Using Finite State Automata to Produce Self-Optimization and Self-Control
IEEE Transactions on Parallel and Distributed Systems
Multi-sensor fusion: fundamentals and applications with software
Multi-sensor fusion: fundamentals and applications with software
Genetic Algorithms in Search, Optimization and Machine Learning
Genetic Algorithms in Search, Optimization and Machine Learning
Differentiated surveillance for sensor networks
Proceedings of the 1st international conference on Embedded networked sensor systems
Managing Deadline Miss Ratio and Sensor Data Freshness in Real-Time Databases
IEEE Transactions on Knowledge and Data Engineering
A Framework for Self-Management of Hybrid Wireless Networks Using Autonomic Computing Principles
CNSR '05 Proceedings of the 3rd Annual Communication Networks and Services Research Conference
Adaptive Localized QoS-Constrained Data Aggregation and Processing in Distributed Sensor Networks
IEEE Transactions on Parallel and Distributed Systems
Distributed detection in a large wireless sensor network
Information Fusion
Efficient Data Transmission in a Lossy and Resource Limited Wireless Sensor-Actuator Network
ISORC '07 Proceedings of the 10th IEEE International Symposium on Object and Component-Oriented Real-Time Distributed Computing
Mobile Element Scheduling with Dynamic Deadlines
IEEE Transactions on Mobile Computing
Information fusion for wireless sensor networks: Methods, models, and classifications
ACM Computing Surveys (CSUR)
BiSNET: A biologically-inspired middleware architecture for self-managing wireless sensor networks
Computer Networks: The International Journal of Computer and Telecommunications Networking
A survey of autonomic computing—degrees, models, and applications
ACM Computing Surveys (CSUR)
A semantic middleware for autonomic wireless sensor networks
WMUPS '09 Proceedings of the 2009 Workshop on Middleware for Ubiquitous and Pervasive Systems
Information fusion strategies and performance bounds in packet-drop networks
Automatica (Journal of IFAC)
Using the OMNeT++ discrete event simulation system in education
IEEE Transactions on Education
MANNA: a management architecture for wireless sensor networks
IEEE Communications Magazine
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Wireless Sensor Networks (WSNs) can be used to monitor hazardous and inaccessible areas. In these situations, the power supply (e.g. battery) of each node cannot be easily replaced. One solution to deal with the limited capacity of current power supplies is to deploy a large number of sensor nodes, since the lifetime and dependability of the network will increase through cooperation among nodes. Applications on WSN may also have other concerns, such as meeting temporal deadlines on message transmissions and maximizing the quality of information. Data fusion is a well-known technique that can be useful for the enhancement of data quality and for the maximization of WSN lifetime. In this paper, we propose an approach that allows the implementation of parallel data fusion techniques in IEEE 802.15.4 networks. One of the main advantages of the proposed approach is that it enables a trade-off between different user-defined metrics through the use of a genetic machine learning algorithm. Simulations and field experiments performed in different communication scenarios highlight significant improvements when compared with, for instance, the Gur Game approach or the implementation of conventional periodic communication techniques over IEEE 802.15.4 networks.