Datenbanken * Informationssysteme * Softwaretechnologie * Computergrafik * Mustererkennung * Bildverarbeitung * Künstliche Intelligenz * Robotik
Dr. Serge Shumilov; Raum A119;
Tel. 0228/73-7816
Email: shumilov(at)cs.uni-bonn.de
Sprechstunde: Nach Vereinbarung!
Seminararbeiten [PDF], Folien[PDF].
Das Thema des Seminars ist “Datenverarbeitung in Sensornetzen”
Auf Grund der zunehmenden Durchdringung unseres alltäglichen Lebens mit Sensoren stellt sich derzeit das Problem, wie die dadurch produzierten Datenmassen auch effektiv in Anwendungen genutzt werden können. Insbesondere ergibt sich dabei das Problem Anfragen auf diesen Daten zu formulieren und diese dann auch zu bearbeiten. Ziel dabei ist es, möglicht effizient qualitativ hochwertige Ergebnisse zu liefern, und dies i. A. mit möglichst geringem Energieverbrauch, da die Energie der Sensoren oft der limitierende Faktor ist. In diesem Seminar sollten neue Arbeiten aus dem Bereich der Sensor-Netzwerke vorgestellt werden, die sich primär mit der Anfrageverarbeitung in Sensor-Netzwerken beschäftigen. Die Vorstellung der genauen Vortragsthemen erfolgt während der Vorbesprechung.
Vorbesprechung: Di. 7.2.2006, 16:00 Uhr st, SR A121
Treffen: Blockseminar, 29.-30.06.2006, B-IT (Dahlmanstr. 2) Dachterrasse.
Einzelvortrag mit eine schriftlicher Ausarbeitung.
Ausarbeitung: Die fertige schriftliche Ausarbeitung des vorgetragenen Materials (ca. 15-Seiten des Kerntextes) soll vor dem Vortrag als pdf- oder ps-File per E-Mail dem jeweiligen Betreuer zuzuschicken.
Bei der Ausarbeitung ist Folgendes zu berücksichtigen:
Vortrag: Jeder Seminarteilnehmer muss einen ca. 60-minütigen Vortrag im Seminar
halten und danach für Fragen der Teilnehmer zur Verfügung stehen.
Bei der Vorbereitung der Folien können folgende Empfehlungen helfen:
Zeitplan: Diese Fristen sind unbedingt einzuhalten!
Spätestens 15. Mai 2006, vor dem Vortragstermin: vorläufige Ausarbeitung*
Spätestens 12. Juni 2006, vor dem Vortragstermin: vorläufiger Folienentwurf*
am Vortragstermin: Vortrag
Spätestens 1 Woche nach Vortragstermin: fertige Ausarbeitung
* Eine frühere (frühstmögliche) Besprechung der Thematik/Ausarbeitung wird angeraten. Eventuell müssen dann noch Nachbesserungen vorgenommen werden.
Themen:
Folgende Themen wurden für dieses ProSeminar ausgewählt.
Thema Name First Day - Middleware for Sensor Networks Overview: Middleware Approaches for Wireless Sensor Networks Mohamed Ali Event-centric Systems Bento Philipose Message-oriented Systems Thorsten Kois Virtual Machines Roman Saul Adaptive Systems Christian Weis Group Management Middleware Mohamed Kouka Second Day - Data-centric Systems Data-centric Routing and Data Gathering Frank Mühlschlegel Data-centric Systems, Aggregation and Query processing Yi Li Data-centric Systems, Storage, Indexing and Searching Adrian Polko Stream-oriented Systems Xin Bian Data Management Issues in Periodically Disconnected SN Oliver Mali Probabilistic Models for Data Processing in SN Maksim Simkin
Literatur:
Overview: Middleware Approaches for Wireless Sensor Networks
- Pedro J. Marron. Middleware Approaches for Wireless Sensor Networks. 2005. http://www.vs.inf.ethz.ch/events/dag2005/program/lectures/marron-2.pdf
- Ian F. Akyildiz, W. Su, Yogesh Sankarasubramaniam and Erdal Cayirci. Wireless Sensor Networks: A Survey. Computer Networks, Vol. 38, No. 4, 2002. http://citeseer.ist.psu.edu/akyildiz02survey.html
- Joseph M. Hellerstein, Samuel Madden, and Wei Hong. The Sensor Spectrum: Technology, Trends, and Requirements SIGMOD Record, December 2003. http://db.lcs.mit.edu/madden/html/sensorspectrum.pdf
- Kay Römer, Oliver Kasten and Friedemann Mattern. Middleware Challenges for Wireless Sensor Networks. Mobile Computing and Communications Review, Vol. 6, Nr. 2, 2002. http://www.vs.inf.ethz.ch/publ/papers/wsn-middleware.pdf
- Kirsten Terfloth and Jochen Shiller. Driving Forces behind Middleware Concepts for Wireless Sensor Networks. Proc. of the REALWSN Workshop, 2005. http://www.sics.se/realwsn05/papers/terfloth05driving.pdf
http://www.sics.se/realwsn05/slides/mw_talk.pdf- Wendi B. Heinzelman, Amy L. Murphy, and Mark A. Perillo. Chapter 12. Enabling Data and Event-centric Communications. In: Nirupama Bulusu, Sanjay Jha, eds. Wireless sensor networks. Artech House, 2005.
Event-centric Systems
Impala, TinyLime, EnviroTrack
- ZebraNet Project. http://www.princeton.edu/~mrm/zebranet.html
- Ting Liu and Margaret Martonosi. Impala: A Middleware System for Managing Autonomic, Parallel Sensor Systems. ACM SIGPLAN, 2003. http://www.cs.princeton.edu/~tliu/p71-tliu.pdf
- Ting Liu, Christopher Sadler, Pei Zhang and Margaret Martonosi. "Implementing Software on Resource-Constrained Mobile Sensors: Experiences with Impala and ZebraNet". The Second International Conference on Mobile Systems, Applications, and Services (MobiSYS'04), June 2004. http://www.cs.princeton.edu/~tliu/p206-liu.pdf
- Zhang, P., Sadler, C., Liu, T., Fischoff, I., Martonosi, M., Lyon, S., Rubenstein, D. Chapter 16. Habitat Monitoring with ZebraNet: Design and Experiences. In: Nirupama Bulusu, Sanjay Jha, eds. Wireless sensor networks. Artech House, 2005.
- TinyLime Project. http://lime.sourceforge.net/info/tinyLime.html
- Carlo Curino, Matteo Giani, Marco Giorgetta and Alessandro Giusti. Tiny Lime: Bridging Mobile and Sensor Networks through Middleware. Proc. PerCom 2005, 2005. http://www.elet.polimi.it/upload/picco/papers/percom05.pdf
- Carlo Curino, Matteo Giani, Marco Giorgetta and Alessandro Giusti. Mobile Data Collection in Sensor Networks: The TinyLime Middleware. Journal of Pervasive and Mobile Computing. 2005. http://www.elet.polimi.it/upload/picco/papers/jpmc05.pdf
- EnviroTrack Project. http://www.cs.uiuc.edu/homes/lluo2/EnviroTrack/
- An Energy-Efficient Surveillance System for Sensor Networks, Tian He, Sudha Krishnamurthy, John A. Stankovic, Tarek Abdelzaher, Liqian Luo, Radu Stoleru, Ting Yan, Lin Gu, Jonathan Hui, Bruce Krogh, MobiSys, Boston, MA, June 2004. http://www.cs.virginia.edu/~th7c/paper/ESS-V7.pdf
- EnviroTrack: Towards an Environmental Computing Paradigm for Distributed Sensor Networks, Tarek Abdelzaher et al., IEEE International Conference on Distributed Computing Systems, Tokyo, Japan, March 2004. http://www.cs.uiuc.edu/homes/lluo2/EnviroTrack/publications/envirotrack.pdf
Message-oriented Systems
SmartMessages, Kensho, Mires
- SmartMessages Project. http://discolab.rutgers.edu/sm/
- Liviu Iftode, Cristian Borcea, and Porlin Kang. Cooperative Computing in Sensor Networks. To Appear in Handbook of Sensor Networks: Compact Wireless and Wired Sensing Systems, Mohammad Ilyas (ed.), CRC Press, 2004. http://discolab.rutgers.edu/sm/papers/coopcomp03.pdf
- Porlin Kang, Cristian Borcea, Gang Xu, Akhilesh Saxena, Ulrich Kremer, and Liviu Iftode. Smart Messages: A Distributed Computing Platform for Networks of Embedded Systems. To Appear in the Special Issue on Mobile and Pervasive Computing, the Computer Journal, British Computer Society, Oxford University Press, 2004. http://discolab.rutgers.edu/sm/papers/sm03.pdf
- Nishkam Ravi, Cristian Borcea, Porlin Kang, Liviu Iftode. Portable Smart Messages Architecture for Ubiquitous Java-enabled Devices. To Appear in Proceedings of The First Annual International Conference on Mobile and Ubiquitous Systems: Networking and Services (MobiQuitous 2004), August 2004. http://discolab.rutgers.edu/sm/papers/smport04.pdf
- Kensho Project. http://www.cs.unm.edu/~jhorey/kensho/
- James Horey and Arthur Maccabe. Designing a Dynamic Middleware System for Sensor Networks. UNM Computer Science - Technical Report, 2005. http://cs.unm.edu/~treport/tr/05-12/kensho.pdf
- Mires.
- Eduardo Souto, Germano Guimarães, Glauco Vasconcelos, Mardoqueu Vieira, Nelson Rosa and Carlos Ferraz. A Message-Oriented Middleware for Sensor Networks. Proc. Workshop on Middleware for Pervasive and Ad-Hoc Computing, 2004. http://smartlab.cis.strath.ac.uk/MPAC/2004/MPAC2004-presentations/MPAC13-Rosa.ppt
Virtual Machines
Maté, Agilla
- Maté Project. http://www.cs.berkeley.edu/~pal/mate-web/
- P. Levis and D. Culler. Mate: A tiny virtual machine for sensor networks. In International Conference on Architectural Support for Programming Languages and Operating Systems, San Jose, CA, USA, Oct. 2002. http://citeseer.ist.psu.edu/levis02mate.html
- Philip Levis, David Gay, and David Culler: Active Sensor Networks. In Proceedings of the Second USENIX/ACM Symposium on Networked System Design and Implementation (NSDI 2005). http://citeseer.ist.psu.edu/levis05active.html
- Kamini Manickam. Development of a Wireless Sensor Network Application using Maté. BE Thesis, School of Computer Science & Software Engineering The University of Western Australia, 2005. http://undergraduate.csse.uwa.edu.au/year4/Current/Students/2005/KaminiManickam.html
- Agilla Project. http://www.cs.wustl.edu/mobilab/projects/agilla/
- Chien-Liang Fok, Gruia-Catalin Roman, Chenyang Lu. "Rapid Development and Flexible Deployment of Adaptive Wireless Sensor Network Applications" In Proceedings of the 24th International Conference on Distributed Computing Systems (ICDCS'05), Columbus, Ohio, June 6-10, 2005, pp. 653-662. http://cse.seas.wustl.edu/techreportfiles/getreport.asp?385
- Chien-Liang Fok, Gruia-Catalin Roman, Chenyang Lu. "Mobile Agent Middleware for Sensor Networks: An Application Case Study" In Proceedings of the 4th International Conference on Information Processing in Sensor Networks (IPSN'05), Los Angeles, California, April 25-27, 2005, pp. 382-387. http://cse.seas.wustl.edu/techreportfiles/getreport.asp?399
Adaptive Systems
TinyCubus, MiLAN
- TinyCubus Project. http://www.ipvs.uni-stuttgart.de/abteilungen/vs/forschung/projekte/TinyCubus/en
- Pedro José Marrón, Daniel Minder, Andreas Lachenmann, and Kurt Rothermel. TinyCubus: An Adaptive Cross-Layer Framework for Sensor Networks. it - Information Technology, vol. 47(2), pp. 87-97, 2005. http://www.ipvs.uni-stuttgart.de/abteilungen/vs/forschung/projekte/tinycubus/publications/pubs/it2005.pdf
- Pedro José Marrón, Daniel Minder, Andreas Lachenmann, Olga Saukh and Kurt Rothermel. Generic Model and Architecture for Cooperating Objects in Sensor Network Environments. Proc. ICT 2005, 2005. http://www.ipvs.uni-stuttgart.de/abteilungen/vs/forschung/projekte/tinycubus/publications/pubs/ict2005.pdf
- Pedro José Marrón, Matthias Gauger, Andreas Lachenmann, Daniel Minder, Olga Saukh, and Kurt Rothermel. "FlexCup: A Flexible and Efficient Code Update Mechanism for Sensor Networks", Proceedings of the Third European Workshop on Wireless Sensor Networks (EWSN), pp. 212-227, 2006. http://www.ipvs.uni-stuttgart.de/abteilungen/vs/forschung/projekte/tinycubus/publications/pubs/ewsn2006-FlexCup.pdf
- MiLAN Project. http://www.inf.unisi.ch/projects/milan/
- A. Murphy and W. Heinzelman. MiLAN: Middleware Linking Applications and Networks. TR-795, University of Rochester, Computer Science, Nov. 2002. http://citeseer.ist.psu.edu/murphy02milan.html
- W. Heinzelman, A. Murphy, H. Carvalho and M. Perillo. Middleware to Support Sensor Network Applications. IEEE Network Magazine Special Issue, January 2004. http://www.ece.rochester.edu/research/wcng/papers/ieee_network04.pdf
- W.B. Heinzelman, A.L. Murphy, and M.A. Perillo, Enabling Data- and Event-Centric Communications, In Wireless Sensor Networks: A Systems Perspective, Ed. N. Bulusu and S. Jha, Artech House, 2005.
Group Management Middleware
Hood, Abstract Regions, GRA
- Hood Project. Wiki. 2006. http://nest.cs.berkeley.edu/nestfe/index.php/Hood
- K. Whitehouse, C. Sharp, E. Brewer, and D. Culler. Hood: A Neighborhood Abstraction for Sensor Networks. In ACM MobiSys 2004, Boston, USA, June 2004. http://www.cs.berkeley.edu/~kamin/pubs/hood04mobisys.pdf
- Matt Welsh and Geoff Mainland. Programming Sensor Networks Using Abstract Regions. In The First USENIX/ACM Symposium on Networked Systems Design and Implementation (NSDI ’04), March 2004. http://www.eecs.harvard.edu/~mdw/papers/regions-nsdi04.pdf http://webs.cs.berkeley.edu/retreat-1-04/slides/mattwelsh-regions-talk.pdf
- K. Römer, C. Frank P. M. Marron and C. Becker. Generic Role Assignment for Wireless Sensor Networks. In ACM SIGOPS European Workshop 2004, Leuven, Belgium, 2004. http://www.vs.inf.ethz.ch/publ/papers/sigops.roleassignment.pdf
- Christian Frank, Kay Römer. Algorithms for Generic Role Assignment in Wireless Sensor Networks. Proceedings of the 3rd ACM Conference on Embedded Networked Sensor Systems (SenSys), San Diego, CA, USA, November 2005. http://www.vs.inf.ethz.ch/publ/papers/sensys05.roleassignment.pdf http://www.vs.inf.ethz.ch/publ/papers/sensys05.roleassignment.talk.ppt
Data-centric Routing and Data Gathering
- Nirupama Bulusu. Multihop Routing. In Wireless Sensor Networks, Chapter 7, In Wireless Sensor Networks: A Systems Perspective, Ed. N. Bulusu and S. Jha, Artech House, 2005.
- Zhao F., Guibas, L. Wireless Sensor Networks. An Information Processing Approach. Chapter 3.4, 3.5, 5.4, Elsevier, 2004.
- Karl. H, Wilig, A. Protocols and Architectures for Wireless Sensor Networks. Chapter 12.1, 12.2, John Wilwy & Sons, Ltd, 2005.
- Chalermek Intanagonwiwat, Ramesh Govindan and Deborah Estrin. Directed Diffusion: A Scalable and Robust Communication Paradigm for Sensor Networks. In Mobicom, 2000. http://lecs.cs.ucla.edu/~estrin/papers/diffusion.ps
- Haiyun Luo, Fan Ye, Jerry Cheng, Songwu Lu, Lixia Zhang. TTDD: Two-tier Data Dissemination in Large-scale Wireless Sensor Networks. ACM Wireless Networks, Vol. 11, Issue 1-2, pp. 161-175, January 2005. http://www-faculty.cs.uiuc.edu/~haiyun/publications/WINET05.pdf
- Curt Schurgers, Mani B. Srivastava. Energy Efficient Routing in Wireless Sensor Networks. MILCOM'01, Vienna, VA, pp. 357-361, October 28-31, 2001. http://fleece.ucsd.edu/~curts/papers/MILCOM01.pdf
- S. Tilak, A. Murphy and W. Heinzelman. Non-Uniform Information Dissemination for Sensor Networks. Proceedings of the International Conference on Network Protocols (ICNP '03), Nov. 2003. http://www.cs.binghamton.edu/~sameer/pubs/922_Tilak_S.pdf
- Gan, L., Liu, J., and Jin, X. 2004. Agent-Based, Energy Efficient Routing in Sensor Networks. In Proceedings of the Third international Joint Conference on Autonomous Agents and Multiagent Systems - Volume 1 (New York, New York, July 19 - 23, 2004). International Conference on Autonomous Agents. IEEE Computer Society, Washington, DC. http://citeseer.ist.psu.edu/713772.html
Data-centric Systems, Aggregation and Query processing
COUGAR, TinyDB
- Zhao F., Guibas, L. Wireless Sensor Networks. An Information Processing Approach. Chapter 6, Elsevier, 2004.
- COUGAR Project. http://www.cs.cornell.edu/database/cougar/
- Yong Yao, J. E. Gehrke. Query Processing in Sensor Networks. In Proceedings of the First Biennial Conference on Innovative Data Systems Research (CIDR 2003). Asilomar, California, January 2003. http://www.cs.cornell.edu/johannes/papers/2003/cidr2003-sensor.pdf
- Yong Yao, J. E. Gehrke. The Cougar Approach to In-Network Query Processing in Sensor Networks. Sigmod Record, Volume 31, Number 3. September 2002. http://www.cs.cornell.edu/johannes/papers/2002/sigmod-record2002.pdf
- TinyDB Project. http://telegraph.cs.berkeley.edu/tinydb/
- Samuel R. Madden, Michael J. Franklin, Joseph M. Hellerstein, and Wei Hong. TAG: a Tiny AGgregation Service for Ad-Hoc Sensor Networks. OSDI, December, 2002. http://db.lcs.mit.edu/madden/html/madden_tag.pdf
- Samuel Madden. The Design and Evaluation of a Query Processing Architecture for Sensor Networks. In UC Berkeley Ph.D. Thesis, 2003. http://db.lcs.mit.edu/madden/html/thesis.pdf
- Samuel Madden, Michael Franklin, Joseph Hellerstein, Wei Hong. The Design of an Acquisitional Query Processor for Sensor Networks. In Proceedings of SIGMOD, 2003. http://db.lcs.mit.edu/madden/html/acqp.pdf
- Samuel Madden, Michael Franklin, Joseph Hellerstein, Wei Hong. TinyDB: An Acquisitional Query Processing System for Sensor Networks. In TODS, 2005. http://db.lcs.mit.edu/madden/html/tinydb_tods_final.pdf
Data-centric Systems, Storage, Indexing and Searching
- Deepak Ganesan and Ben Greenstein. Storage Issues in Sensor Networks. Chapter 13, In Wireless Sensor Networks: A Systems Perspective, Ed. N. Bulusu and S. Jha, Artech House, 2005.
- Zhao F., Guibas, L. Wireless Sensor Networks. An Information Processing Approach. Chapter 6, Elsevier, 2004.
- Deepak Ganesan, Ben Greenstein, Denis Perelyubskiy, Deborah Estrin and John Heidemann, Multi-resolution Storage and Search in Sensor Networks, ACM Transactions on Storage, August 2005. http://www.cs.umass.edu/~dganesan/papers/TOS05.pdf
- P. Desnoyers, D. Ganesan, H. Li and P. Shenoy, PRESTO: A Predictive Storage Architecture for Sensor Networks. Tenth Workshop on Hot Topics in Operating Systems (HotOS X), June 2005. Santa Fe, NM. http://lass.cs.umass.edu/~pjd/papers/HotOS05.pdf
- P. Desnoyers, D. Ganesan and P. Shenoy, TSAR: A Two Tier Storage Architecture Using Interval Skip Graphs. Proceedings of the Third ACM Conference on Embedded Networked Sensor Systems (SenSys), November 2005. San Diego, CA. http://lass.cs.umass.edu/~pjd/papers/f160-desnoyers.pdf
- S. Ratnasamy, B. Karp, L. Yin, F. Yu, D. Estrin, R. Govindan, and S. Shenker. "GHT: A Geographic Hash Table for Data-Centric Storage." First International Workshop on Sensor Networks and Applications (in conjunction with ACM MobiCom '02). pp. 78-87, 2002. http://www.icir.org/bkarp/ght-wsna2002.pdf
- Sylvia Ratnasamy, Deborah Estrin, Ramesh Govindan, Brad Karp, Scott Shenker, Li Yin, Fang Yu. Data-centric storage in Sensornets, Hotnets 2002. http://lecs.cs.ucla.edu/estrin/papers/dht.pdf
Stream-oriented Systems
Borealis, StreamGlobe
- Borealis Project. http://nms.lcs.mit.edu/projects/borealis/
- An Integration Framework for Sensor Networks and Data Stream Management Systems Daniel Abadi, Wolfgang Lindner, Samuel Madden, and Jorg Schuler. Demonstration. VLDB 2004. http://www.mit.edu/people/dna/vldb04.pdf
- Daniel J. Abadi, Yanif Ahmad, Magdalena Balazinska, Ugur Centintemel, Mitch Cherniack, Jeong-Hyon Hwang, Wolfgang Lindner, Anurag S. Maskey, Alexander Rasin, Esther Ryvkina, Nesime Tatbul, Ying Xing, and Stan Zdonik. The Design of the Borealis Stream Processing Engine. CIDR 2005 - Second Biennial Conference on Innovative Data Systems Research, Asilomar, California, January 2005. http://nms.lcs.mit.edu/papers/borealis-cidr05.pdf
- StreamGlobe Project. http://www-db.in.tum.de/research/projects/StreamGlobe/
- Bernhard Stegmaier, Richard Kuntschke, and Alfons Kemper. StreamGlobe: Adaptive Query Processing and Optimization in Streaming P2P Environments. Proceedings of the 1st International Workshop on Data Management for Sensor Networks (DMSN 2004), August 30, 2004, Toronto, Canada, pp. 88-97. http://www-db.in.tum.de/research/publications/conferences/StreamGlobe-DMSN2004.pdf
- Richard Kuntschke, Bernhard Stegmaier, Alfons Kemper, and Angelika Reiser. StreamGlobe: Processing and Sharing Data Streams in Grid-Based P2P Infrastructures. Demonstration at the 31st International Conference on Very Large Data Bases (VLDB 2005), August 30 - September 2, 2005, Trondheim, Norway, pp. 1259-1262. http://www-db.in.tum.de/research/publications/conferences/StreamGlobe-DemoPaper-VLDB2005.pdf
Data Management Issues in Periodically Disconnected SN
- Wolfgang Lindner and Samuel Madden. Data Management Issues in Periodically Disconnected Sensor Networks. Workshop on Sensor Networks at Informatik 2004, Ulm, Germany. http://db.lcs.mit.edu/madden/html/disconnected-informatik-2004.pdf
- Ricardo Morla. Vision of Congestion-Free Road Traffic and Cooperating Objects. Lancaster University, Researcher, INESC Porto. 3rd Prize in Sentient Future Competition 2006. http://www.embedded-wisents.org/competition/pdf/morla.pdf
- CarTel Central Project. http://cartel.csail.mit.edu/
- The Disruption Tolerant Networking Project http://signl.cs.umass.edu/diesel/
- VEDAS Project. http://www.cs.umbc.edu/~hillol/vedas.html
- ZebraNet Project. http://www.princeton.edu/~mrm/zebranet.html
- CarTalk2000 Project. http://www.cartalk2000.net/
- ADASE Project. http://www.adase2.net/
Probabilistic Models for Data Processing in SN
- Amol Deshpande, Carlos Guestrin, Samuel Madden, Joseph Hellerstein, Wei Hong. Model-based Approximate Querying in Sensor Networks. In To Appear, VLDB Journal, 2005. http://db.lcs.mit.edu/madden/html/vldbjournal.pdf
- Amol Deshpande, Carlos Guestrin, and Samuel Madden. Using Probabilistic Models for Data Management in Acquisitional Environments. CIDR 2005. http://db.lcs.mit.edu/madden/html/cidr187.pdf
- David Chu, Amol Deshpande, Joseph M. Hellerstein, Wei Hong. Approximate Data Collection in Sensor Networks using Probabilistic Models. To appear in the ICDE 2006. http://www.cs.umd.edu/~amol/papers/icde06.pdf
- Liu, Haiyang ; Hwang, San-yih ; Srivastava, Jaideep. Probabilistic Stream Relational Algebra: A Data Model for Sensor Data Streams. Technical rept., Minnesota University Minneapolis Dept. of Computer Science, 2004. http://stinet.dtic.mil/oai/oai?&verb=getRecord&metadataPrefix=html&identifier=ADA439622
- Samuel Madden, Michael Franklin, Joseph Hellerstein, Wei Hong. The Design of an Acquisitional Query Processor for Sensor Networks. In Proceedings of SIGMOD, 2003. http://db.lcs.mit.edu/madden/html/acqp.pdf
Links und online-Literatur
Artikelsammlungen
- CiteSeer
- Computer Science Bibliography DBLP (Uni Trier)
- SIGMOD Record Web Edition
- Zugriff auf Online Publikationen über LibGate der Informatik
- ACM Anthology (nur von Rechnern der Informatik aus, bzw. per VPN):
- unter UNIX: /home/iai/data/docs/ACM
- unter Windows: \\iaiw2ksmb\dataint\docs\ACM
[Uni-Bonn] [Informatik] [III] [Lehre] [Seitenanfang]
Letzter Stand: 23.11.2005 14:41 Uhr, Serge Shumilov shumilov(at)cs.uni-bonn.de