Search Results - "Indharapu, Sai S."

Fast Inference Beamforming Prediction using Machine Learning by Indharapu, Sai S., Caruso, Anthony N., Durbhakula, Kalyan C.

“…This work introduces an efficient, novel framework using a machine learning (ML) model to estimate beamforming weights on a Raspberry pi microcontroller…”
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Next Generation Antenna Design Synthesis Framework Using k-Nearest Neighbours Algorithm by Indharapu, Sai S., Caruso, Anthony N., Durbhakula, Kalyan C.

“…The state-of-the-art antenna design synthesis and optimization techniques cannot reduce the requirement of high computational resources and domain expertise…”
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Supervised Machine Learning Model for Accurate Output Prediction of Various Antenna Designs by Indharapu, Sai S., Caruso, Anthony N., Durbhakula, Kalyan C.

“…In this work, a detailed study on the performance of a machine learning algorithm (k-nearest neighbors) in the prediction of antenna output response of three…”
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Analysis of Training Data Sets in Artificial Neural Networks Applied to a Radio Frequency Problem by Indharapu, Sai S., Durbhakula, Kalyan C.

“…In this paper, a novel study has been carried out to understand the functionality of artificial neural network (ANN) algorithms on a radio frequency (RF)…”
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Study of Machine Learning Algorithms for Output Response Prediction of an UWB Fractal Antenna by Indharapu, Sai S., Caruso, Anthony N., Durbhakula, Kalyan C.

“…In this paper, we showcase the efficiency of machine learning (ML) algorithms to predict fractal antenna output response metrics. Radial basis function and…”
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