Title : 
Neural network modeller for design optimisation of multilayer patch antennas
         
        
            Author : 
Somasiri, N.P. ; Chen, X. ; Rezazadeh, A.A.
         
        
            Author_Institution : 
Dept. of Electron. Eng., Queen Mary & Westfield Coll., London, UK
         
        
        
        
        
        
        
            Abstract : 
The development of a neural network modeller for the optimisation of a dual-band multilayer microstrip patch antenna is presented. The multilayer antenna is built on an in-house semi-insulating GaAs substrate and poses a challenge to electromagnetic-based optimisation modelling. The developed neural network model allows some of the optimisation processes of the design to be carried out swiftly by replacing repeated electromagnetic simulations whilst still retaining a good accuracy as compared with method of moments modelling.
         
        
            Keywords : 
III-V semiconductors; computational electromagnetics; feedforward neural nets; gallium arsenide; method of moments; microstrip antennas; multifrequency antennas; optimisation; GaAs; dual-band multilayer microstrip patch antenna; electromagnetic simulation; electromagnetic-based optimisation modelling; in-house semiinsulating GaAs substrate; method of moment; neural network modeller;
         
        
        
            Journal_Title : 
Microwaves, Antennas and Propagation, IEE Proceedings
         
        
        
        
        
            DOI : 
10.1049/ip-map:20040862