Wim Van de Meerssche , Filip De Turck , Bart Dhoedt , Piet Demeester , Steven Van den Berghe , Edith Gilon de Lumley, An autonomic architecture for optimizing QoE in multimedia access networks, Computer Networks: The International Journal of Computer and Telecommunications Networking, v.53 n.10, p.1587-1602, July, 2009
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Yun Mao , Boon Thau Loo , Zachary Ives , Jonathan M. Smith, MOSAIC: unified declarative platform for dynamic overlay composition, Proceedings of the 2008 ACM CoNEXT Conference, p.1-12, December 09-12, 2008, Madrid, Spain
|
|
|
|
|
|
Nicola Bicocchi , Gabriella Castelli , Marco Mamei , Alberto Rosi , Franco Zambonelli , Matthias Baumgarten , Maurice Mulvenna, Knowledge networks for pervasive services, Proceedings of the 2009 international conference on Pervasive services, July 13-17, 2009, London, United Kingdom
|
|