European Conference on Antennas and Propagation · 2011 · 11 citations · 5 references
EngineeringComputational EngineeringElectrical EngineeringAntennasComputational ElectromagneticsElectromagneticsAntenna ArraysAntenna DesignAntenna Radiation PatternsAntenna SimulationMethod Of MomentsMicrowave AntennasAntenna AnalysisAntenna Array ModelingAntenna Array OptimizationAntenna Design OptimizationFull-wave Electromagnetic SimulationMethod Of Moments AnalysisPattern OptimizationReflectarray Antenna Simulation
In this paper, artificial neural networks (ANNs) for modelling reflectarray periodic element is evaluated. A reflectarray antenna based on a 3-layer stacked patch element is chosen. Every element in the reflectarray must shift the phase of the reflection coefficient a given amount to obtain the prescribed radiation diagram. Different shifts are obtained from different geometrical configuration of the reflectarray element. Then, optimizing a whole reflectarray involves a large number of full wave electromagnetic (EM) computations. ANNs are found to represent the complex reflection coefficient of the reflectarray element as a function of the geometrical parameter, the incident angle and the frequency. A good agreement is achieved between the ANN outputs and the EM solver solutions by Method of Moment (MoM). Using ANNs in place of full wave EM simulation is proposed for reducing the time in optimization purposes.
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Lei Zhang, Jianjun Xu, M.C.E. Yagoub et al. · IEEE Transactions on Microwave Theory and Techniques · 2005 · 161 citations
Engineering, Computational Engineering, Electrical Engineering +17