Maté: a tiny virtual machine for sensor networks
Proceedings of the 10th international conference on Architectural support for programming languages and operating systems
Artificial Immune Recognition System (AIRS): An Immune-Inspired Supervised Learning Algorithm
Genetic Programming and Evolvable Machines
Design and implementation of a framework for efficient and programmable sensor networks
Proceedings of the 1st international conference on Mobile systems, applications and services
MILA – multilevel immune learning algorithm and its application to anomaly detection
Soft Computing - A Fusion of Foundations, Methodologies and Applications
Mobile-C: a mobile agent platform for mobile C-C++ agents
Software—Practice & Experience
Towards a mobile agent framework for sensor networks
EmNets '05 Proceedings of the 2nd IEEE workshop on Embedded Networked Sensors
Clonal Selection-Based Neural Classifier
HIS '08 Proceedings of the 2008 8th International Conference on Hybrid Intelligent Systems
A knowledge-oriented meta-framework for integrating sensor network infrastructures
Computers & Geosciences
Network fault detection with Wiener filter-based agent
Journal of Network and Computer Applications
A system based on mobile agents to test mobile computing applications
Journal of Network and Computer Applications
Artificial immune pattern recognition for structure damage classification
Computers and Structures
Artificial immune systems: an emergent technology for autonomous intelligent systems and data mining
AIS-ADM 2005 Proceedings of the 2005 international conference on Autonomous Intelligent Systems: agents and Data Mining
Immunocomputing for intelligent intrusion detection
IEEE Computational Intelligence Magazine
An artificial immune system architecture for computer securityapplications
IEEE Transactions on Evolutionary Computation
IEEE Transactions on Neural Networks
Optimal control of mobile monitoring agents in immune-inspired wireless monitoring networks
Journal of Network and Computer Applications
A high computational power wireless sensor network for distributed structural health monitoring
International Journal of Sensor Networks
Artificial immune system based mobile agent platform protection
Computer Standards & Interfaces
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This paper presents an agent-based artificial immune system approach for adaptive damage detection in distributed monitoring networks. The presented approach establishes a new monitoring paradigm by embodying desirable immune attributes, such as adaptation, immune pattern recognition, and self-organization, into monitoring networks. In the artificial immune system-based paradigm, a group of autonomous mobile monitoring agents mimic immune cells (such as B-cells) in the natural immune system, interact locally with monitoring environment, and respond to emerging problems through simulated immune responses. The presented immune-inspired monitoring paradigm has been applied to structural health monitoring. The ''antibody'' of a mobile monitoring agent is a pattern recognition algorithm tuned to a certain type of structural damage pattern. The mobile monitoring agent performs damage diagnosis based on structural dynamic response data. Mobile monitoring agents communicate with each other and collaborate with network components based on agent interaction protocols defined in agent standards, the Foundation for Intelligent Physical Agents standards. A mobile agent system embedded in sensor nodes supports the selective generation, migration, communication, and management of mobile monitoring agents automatically. The active structural health monitoring is achieved by distributing mobile monitoring agents to the sites where they are needed. The structural damage diagnosis using mobile monitoring agents and artificial immune pattern recognition method has been tested using a scaled steel bridge structure. The test result shows the feasibility of using this approach for real-time structural damage diagnosis.