2010 · 26 citations · 8 references
EngineeringElectrical EngineeringEvolutionary DesignMobile ComputingWireless CommunicationsEvolutionary OptimizationGenetic AlgorithmsLayout OptimizationSensor NetworksWireless NetworksWireless Sensor NetworksEnergy-efficient Wireless Sensor NetworksGenetic Algorithm Based DesignGenetic Algorithm OptimizationNetwork DeploymentNetwork Lifetime OptimizationSensor Network LocalizationWireless Sensor Network LocalizationWireless Sensor Node Design
Layout is an important issue in designing sensor networks. This paper brings a new idea for the positioning of nodes in a wireless sensor network. The sensors communicate with each other to transmit their data to a high energy communication node which acts as an interface between data processing unit and sensors. Optimization of sensor locations is essential to provide communication for a longer duration. An energy efficient layout with good coverage based on Genetic algorithm is proposed here. During the process of optimization, sensors move to form a uniformly distributed network. The two objectives taken into consideration are coverage and lifetime. Basically a set of network layouts are obtained. The simulation results also exhibit improvement of performance with increase in number of generations in the algorithm.
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Sensor Network Optimization Using a Genetic Algorithm
Shiyuan Jin, Ming Zhou, Annie S. Wu · 2003 · 196 citations