Abstract
A prominent functionality of a Wireless Sensor Network (WSN) is environmental monitoring. For this purpose theWSN creates a model for the real world by using abstractions to parse the collected data. Being cross-layer and application-oriented, most ofWSN research does not allow for a widely accepted abstraction. A few approaches such as database-oriented and publish/subscribe provide acceptable abstractions by reducing application dependency and hiding communication details. Unfortunately, these approaches ignore the spatial correlation of sensor readings and still address single sensor nodes. In this work we present a novel approach based on a “world model” that exploits the spatial correlation of sensor readings and represents them as a collection of regions called maps. Maps are a natural way for the presentation of the physical world and its physical phenomena over space and time. Our Map-based World Model (MWM) abstracts from low-level communication issues and supports general applications by allowing for efficient event detection, prediction and queries. In addition our MWM unifies the monitoring of physical phenomena with network monitoring which maximizes its generality. From our approach we deduce a general modeling and design methodology for WSNs. Using a case study we highlight the simplicity of the proposed methodology. We provide the necessary tools to use our architecture and to acquire valuable WSN insights in the established OMNeT++ simulator.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
References
Abadi, D., et al.: REED: Robust, Efficient Filtering and Event Detection in Sensor Networks. In: VLDB (2005)
Addlesee, M., et al.: Implementing a Sentient Computing System. IEEE Computer 34(8) (2001)
Ali, A., Khelil, A., Shaikh, F., Suri, N.: MPM: Map-based Predictive Monitoring for Wireless Sensor Networks. In: TR-TUD-DEEDS-05-01-2008 (2008)
Bisdikian, C.: On Sensor Sampling and Quality of Information: A Starting Point. In: PerCom Workshops (2007)
Bonnet, P., et al.: Towards Sensor Database Systems. In: MDM (2001)
Borgne, Y., et al.: Adaptive Model Selection for Time Series Prediction in Wireless Sensor Networks. International Journal for Signal Processing (2007)
Chien, S., et al.: Lights Out Autonomous Operation of an Earth Observing SensorWEB. In: RCSGSO (2007)
Chu, D., et al.: The Design and Implementation of A Declarative Sensor Network System. In: SenSys (2007)
Costa, P., et al.: Publish-subscribe on Sensor Networks: A Semi-probabilistic Approach. In: MASS (2005)
Dudkowski, D., et al.: Efficient Algorithms for Probabilistic Spatial Queries in Mobile Ad Hoc Networks. In: COMSWARE (2006)
Elson, J., Estrin, D.: Sensor Networks: A Bridge to the Physical World. Chapter in the book Wireless Sensor Networks, Kluwer Academic Publishers (2004)
Goussevskaia, O., et al.: Data Dissemination Based on the Energy Map. IEEE Comm. Magazine 43(7) (2005)
Gracanin, D., et al.: On Modeling Wireless Sensor Networks. In: IPDPS (2004)
Hauer, J., et al.: A Component Framework for Content-based Publish/Subscribe in Sensor Networks. In: EWSN (2008)
Heidemann, J., et al.: Diffusion Filters as a Flexible Architecture for Event Notification in Wireless Sensor Networks. In: USC/Information Sciences Institute (ISI-TR-556) (2002)
Hellerstein, J., et al.: Beyond Average: Toward Sophisticated Sensing with Queries. In: IPSN (2003)
Intanagonwiwat, C., et al.: Directed Diffusion: A Scalable and Robust Communication Paradigm for Sensor Networks. In: MOBICOM (2000)
Kawsar, F.: Prithibi: An Open Platform for Digitizing Real World through Sentient Artefact Model. In: Joint Workshop on Next-Generation Computing Infrastructure (2007)
Kephart, J., Chess, D.: The Vision of Autonomic Computing. IEEE Computer Magazine (2003)
Khelil, A., Shaikh, F., Ali, A., Suri, N.: gMAP: An Efficient Construction of Global Maps for Mobility- Assisted Wireless Sensor Networks. In: The Sixth Annual Conference on Wireless On demand Network Systems and Services (WONS) (2009)
Khelil, A., et al.: MWM: A Map-based World Model for Wireless Sensor Networks. In: ACM AUTONOMICS (2008)
Kropff, M., et al.: MM-ulator: Towards a Common Evaluation Platform for Mixed Mode Environments. In: SIMPAR (2008)
Kumar, A., et al.: Distributed Collaboration for Event Detection in Wireless Sensor Networks. In: MPAC (2005)
Lazaridis, I., Mehrotra, S.: Capturing Sensor-generated Time Series with Quality Guarantee. In: ICDE (2003)
Li, M., et al.: Non-Threshold based Event Detection for 3D Environment Monitoring in Sensor Networks. In: ICDCS (2007)
Liu, Y., Li, M.: Iso-Map: Energy-Efficient Contour Mapping in Wireless Sensor Networks. In: ICDCS (2007)
Machado, M., et al.: Data Dissemination in Autonomic Wireless Sensor Networks. IEEE Journal on Selected Areas in Comm. 23(12) (2005)
Madden, S., et al.: The Design of an Acquisitional Query Processor for Sensor Networks. In: SIGMOD (2003)
Madden, S., et al.: TinyDB: an Acquisitional Query Processing System for Sensor Networks. ACM Trans. on Database Systems 30(1) (2005)
Meng, X., et al.: Contour Maps: Monitoring and Diagnosis in Sensor Networks. Computer Networks 50(15) (2006)
Nicklas, D., Mitschang, B.: The NEXUS Augmented World Model: An Extensible Approach for Mobile, Spatially Aware Applications. In: OOIS (2001)
Reitmayr, G., Dieter, S.: Semantic World Models for Ubiquitous Augmented Reality. In: SVE (2005)
Ren, K., et al.: Secure and Fault-Tolerant Event Boundary Detection in Wireless Sensor Networks. IEEE Trans. on Wireless Comm. 7(1) (2008)
Robinson, A., et al: Elements of Cartography. John Wiley & Sons, New York (1995)
Römer, K., Mattern, F.: Event-Based Systems for Detecting Real-World States with Sensor Networks: A Critical Analysis. In: DEST at ISSNIP (2004)
Sharifi, M., et al.: A Publish-Subscribe Middleware for Real-Time Wireless Sensor Networks. In: International Conference on Computational Science (2006)
Shih, K., et al.: PALM: A Partition Avoidance Lazy Movement Protocol for Mobile Sensor Networks. In: WCNC (2007)
Shrivastava, N., et al.: Detecting Cuts in Sensor Networks. In: IPSN (2005)
Solis, I., Obraczka, K.: Isolines: Energy-efficient Mapping in Sensor Networks. In: ISCC (2005)
Souto, E., et al.: MIRES: A Publish/subscribe Middleware for Sensor Networks. Personal Ubiquitous Comput. 10(1) (2005)
Srivastava, V., Motani, M.: Cross-layer Design: A Survey and the Road Ahead. IEEE Communications Magazine 43(12) (2005)
Sundararaman, B., et al.: Clock Synchronization for Wireless Sensor Networks: A Survey. Ad-Hoc Networks 3(3) (2005)
Tham, C.: Sensor-Grid Computing and SensorGrid architecture for Event Detection, Classification and Decision-Making. book chapter in Sensor Network and Configuration: Fundamentals, Techniques, Platforms, and Experiments (2006)
Town, C., Zhu, Z.: Sensor Fusion and Environmental Modelling for Multimodal Sentient Computing. In: IEEE CVPR (2007)
Tulone, D., Madden, S.: PAQ: Time Series Forecasting for Approximate Query Answering in Sensor Networks. In: EWSN (2006)
Varga, A.: OMNeT++ Object-Oriented Discrete Event Simulation System User Manual. In: URL http://www.omnetpp.org/doc/manual/usman.html (2006)
vast: Space Time Toolkit. http://vast.uah.edu/
Vu, C., et al.: Composite Event Detection in Wireless Sensor Networks. In: IPCCC (2007)
Welsh, M.: Exposing Resource Tradeoffs in Region-based Communication Abstractions for Sensor Networks. SIGCOMM Comput. Comm. Rev. 34(1) (2004)
Wu, H., et al.: Distributed Cross-Layer Scheduling for In-Network Sensor Query Processing. In: PerCom (2006)
Xue, W., et al.: Contour Map Matching For Event Detection in Sensor Networks. In: ACM SIGMOD (2006)
Xue, W., et al.: Contour Map Matching For Event Detection in Sensor Networks. In: SIGMOD (2006)
Yao, Y., Gehrke, J.: Query Processing for Sensor Networks. In: CIDR (2003)
Zhao, Y., et al.: Residual Energy Scan for Monitoring Sensor Networks. In: IEEE WCNC (2002)
Zhu, X., et al.: Light-weight Contour Tracking in Wireless Sensor Networks. In: INFOCOM (2008)
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2009 Springer Science+Business Media, LLC
About this chapter
Cite this chapter
Khelil, A., Shaikh, F.K., Szczytowski, P., Ayari, B., Suri, N. (2009). Map-based Design for Autonomic Wireless Sensor Networks. In: Vasilakos, A., Parashar, M., Karnouskos, S., Pedrycz, W. (eds) Autonomic Communication. Springer, Boston, MA. https://doi.org/10.1007/978-0-387-09753-4_12
Download citation
DOI: https://doi.org/10.1007/978-0-387-09753-4_12
Published:
Publisher Name: Springer, Boston, MA
Print ISBN: 978-0-387-09752-7
Online ISBN: 978-0-387-09753-4
eBook Packages: Computer ScienceComputer Science (R0)