CONDENSATION—Conditional Density Propagation forVisual Tracking
International Journal of Computer Vision
Wireless sensor networks for habitat monitoring
WSNA '02 Proceedings of the 1st ACM international workshop on Wireless sensor networks and applications
Oporto: A Realistic Scenario Generator for Moving Objects
Geoinformatica
The design of an acquisitional query processor for sensor networks
Proceedings of the 2003 ACM SIGMOD international conference on Management of data
Adaptive filters for continuous queries over distributed data streams
Proceedings of the 2003 ACM SIGMOD international conference on Management of data
Poster abstract: bandwidth management in wireless sensor networks
Proceedings of the 1st international conference on Embedded networked sensor systems
QUASAR: quality aware sensing architecture
ACM SIGMOD Record
Adaptive stream resource management using Kalman Filters
SIGMOD '04 Proceedings of the 2004 ACM SIGMOD international conference on Management of data
Load shedding in a data stream manager
VLDB '03 Proceedings of the 29th international conference on Very large data bases - Volume 29
On the Effects of Consistency in Data Operations in Wireless Sensor Networks
ICPADS '06 Proceedings of the 12th International Conference on Parallel and Distributed Systems - Volume 1
A new deterministic data aggregation method for wireless sensor networks
Signal Processing
A framework for the automated generation of power-efficient classifiers for embedded sensor nodes
Proceedings of the 5th international conference on Embedded networked sensor systems
UDC: a self-adaptive uneven clustering protocol for dynamic sensor networks
International Journal of Sensor Networks
An energy-efficient data-driven power management for wireless sensor networks
Proceedings of the 5th workshop on Data management for sensor networks
Consistency-driven data quality management of networked sensor systems
Journal of Parallel and Distributed Computing
ACES: adaptive clock estimation and synchronization using Kalman filtering
Proceedings of the 14th ACM international conference on Mobile computing and networking
Summarizing Distributed Data Streams for Storage in Data Warehouses
DaWaK '08 Proceedings of the 10th international conference on Data Warehousing and Knowledge Discovery
Energy conservation in wireless sensor networks: A survey
Ad Hoc Networks
A query processor for prediction-based monitoring of data streams
Proceedings of the 12th International Conference on Extending Database Technology: Advances in Database Technology
FloodNet: coupling adaptive sampling with energy aware routing in a flood warning system
Journal of Computer Science and Technology
Energy-efficient data gathering in wireless sensor networks with asynchronous sampling
ACM Transactions on Sensor Networks (TOSN)
A utility-based adaptive sensing and multihop communication protocol for wireless sensor networks
ACM Transactions on Sensor Networks (TOSN)
ICIC'07 Proceedings of the intelligent computing 3rd international conference on Advanced intelligent computing theories and applications
Information quality model and optimization for 802.15.4-based wireless sensor networks
Journal of Network and Computer Applications
Sensorsafe: a framework for privacy-preserving management of personal sensory information
SDM'11 Proceedings of the 8th VLDB international conference on Secure data management
ICHIT'11 Proceedings of the 5th international conference on Convergence and hybrid information technology
Sensor fusion by a novel algorithm for time delay estimation
Digital Signal Processing
Autonomous Agents and Multi-Agent Systems
Application-Focused Energy-Fidelity Scalability for Wireless Motion-Based Health Assessment
ACM Transactions on Embedded Computing Systems (TECS) - Special Section on CAPA'09, Special Section on WHS'09, and Special Section VCPSS' 09
Enhancing RSSI-based tracking accuracy in wireless sensor networks
ACM Transactions on Sensor Networks (TOSN)
Behavioural reconfigurable and adaptive data reduction in body sensor networks
International Journal of Autonomous and Adaptive Communications Systems
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A distributed data-stream architecture finds application in sensor networks for monitoring environment and activities. In such a network, large numbers of sensors deliver continuous data to a central server. The rate at which the data is sampled at each sensor affects the communication resource and the computational load at the central server. In this paper, we propose a novel adaptive sampling technique where the sampling rate at each sensor adapts to the streaming-data characteristics. Our approach employs a Kalman-Filter (KF)-based estimation technique wherein the sensor can use the KF estimation error to adaptively adjust its sampling rate within a given range, autonomously. When the desired sampling rate violates the range, a new sampling rate is requested from the server. The server allocates new sampling rates under the constraint of available resources such that KF estimation error over all the active streaming sensors is minimized. Through empirical studies, we demonstrate the flexibility and effectiveness of our model.