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Furthermore, only one dimension of the antennas patch will be varied while maintaining all other parameters guide constant and guide vice versa.So, it is necessary to microstrip initialize with small weights uniformly distributed in a small range Learning rate ( the learning rate affects the convergence of backpropagation.(2) When.7 mm,.4,.55 mm,.6 mm (3) When.7 mm,.15 mm,.6,.4 mm Figures 6 8 represent the variation of frequency range of microstrip patch antenna with respect to variation in dimensions.Number of hidden layers nodes : in the case of all multilayer feedforward networks, the size of hidden layer is determined experimentally.Given are P training pairs x 1, a 1, x 2, a 2, x P, a P and there is a bias 1, is the learning constant.From 1964 to 1970, designer he was with the nasa Langley Research Center in Hampton, VA, and from 1970 to 1983, he was with the Department of Electrical Engineering of West Virginia University.Usually, one or two hidden layers are adequate for resolving any nonlinear complex task.Simulated response of patch.89 GHz resonant frequency.Sofortiger eBook Download nach Kauf, hardcover 213,99, preis für Deutschland (Brutto).Backward pass : it propagates the error derivatives backward and computes the weight adjustments.It has one input, one hidden, and one output layer.ANN training results for synthesis of microstrip patch antenna.(15) represents the Value of error for middle (hidden) layer yj12(1yj)2k1kokwkj for j 1, 2, 3, 4,JE15 Step 6: Now weights of output layer are adjusted using. .Wmjrepresents the outputhidden layer weights, that is, these are the weights associated with hidden layer neurons connected to output layer.T and ( t 1) indicates the current and most recent training step, respectively. W 1 b can increase or decrease in the net output of activation function depending on its positive or negative value.
As shown in Figure 10, patch neural network architecture consists of three antennas layers.
For example, if the network does not converge to a solution, it may need more hidden layers.
It can be 0.Antenna Theory: Analysis and Design, Fourth Edition is designer designed to meet the needs designer of senior undergraduate and beginning graduate level students in electrical engineering and physics, as well as practicing engineers and antenna designers.If all the weights are given equal serious values, the network may not be trained properly.Typical value for choosing initial weights is between.00 and.00.5 and.5.The rate of change of the mean squared error is sufficiently small.Design of microstrip patch antenna using simulation software.The cigna ruleofthumb method is used for deciding the number of neurons in the hidden nodes.Now, the neural setup network is constructed for rectangular microstrip patch antenna.Inputs W patch and L are applied at the input neurons while outputs f 1 and f 2 are obtained from the output neurons.Ok12(akOk 1Ok2) for k 1, 2, 3, 4,KE14. .In this work, backpropagation training algorithm was applied to train the neural network and to build the ANN models for patch antenna. Four hidden layers are not used in the neural network architecture because it cannot follow setup the rule of thumb.
Synthesis of microstrip patch antenna using artificial neural network Synthesis is defined as to obtain the dimensions of microstrip patch ( W, L ) as targets while providing the cutoff frequencies ( f 1, f 2 thickness and dielectric constants of the dielectric material.