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Exploring self-star properties in cognitive sensor networking

  • University of Massachusetts Boston

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

Wireless sensor networks (WSNs) possess inherent tradeoffs among conflicting operational objectives such as data yield, data fidelity and power consumption. In order to address this challenge, this paper proposes a biologically-inspired framework to build cognitive WSN applications, which introspectively understand their conflicting objectives, find optimal tradeoffs with given constraints and autonomously adapt to dynamics of the network. The proposed framework, MONSOON, models an application as a decentralized group of software agents. This is analogous to a bee colony (application) consisting of bees (agents). Agents collect sensor data on individual nodes and carry the data to base stations. They perform this data collection functionality by autonomously sensing their local and surrounding network conditions and adaptively invoking biological behaviors such as pheromone emission, reproduction and migration. Each agent has its own behavior policy, as a gene, which defines how to invoke its behaviors. MONSOON allows agents to evolve their behavior policies via genetic operations such as crossover and mutation. Simulation results show that agents (WSN applications) exhibit the properties of self-configuration, self-optimization and self-healing and adapt to various dynamics of the network (e.g., node/link failures) by satisfying conflicting objectives under given constraints.

Original languageEnglish
Title of host publicationInternational Symposium on Performance Evaluation of Computer and Telecommunication Systems 2008, SPECTS 2008, Part of the 2008 Summer Simulation Multiconference, SummerSim 2008
Pages36-43
Number of pages8
StatePublished - 2008
EventInternational Symposium on Performance Evaluation of Computer and Telecommunication Systems 2008, SPECTS 2008, Part of the 2008 Summer Simulation Multiconference, SummerSim 2008 - Edinburgh, United Kingdom
Duration: Jun 16 2008Jun 19 2008

Publication series

NameInternational Symposium on Performance Evaluation of Computer and Telecommunication Systems 2008, SPECTS 2008, Part of the 2008 Summer Simulation Multiconference, SummerSim 2008

Conference

ConferenceInternational Symposium on Performance Evaluation of Computer and Telecommunication Systems 2008, SPECTS 2008, Part of the 2008 Summer Simulation Multiconference, SummerSim 2008
Country/TerritoryUnited Kingdom
CityEdinburgh
Period6/16/086/19/08

ASJC Scopus Subject Areas

  • Computer Networks and Communications

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