Abstract
Sensor networks comprise small, low-powered and low-cost sensing devices that are distributed over a field to monitor a phenomenon of interest. The sensor nodes are capable of communicating their readings, typically through wireless radio. Sensor nodes produce streams of data, that have to be processed in-situ, by the node itself, or to be transmitted through the network, and analyzed offline. In this chapter we describe recently proposed, efficient distributed techniques for processing streams of data collected with a network of sensors.
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Ali, M. H., Mokbel M. F., Aref W. G. and Kamel I. (2005) Detectioin and Tracking of Discrete Phenomena in Sensor-Network Databases. In Proceedings of the 17th International Conference on Scientific and Statistical Database Management.
Aslam J., Butler Z., Constantin F., Crespi V., Cybenko G. and Rus D. (2003) Tracking a Moving Object with a Binary Sensor Network. In Proceedings of ACM SenSys.
Babcock B., and Olston C. (2003) Distributed top-k monitoring. In Proceedings of the ACM SIGMOD International Conference on Management of Data.
Biswas R., Thrun S. and Guibas L. J. (2004) A probabilistic approach to inference with limited information in sensor networks. In Proceedings of the 3rd International Conference on Information Processing in Sensor Networks.
Bonfils, B. J., and Bonnet P. (2003) Adaptive and Decentralized Operator Placement for In-Network Query Processing. In Proceedings of 2nd International Conference on Information Processing in Sensor Networks.
Bonnet P., Gehrke J., and Seshadri P. (2001) Towards Sensor Database Systems. In Proceedings of the 2nd International Conference on Mobile Data Management, London, UK.
Cerpa A., Elson J., Estrin D., Girod L., Hamilton M. and Zhao J. (2001) Habitat monitoring: Application driver for wireless communications technology. In Proceedings of ACM SIGCOMM Workshop on Data Communications in Latin America and the Caribbean.
Cerpa A. and Estrin D. (2002) ASCENT: Adaptive Self-Configuring sEnsor Networks Topologies. In Proceedings of IEEE INFOCOM.
Benjie C., Jamieson K., Balakrishnan H. and Morris R. (2001) Span: An energy-efficient coordination algorithm for topology maintenance in Ad Hoc wireless networks. In Proceedings of the 7th ACM International Conference on Mobile Computing and Networking.
Chen W., Hou J. C. and Sha L. (2003) Dynamic Clustering for Acoustic Target Tracking in Wireless Sensor Networks. In Proceedings of the 11th IEEE International Conference on Network Protocols.
Chu M., Haussecker H. and Zhao F. (2002) Scalable information-driven sensor querying and routing for ad hoc heterogeneous sensor networks. International Journal of High Performance Computing Applications.
Considine J., Li F., Kollios G. and Byers J. (2004) Approximate aggregation techniques for sensor databases. In Proceedings of the 20th International Conference on Data Engineering.
Crossbow Technology Inc. http://www.xbow.com/
Deligiannakis A., Kotidis Y. and Roussopoulos N. (2004) Hierarchical in-Network Data Aggregation with Quality Guarantees. Proceedings of the 9th International Conference on Extending DataBase Technology.
Deligiannakis A., Kotidis Y. and Roussopoulos N. (2004) Compressing Historical Information in Sensor Networks. In Proceedings of the ACM SIGMOD International Conference on Management of Data.
Deshpande A., Guestrin C., Madden S. R., Hellerstein J. M. and Hong W. (2004) Model-Driven Data Acquisition in Sensor Networks. In Proceedings of the 30th International Conference on Very Large Data Bases.
Deshpande A., Guestrin C., Hong W. and Madden S. (2005) Exploiting Correlated Attributes in Acquisitional Query Processing. In Proceedings of the 21st International Conference on Data Engineering.
Ganesan D., Greenstein B., Perelyubskiy D., Estrin D. and Heidemann J. (2003) An Evaluation of Multi-Resolution Storage for Sensor Networks. In Proceedings of ACM SenSys.
Ganesan D., Estrin D. and Heidemann J. (2003) Dimensions: Why do we need a new data handling architecture for sensor networks?. ACM SIGCOMM Computer Communication Review.
Guestrin C., Bodik P., Thibaux R., Paskin M. and Madden S. (2004) Distributed Regression: an Efficient Framework for Modeling Sensor Network Data. In Proceedings of the 3rd International Conference on Information Processing in Sensor Networks.
Halkidi M., Papadopoulos D., Kalogeraki V. and Gunopulos D., (2005) Resilient and Energy Efficient Tracking in Sensor Networks. International Journal of Wireless and Mobile Computing.
Halkidi M., Kalogeraki V., Gunopulos D., Papadopoulos D., Zeinalipour-Yazti D. and Vlachos M. (2006) Efficient Online State Tracking Using Sensor Networks. In Proceedings of the 7th International Conference on Mobile Data Management.
Hammad M. A., Aref W. G. and Elmagarmid A. K. (2003) Stream Window Join: Tracking Moving Objects in Sensor-Network Databases. In Proceedings of the 15th International Conference on Scientific and Statistical Database Management.
Hammad M. A., Aref W. G. and Elmagarmid A. K. (2005) Optimizing In-Order Execution of Continuous Queries over Streamed Sensor Data. In Proceedings of the 17th International Conference on Scientific and Statistical Database Management.
Hellerstein J. M., Hong W., Madden S. and Stanek K. (2003) Beyond Average: Toward Sophisticated Sensing with Queries. International Workshop on Information Processing in Sensor Networks.
Hwang I., Balakrishnan H., Roy K., Shin J., Guibas L. and Tomlin C. (2003) Multiple Target Tracking and Identity Management. In Proceedings of the 2nd IEEE Conference on Sensors.
Heinzelman, W. R., Chandrakasan A. and Balakrishnan H. (2000) Energy-Efficient Communication Protocol for Wireless Microsensor Networks. In Proceedings of the 33rd Hawaii Intl. Conf. on System Sciences, Volume 8.
Intanagonwiwat C., Govindan R. and Estrin D. (2000) Directed diffusion: a scalable and robust communication paradigm for sensor networks. In Proceedings of the 6th ACM International Conference on Mobile Computing and Networking.
Krishnamachari B., Estrin D. and Wicker S. (2002) Modelling Data-Centric Routing in Wireless Sensor Networks. In Proceedings of the 21st Annual Joint Conference of the IEEE Computer and Communications Societies (INFOCOM).
Lazaridis I., and Mehrotra S. (2003) Capturing sensor-generated time series with quality guarantees. In Proceedings of the 19th International Conference on Data Engineering.
Lin S., Kalogeraki V., Gunopulos D. and Lonardi S. (2006) Online Information Compression in Sensor Networks. In Proceedings of IEEE International Conference on Communications.
Liu J., Reich J., Cheung P. and Zhao F. (2003) Distributed Group Management for Track Initiation and Maintenance in Target Localization Applications. IPSN Workshop.
Madden S, Shah M. A., Hellerstein J. M. and Raman V. (2002) Continuously Adaptive Continuous Queries over Streams. In Proceedings of the ACM SIGMOD International Conference on Management of Data.
Madden S. R. and Franklin M. J., (2002) Fjording the Stream: An Architecture for Queries Over Streaming Sensor Data. In Proceedings of the 18th International Conference on Data Engineering.
Madden S. R., Franklin M. J. and Hellerstein J. M. (2002) TAG: A Tiny Aggregation Service for Ad-Hoc Sensor Networks. In Proceedings of the 5th Symposium on Operating System Design and Implementation.
Madden S. R., Franklin M. J., Hellerstein J. M. and Hong W. (2003) The Design of an Acquisitional Query Processor for Sensor Networks. In Proceedings of the ACM SIGMOD International Conference on Management of Data.
Madden S. R., Lindner W. and Abadi D. (2005) REED: Robust, Efficient Filtering and Event Detection in Sensor Networks. In Proceedings of the 31st International Conference on Very Large Data Bases.
Mainwaring A., Polastre J., Szewczyk R., Culler D. and Anderson J. (2002) Wireless Sensor Networks for Habitat Monitoring. In Proceedings of ACM International Workshop on Wireless Sensor Networks and Applications.
Omar S. A. Assessment of Oil Contamination in Oil Trenches Located in Two Contrasting Soil Types, (2001) Conference on Soil, Sediments and Water. Amherst, MA, USA.
Olston C, Jiang J. and Widom J., (2003) Adaptive filters for continuous queries over distributed data streams. In Proceedings of the ACM SIGMOD International Conference on Management of Data.
Pottie G. J., and Kaiser W. J. (2000) Wireless integrated network sensors. In Communications of the ACM, Volume 43, Issue 5.
Palpanas T., Papadopoulos D., Kalogeraki V. and Gunopulos D. (2003) Distributed deviation detection in sensor networks. ACM SIGMOD Records, Volume 32, Issue 4.
Schoellhammer T., Osterweil E., Greenstein B., Wimbrow M. and Estrin D. (2004) Lightweight Temporal Compression of Microclimate Datasets. In Proceedings of the 29th Annual IEEE Conference on Local Computer Networks.
Schurgers C, Tsiatsis V., Ganeriwal S. and Srivastava M. (2002) Topology management for sensor networks: exploiting latency and density. In Proceedings of the 3rd ACM international symposium on Mobile ad hoc networking & computing
Sharaf M. A., Beaver J., Labrinidis A. and Chrysanthis P. K. (2004) Balancing energy efficiency and quality of aggregate data in sensor networks. The VLDB Journal.
Shin J., Guibas L. and Zhao F. (2003) Distributed Identity Management Algorithm in Wireless Ad-hoc Sensor Network. 2nd Int’l Workshop on Information Processing in Sensor Networks
Shrivastava N., Buragohain C, Agrawal D. and Suri S. (2004) Medians and Beyond: New Aggregation Techniques for Sensor Networks. In Proceedings of ACM SenSys.
Silberstein A., Braynard R., Ellis C, Munagala K. and Yang J. (2006) A Sampling-Based Approach to Optimizing Top-k Queries in Sensor Networks. In Proceedings of the 22nd International Conference on Data Engineering.
Xu Y., Heidemann J. and Estrin D. (2001) Geography-informed energy conservation for Ad Hoc routing. In Proceedings of the 7th ACM International Conference on Mobile Computing and Networking.
Xu Y., Winter J. and Lee W. (2004) Prediction-Based Strategies for Energy Saving in Object Tracking Sensor Networks. IEEE International Conference on Mobile Data Management.
Xu N., Rangwala S., Chintalapudi K. K., Ganesan D., Broad A., Govindan R. and Estrin D. (2004) A wireless sensor network For structural monitoring. In Proceedings of the 2nd international conference on Embedded networked sensor systems.
Yand H. and Sikdar B. (2003) A Protocol for Tracking Mobile Targets using Sensor Networks. IEEE International Workshop on Sensor Networks Protocols and Applications.
Yao Y. and Gehrke J. The cougar approach to in-network query processing in sensor networks. ACM SIGMOD Records.
Yao Y. and Gehrke J. (2003) Query Processing for Sensor Networks. Conference on Innovative Data Systems Research.
Ye F., Luo H., Cheng J., Lu S. and Zhang L. (2002) A Two-Tier Data Dissemination Model for Large-Scale Wireless Sensor Networks. In Proceedings of the 8th ACM International Conference on Mobile Computing and Networking.
Yu X., Niyogi K., Mehrotra S. and Venkatasubramanian N. (2004) Adaptive Target Tracking in Sensor Networks. The Communication Networks and Distributed Systems Modeling and Simulation Conference.
Zeinalipour-Yazti D., Vagena Z., Gunopulos D., Kalogeraki V., Tsotras V., Vlachos M., Koudas N. and Srivastava D. (2005) The threshold join algorithm for top-k queries in distributed sensor networks. In Proceedings of the 2nd international workshop on Data management for sensor networks.
Zeinalipour-Yazti D., Kalogeraki V., Gunopulos D., Mitra A., Banerjee A. and Najjar W. A. (2005) Towards In-Situ Data Storage in Sensor Databases. Panhellenic Conference on Informatics.
Zhang W. and Cao G. Optimizing Tree Reconfiguration for Mobile Target tracking in Sensor Networks. In Proceeding of IEEE INFOCOM.
Zhano F., Shin J. and Reich J. (2002) Information-Driven Dynamic Sensor Collaboration for Tracking Applications. IEEE Signal Processing Magazine, Vol. 19.
Zhano J., Govindan R. and Estrin D. (2003) Computing Aggregates for Monitoring Wireless Sensor Networks. IEEE International Workshop on Sensor Network Protocols Applications.
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Subramaniam, S., Gunopulos, D. (2007). A Survey of Stream Processing Problems and Techniques in Sensor Networks. In: Aggarwal, C.C. (eds) Data Streams. Advances in Database Systems, vol 31. Springer, Boston, MA. https://doi.org/10.1007/978-0-387-47534-9_15
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DOI: https://doi.org/10.1007/978-0-387-47534-9_15
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