Models and issues in data stream systems
Proceedings of the twenty-first ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
Continually evaluating similarity-based pattern queries on a streaming time series
Proceedings of the 2002 ACM SIGMOD international conference on Management of data
Dynamic multidimensional histograms
Proceedings of the 2002 ACM SIGMOD international conference on Management of data
Information Monitoring on the Web: A Scalable Solution
World Wide Web
The cougar approach to in-network query processing in sensor networks
ACM SIGMOD Record
A Support Infrastructure for the Smart Kindergarten
IEEE Pervasive Computing
QoS-Driven Load Shedding on Data Streams
EDBT '02 Proceedings of the Worshops XMLDM, MDDE, and YRWS on XML-Based Data Management and Multimedia Engineering-Revised Papers
Histogramming Data Streams with Fast Per-Item Processing
ICALP '02 Proceedings of the 29th International Colloquium on Automata, Languages and Programming
Estimating Rarity and Similarity over Data Stream Windows
ESA '02 Proceedings of the 10th Annual European Symposium on Algorithms
Dynamic Querying of Streaming Data with the dQUOB System
IEEE Transactions on Parallel and Distributed Systems
Comparing Data Streams Using Hamming Norms (How to Zero In)
IEEE Transactions on Knowledge and Data Engineering
One-Pass Wavelet Decompositions of Data Streams
IEEE Transactions on Knowledge and Data Engineering
Exploiting Punctuation Semantics in Continuous Data Streams
IEEE Transactions on Knowledge and Data Engineering
Issues in data stream management
ACM SIGMOD Record
HPDC '02 Proceedings of the 11th IEEE International Symposium on High Performance Distributed Computing
Approximate join processing over data streams
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
Cleaning and querying noisy sensors
WSNA '03 Proceedings of the 2nd ACM international conference on Wireless sensor networks and applications
Aurora: a new model and architecture for data stream management
The VLDB Journal — The International Journal on Very Large Data Bases
PSoup: a system for streaming queries over streaming data
The VLDB Journal — The International Journal on Very Large Data Bases
Raindrop: a uniform and layered algebraic framework for XQueries on XML streams
CIKM '03 Proceedings of the twelfth international conference on Information and knowledge management
Secure sensor networks for perimeter protection
Computer Networks: The International Journal of Computer and Telecommunications Networking - Special issue: Wireless sensor networks
Understanding the semantics of sensor data
ACM SIGMOD Record
Distributed deviation detection in sensor networks
ACM SIGMOD Record
An efficient single-pass query evaluator for XML data streams
Proceedings of the 2004 ACM symposium on Applied computing
Holistic UDAFs at streaming speeds
SIGMOD '04 Proceedings of the 2004 ACM SIGMOD international conference on Management of data
Security for wireless sensor networks
Wireless sensor networks
Security for wireless sensor networks
Wireless sensor networks
Mobile databases: a selection of open issues and research directions
ACM SIGMOD Record
Real-Time Databases and Data Services
Real-Time Systems
Evaluating window joins over punctuated streams
Proceedings of the thirteenth ACM international conference on Information and knowledge management
Optimization of data stream processing
ACM SIGMOD Record
Semantic Approximation of Data Stream Joins
IEEE Transactions on Knowledge and Data Engineering
BINOCULAR: a system monitoring framework
DMSN '04 Proceeedings of the 1st international workshop on Data management for sensor networks: in conjunction with VLDB 2004
Predictive filtering: a learning-based approach to data stream filtering
DMSN '04 Proceeedings of the 1st international workshop on Data management for sensor networks: in conjunction with VLDB 2004
A framework for spatio-temporal query processing over wireless sensor networks
DMSN '04 Proceeedings of the 1st international workshop on Data management for sensor networks: in conjunction with VLDB 2004
High-Availability Algorithms for Distributed Stream Processing
ICDE '05 Proceedings of the 21st International Conference on Data Engineering
NFMi: An Inter-domain Network Fault Management System
ICDE '05 Proceedings of the 21st International Conference on Data Engineering
Evaluation of Rate-Based Adaptivity in Asynchronous Data Stream Joins
IPDPS '05 Proceedings of the 19th IEEE International Parallel and Distributed Processing Symposium (IPDPS'05) - Papers - Volume 01
Distributed Data Streams Indexing using Content-Based Routing Paradigm
IPDPS '05 Proceedings of the 19th IEEE International Parallel and Distributed Processing Symposium (IPDPS'05) - Papers - Volume 01
Power-conserving computation of order-statistics over sensor networks
PODS '04 Proceedings of the twenty-third ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
Collaborative joins in a pervasive computing environment
The VLDB Journal — The International Journal on Very Large Data Bases
TinyDB: an acquisitional query processing system for sensor networks
ACM Transactions on Database Systems (TODS) - Special Issue: SIGMOD/PODS 2003
SPASS: scalable and energy-efficient data acquisition in sensor databases
Proceedings of the 4th ACM international workshop on Data engineering for wireless and mobile access
A heartbeat mechanism and its application in gigascope
VLDB '05 Proceedings of the 31st international conference on Very large data bases
Continuous Similarity-Based Queries on Streaming Time Series
IEEE Transactions on Knowledge and Data Engineering
Une architecture hybride pour i'interrogation et i'administration des capteurs
UbiMob '05 Proceedings of the 2nd French-speaking conference on Mobility and ubiquity computing
Approximate Processing of Massive Continuous Quantile Queries over High-Speed Data Streams
IEEE Transactions on Knowledge and Data Engineering
Open problems in data collection networks
Proceedings of the 11th workshop on ACM SIGOPS European workshop
Real-Time Processing of Range-Monitoring Queries in Heterogeneous Mobile Databases
IEEE Transactions on Mobile Computing
A geometric approach to monitoring threshold functions over distributed data streams
Proceedings of the 2006 ACM SIGMOD international conference on Management of data
Online summarization of dynamic time series data
The VLDB Journal — The International Journal on Very Large Data Bases
Safety guarantee of continuous join queries over punctuated data streams
VLDB '06 Proceedings of the 32nd international conference on Very large data bases
Effective query aggregation for data services in sensor networks
Computer Communications
Framework for bringing data streams to the grid
Scientific Programming - AxGrids 2004
Snapshot density queries on location sensors
MobiDE '07 Proceedings of the 6th ACM international workshop on Data engineering for wireless and mobile access
Timeliness-Accuracy Balanced Collection of Dynamic Context Data
IEEE Transactions on Parallel and Distributed Systems
Optimizing XPath queries on streaming XML data
ADC '07 Proceedings of the eighteenth conference on Australasian database - Volume 63
Monitoring streams: a new class of data management applications
VLDB '02 Proceedings of the 28th international conference on Very Large Data Bases
Comparing data streams using Hamming norms (how to zero in)
VLDB '02 Proceedings of the 28th international conference on Very Large Data Bases
Reverse nearest neighbor aggregates over data streams
VLDB '02 Proceedings of the 28th international conference on Very Large Data Bases
A geometric approach to monitoring threshold functions over distributed data streams
ACM Transactions on Database Systems (TODS)
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
Transactional issues in sensor data management
DMSN '06 Proceedings of the 3rd workshop on Data management for sensor networks: in conjunction with VLDB 2006
Stochastic consistency, and scalable pull-based caching for erratic data stream sources
VLDB '04 Proceedings of the Thirtieth international conference on Very large data bases - Volume 30
A distributed, utility-based architecture for task assignment in tactical WSNS
ACM SIGBED Review - Special issue on the workshop on wireless sensor network architecture (April-2007)
Query processing of multi-way stream window joins
The VLDB Journal — The International Journal on Very Large Data Bases
Data sampling control, compression and query in sensor networks
International Journal of Sensor Networks
Using association rules for energy conservation in wireless sensor networks
Proceedings of the 2008 ACM symposium on Applied computing
PERT: a new power-efficient real-time packet delivery scheme for sensor networks
International Journal of Sensor Networks
Events and streams: harnessing and unleashing their synergy!
Proceedings of the second international conference on Distributed event-based systems
Real-time, load-adaptive processing of continuous queries over data streams
Proceedings of the second international conference on Distributed event-based systems
SStreaMWare: a service oriented middleware for heterogeneous sensor data management
Proceedings of the 5th international conference on Pervasive services
Data management: issues and solutions for workflow efficiency
Proceedings of the 2008 Spring simulation multiconference
Online mining of frequent sets in data streams with error guarantee
Knowledge and Information Systems
Event-Based Compression and Mining of Data Streams
KES '08 Proceedings of the 12th international conference on Knowledge-Based Intelligent Information and Engineering Systems, Part II
Incremental view-based analysis of stock market data streams
IDEAS '08 Proceedings of the 2008 international symposium on Database engineering & applications
Architecture of a Database System
Foundations and Trends in Databases
Artificial intelligence on the body, in the home, and beyond
BodyNets '08 Proceedings of the ICST 3rd international conference on Body area networks
ODMCA: An adaptive data mining control algorithm in multicarrier networks
Computer Communications
New join operator definitions for sensor network databases
AEE'07 Proceedings of the 6th conference on Applications of electrical engineering
Flexible and scalable storage management for data-intensive stream processing
Proceedings of the 12th International Conference on Extending Database Technology: Advances in Database Technology
Information processing using data stream management system on Jamdroid
Proceedings of the International Conference on Advances in Computing, Communication and Control
Review: Ambient intelligence: Technologies, applications, and opportunities
Pervasive and Mobile Computing
Detecting Moving Objects in Noisy Radar Data Using a Relational Database
ADBIS '09 Proceedings of the 13th East European Conference on Advances in Databases and Information Systems
An autonomous agent approach to query optimization in stream grids
Proceedings of the International Conference on Management of Emergent Digital EcoSystems
Dynamic multiroot, multiquery processing based on data sharing in sensor networks
ACM Transactions on Sensor Networks (TOSN)
Event detection services using data service middleware in distributed sensor networks
IPSN'03 Proceedings of the 2nd international conference on Information processing in sensor networks
Interplay of processing and routing in aggregate query optimization for sensor networks
ICDCN'08 Proceedings of the 9th international conference on Distributed computing and networking
Event-based lossy compression for effective and efficient OLAP over data streams
Data & Knowledge Engineering
Towards automated analysis of connections network in distributed stream processing system
DASFAA'08 Proceedings of the 13th international conference on Database systems for advanced applications
Collecting data streams from a distributed radio-based measurement system
DASFAA'08 Proceedings of the 13th international conference on Database systems for advanced applications
Efficient evaluation of generalized tree-pattern queries on XML streams
The VLDB Journal — The International Journal on Very Large Data Bases
AIMS: an SQL-based system for airspace monitoring
Proceedings of the ACM SIGSPATIAL International Workshop on GeoStreaming
A logic based context query language
EuroSSC'10 Proceedings of the 5th European conference on Smart sensing and context
A geometric approach to monitoring threshold functions over distributed data streams
Ubiquitous knowledge discovery
A geometric approach to monitoring threshold functions over distributed data streams
Ubiquitous knowledge discovery
SIHJoin: querying remote and local linked data
ESWC'11 Proceedings of the 8th extended semantic web conference on The semantic web: research and applications - Volume Part I
Energy-aware data processing techniques for wireless sensor networks: a review
Transactions on large-scale data- and knowledge-centered systems III
Event-based monitoring of process execution violations
BPM'11 Proceedings of the 9th international conference on Business process management
Intelligent management message routing in ubiquitous sensor networks
ICCCI'11 Proceedings of the Third international conference on Computational collective intelligence: technologies and applications - Volume Part I
Intelligent ubiquitous sensor network for agricultural and livestock farms
ICA3PP'11 Proceedings of the 11th international conference on Algorithms and architectures for parallel processing - Volume Part II
Associated load shedding strategies for computing multi-joins in sensor networks
DASFAA'06 Proceedings of the 11th international conference on Database Systems for Advanced Applications
CLUR-Tree for supporting frequent updates of data stream over sensor networks
IWDC'05 Proceedings of the 7th international conference on Distributed Computing
A data stream publish/subscribe architecture with self-adapting queries
OTM'05 Proceedings of the 2005 Confederated international conference on On the Move to Meaningful Internet Systems - Volume >Part I
Using pre-aggregation for efficient spatial query processing in sensor environments
IDEAL'05 Proceedings of the 6th international conference on Intelligent Data Engineering and Automated Learning
Data sampling control and compression in sensor networks
MSN'05 Proceedings of the First international conference on Mobile Ad-hoc and Sensor Networks
GCC'05 Proceedings of the 4th international conference on Grid and Cooperative Computing
SOFSEM'06 Proceedings of the 32nd conference on Current Trends in Theory and Practice of Computer Science
Energy efficient design for window query processing in sensor networks
APWeb'06 Proceedings of the 2006 international conference on Advanced Web and Network Technologies, and Applications
Online algorithms for mining inter-stream associations from large sensor networks
PAKDD'05 Proceedings of the 9th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
Communication-Efficient implementation of join in sensor networks
DASFAA'05 Proceedings of the 10th international conference on Database Systems for Advanced Applications
A distributed spatial index for time-efficient aggregation query processing in sensor networks
ICCS'05 Proceedings of the 5th international conference on Computational Science - Volume Part I
Evaluation of a dynamic tree structure for indexing query regions on streaming geospatial data
SSTD'05 Proceedings of the 9th international conference on Advances in Spatial and Temporal Databases
The anatomy of a stream processing system
BNCOD'06 Proceedings of the 23rd British National Conference on Databases, conference on Flexible and Efficient Information Handling
Extensions to stream processing architecture for supporting event processing
DEXA'06 Proceedings of the 17th international conference on Database and Expert Systems Applications
Phenomenon-aware sensor database systems
EDBT'06 Proceedings of the 2006 international conference on Current Trends in Database Technology
SMART: Stream Monitoring enterprise Activities by RFID Tags
Information Sciences: an International Journal
The QOL approach for optimizing distributed queries without complete knowledge
Proceedings of the 16th International Database Engineering & Applications Sysmposium
Adaptive processing for continuous query over data stream
ISPA'07 Proceedings of the 5th international conference on Parallel and Distributed Processing and Applications
Streaming algorithms for data in motion
ESCAPE'07 Proceedings of the First international conference on Combinatorics, Algorithms, Probabilistic and Experimental Methodologies
An Internet Framework for Pervasive Sensor Computing
International Journal of Advanced Pervasive and Ubiquitous Computing
An Autonomous Agent Approach to Query Optimization in Stream Grids
International Journal of Organizational and Collective Intelligence
Middleware for pervasive computing: A survey
Pervasive and Mobile Computing
Database support for processing complex aggregate queries over data streams
Proceedings of the Joint EDBT/ICDT 2013 Workshops
A survey on XML streaming evaluation techniques
The VLDB Journal — The International Journal on Very Large Data Bases
Efficient tracking of moving objects using a relational database
Information Systems
MillWheel: fault-tolerant stream processing at internet scale
Proceedings of the VLDB Endowment
Enabling Linked Data access to the Internet of Things
Proceedings of International Conference on Information Integration and Web-based Applications & Services
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If industry visionaries are correct, our lives will soon be full of sensors, connected together in loose conglomerations via wireless networks, each monitoring and collecting data about the environment at large. These sensors behave very differently from traditional database sources: they have intermittent connectivity, are limited by severe power constraints, and typically sample periodically and push immediately, keeping no record of historical information. These limitations make traditional database systems inappropriate for queries over sensors. We present the Fjords architecture for managing multiple queries over many sensors, and show how it can be used to limit sensor resource demands while maintaining high query throughput. We evaluate our architecture using traces from a network of traffic sensors deployed on Interstate 80 near Berkeley and present performance results that show how query throughput, communication costs, and power consumption are necessarily coupled in sensor environments.