Design patterns: elements of reusable object-oriented software
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Fuzzy sets and fuzzy logic: theory and applications
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An introduction to fuzzy control (2nd ed.)
An introduction to fuzzy control (2nd ed.)
System architecture directions for networked sensors
ACM SIGPLAN Notices
Concepts of Programming Languages
Concepts of Programming Languages
Fuzzy Control
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WSNA '02 Proceedings of the 1st ACM international workshop on Wireless sensor networks and applications
Wireless sensor networks: a survey
Computer Networks: The International Journal of Computer and Telecommunications Networking
Modern Compiler Implementation in Java
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PLDI '03 Proceedings of the ACM SIGPLAN 2003 conference on Programming language design and implementation
The design of an acquisitional query processor for sensor networks
Proceedings of the 2003 ACM SIGMOD international conference on Management of data
Efficient algorithms for maximum lifetime data gathering and aggregation in wireless sensor networks
Computer Networks: The International Journal of Computer and Telecommunications Networking
System architecture for wireless sensor networks
System architecture for wireless sensor networks
Performance measurements of motes sensor networks
MSWiM '04 Proceedings of the 7th ACM international symposium on Modeling, analysis and simulation of wireless and mobile systems
Cluster-Head Election Using Fuzzy Logic for Wireless Sensor Networks
CNSR '05 Proceedings of the 3rd Annual Communication Networks and Services Research Conference
A Sensor Web Language for Mesh Architectures
CNSR '05 Proceedings of the 3rd Annual Communication Networks and Services Research Conference
Online Data Gathering for Maximizing Network Lifetime in Sensor Networks
IEEE Transactions on Mobile Computing
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Proceedings of the 6th international conference on Information processing in sensor networks
A User Friendly Toolkit for Building Robust Environmental Sensor Networks
CNSR '07 Proceedings of the Fifth Annual Conference on Communication Networks and Services Research
Information fusion for wireless sensor networks: Methods, models, and classifications
ACM Computing Surveys (CSUR)
Programming models for sensor networks: A survey
ACM Transactions on Sensor Networks (TOSN)
A rule-based system for programming self-organized sensor and actor networks
Computer Networks: The International Journal of Computer and Telecommunications Networking
ScatterWeb: A wireless sensornet platform for research and teaching
Computer Communications
Industry: beyond interoperability: pushing the performance of sensor network IP stacks
Proceedings of the 9th ACM Conference on Embedded Networked Sensor Systems
Macro-programming wireless sensor networks using Kairos
DCOSS'05 Proceedings of the First IEEE international conference on Distributed Computing in Sensor Systems
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We present a novel framework that can be used to dynamically control the operation of sensors embedded in a Wireless Sensor Network WSN. Fuzzy logic incorporating temporal reasoning is used as the basis of our framework, permitting WSNs to automatically adapt to their changing environment. This makes WSNs more responsive and potentially more energy efficient. A fuzzy rule based, object-oriented programming language for WSNs called fuzzy Sensor Web Language fuzzy SWL is implemented as the front end of our framework. A proof-of-concept field test with two rules incorporating air temperature, rainfall, and water level demonstrates the feasibility of our fuzzy control approach for environmental monitoring. A novel aspect of this research is the addition of time factors in fuzzy rules. Time factors permit the fuzzy control system to effectively adapt to changing environmental conditions.