Wireless integrated network sensors
Communications of the ACM
Introduction to Algorithms
The cougar approach to in-network query processing in sensor networks
ACM SIGMOD Record
Directed diffusion for wireless sensor networking
IEEE/ACM Transactions on Networking (TON)
TiNA: a scheme for temporal coherency-aware in-network aggregation
Proceedings of the 3rd ACM international workshop on Data engineering for wireless and mobile access
Taming the underlying challenges of reliable multihop routing in sensor networks
Proceedings of the 1st international conference on Embedded networked sensor systems
The impact of spatial correlation on routing with compression in wireless sensor networks
Proceedings of the 3rd international symposium on Information processing in sensor networks
Adaptive stream resource management using Kalman Filters
SIGMOD '04 Proceedings of the 2004 ACM SIGMOD international conference on Management of data
Compressing historical information in sensor networks
SIGMOD '04 Proceedings of the 2004 ACM SIGMOD international conference on Management of data
Snapshot Queries: Towards Data-Centric Sensor Networks
ICDE '05 Proceedings of the 21st International Conference on Data Engineering
TAG: a Tiny AGgregation service for Ad-Hoc sensor networks
OSDI '02 Proceedings of the 5th symposium on Operating systems design and implementationCopyright restrictions prevent ACM from being able to make the PDFs for this conference available for downloading
Tributaries and deltas: efficient and robust aggregation in sensor network streams
Proceedings of the 2005 ACM SIGMOD international conference on Management of data
Ef.cient Continuous Mapping in Sensor Networks Using Isolines
MOBIQUITOUS '05 Proceedings of the The Second Annual International Conference on Mobile and Ubiquitous Systems: Networking and Services
Approximate Data Collection in Sensor Networks using Probabilistic Models
ICDE '06 Proceedings of the 22nd International Conference on Data Engineering
System design issues in sensor databases
Proceedings of the 2007 ACM SIGMOD international conference on Management of data
Processing proximity queries in sensor networks
DMSN '06 Proceedings of the 3rd workshop on Data management for sensor networks: in conjunction with VLDB 2006
Impact of multi-query optimization in sensor networks
DMSN '06 Proceedings of the 3rd workshop on Data management for sensor networks: in conjunction with VLDB 2006
Application semantics in query optimization for WSNs
Proceedings of the 5th international conference on Embedded networked sensor systems
Adaptive processing of historical spatial range queries in peer-to-peer sensor networks
Distributed and Parallel Databases
Suppression and failures in sensor networks: a Bayesian approach
VLDB '07 Proceedings of the 33rd international conference on Very large data bases
Better tree - better fruits: using dominating set trees for MAX queries
Proceedings of the 5th workshop on Data management for sensor networks
An energy-efficient data-driven power management for wireless sensor networks
Proceedings of the 5th workshop on Data management for sensor networks
Robust and efficient aggregate query processing in wireless sensor networks
Mobile Networks and Applications
Efficient Data Collection and Selective Queries in Sensor Networks
GeoSensor Networks
Kriging for Localized Spatial Interpolation in Sensor Networks
SSDBM '08 Proceedings of the 20th international conference on Scientific and Statistical Database Management
IEEE/ACM Transactions on Networking (TON)
Detecting basic topological changes in sensor networks by local aggregation
Proceedings of the 16th ACM SIGSPATIAL international conference on Advances in geographic information systems
A query processor for prediction-based monitoring of data streams
Proceedings of the 12th International Conference on Extending Database Technology: Advances in Database Technology
JAID: An algorithm for data fusion and jamming avoidance on distributed sensor networks
Pervasive and Mobile Computing
An Effective and Efficient Method for Handling Transmission Failures in Sensor Networks
DASFAA '09 Proceedings of the 14th International Conference on Database Systems for Advanced Applications
Localized monitoring of kNN queries in wireless sensor networks
The VLDB Journal — The International Journal on Very Large Data Bases
Similarity Based Optimization for Multiple Query Processing in Wireless Sensor Networks
DCOSS '09 Proceedings of the 5th IEEE International Conference on Distributed Computing in Sensor Systems
Building Efficient Aggregation Trees for Sensor Network Event-Monitoring Queries
GSN '09 Proceedings of the 3rd International Conference on GeoSensor Networks
Preliminaries for Topological Change Detection Using Sensor Networks
GSN '09 Proceedings of the 3rd International Conference on GeoSensor Networks
Achieving optimal data storage position in wireless sensor networks
Computer Communications
EDGES: Efficient data gathering in sensor networks using temporal and spatial correlations
Journal of Systems and Software
DEAMON: energy-efficient sensor monitoring
SECON'09 Proceedings of the 6th Annual IEEE communications society conference on Sensor, Mesh and Ad Hoc Communications and Networks
Wireless sensor networks for soil science
International Journal of Sensor Networks
Towards energy-efficient skyline monitoring in wireless sensor networks
EWSN'07 Proceedings of the 4th European conference on Wireless sensor networks
Continuous approximate window queries in wireless sensor networks
APWeb/WAIM'07 Proceedings of the joint 9th Asia-Pacific web and 8th international conference on web-age information management conference on Advances in data and web management
Predictive modeling-based data collection in wireless sensor networks
EWSN'08 Proceedings of the 5th European conference on Wireless sensor networks
Markov-optimal sensing policy for user state estimation in mobile devices
Proceedings of the 9th ACM/IEEE International Conference on Information Processing in Sensor Networks
Sensor networks with secure public-key over GF (2m)
ICACT'10 Proceedings of the 12th international conference on Advanced communication technology
On computing compression trees for data collection in wireless sensor networks
INFOCOM'10 Proceedings of the 29th conference on Information communications
Using data mining to handle missing data in multi-hop sensor network applications
Proceedings of the Ninth ACM International Workshop on Data Engineering for Wireless and Mobile Access
Analyzing space-time sensor network data under suppression and failure in transmission
Statistics and Computing
Collection trees for event-monitoring queries
Information Systems
Efficient tracking of 2D objects with spatiotemporal properties in wireless sensor networks
Distributed and Parallel Databases
Efficient measurement generation and pervasive sparsity for compressive data gathering
IEEE Transactions on Wireless Communications
Non-intrusive aggregation in wireless sensor networks
Ad Hoc Networks
Modeling and detecting events for sensor networks
Information Fusion
Cost based in-network join strategy in tree routing sensor networks
Information Sciences: an International Journal
Detecting proximity events in sensor networks
Information Systems
BPS-MAC: backoff preamble based MAC protocol with sequential contention resolution
MACOM'11 Proceedings of the 4th international conference on Multiple access communications
Model-Driven dynamic control of embedded wireless sensor networks
ICCS'06 Proceedings of the 6th international conference on Computational Science - Volume Part III
An algorithmic strategy for in-network distributed spatial analysis in wireless sensor networks
Journal of Parallel and Distributed Computing
A decentralized approach for mining event correlations in distributed system monitoring
Journal of Parallel and Distributed Computing
A catalog of stream processing optimizations
ACM Computing Surveys (CSUR)
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Wireless sensor networks have created new opportunities for data collection in a variety of scenarios, such as environmental and industrial, where we expect data to be temporally and spatially correlated. Researchers may want to continuously collect all sensor data from the network for later analysis. Suppression, both temporal and spatial, provides opportunities for reducing the energy cost of sensor data collection. We demonstrate how both types can be combined for maximal benefit. We frame the problem as one of monitoring node and edge constraints. A monitored node triggers a report if its value changes. A monitored edge triggers a report if the difference between its nodes' values changes. The set of reports collected at the base station is used to derive all node values. We fully exploit the potential of this global inference in our algorithm, CONCH, short for constraint chaining. Constraint chaining builds a network of constraints that are maintained locally, but allow a global view of values to be maintained with minimal cost. Network failure complicates the use of suppression, since either causes an absence of reports. We add enhancements to CONCH to build in redundant constraints and provide a method to interpret the resulting reports in case of uncertainty. Using simulation we experimentally evaluate CONCH's effectiveness against competing schemes in a number of interesting scenarios.