Artificial neural networks for microwave computer-aided design: The state of the art
This article presents an overview of artificial neural network (ANN) techniques for a
microwave computer-aided design (CAD). ANN-based techniques are becoming useful for …
microwave computer-aided design (CAD). ANN-based techniques are becoming useful for …
EM-based optimization of microwave circuits using artificial neural networks: The state-of-the-art
JE Rayas-Sánchez - IEEE Transactions on Microwave Theory …, 2004 - ieeexplore.ieee.org
This paper reviews the current state-of-the-art in electromagnetic (EM)-based design and
optimization of microwave circuits using artificial neural networks (ANNs). Measurement …
optimization of microwave circuits using artificial neural networks (ANNs). Measurement …
Artificial neural networks for RF and microwave design-from theory to practice
QJ Zhang, KC Gupta… - IEEE transactions on …, 2003 - ieeexplore.ieee.org
Neural-network computational modules have recently gained recognition as an
unconventional and useful tool for RF and microwave modeling and design. Neural …
unconventional and useful tool for RF and microwave modeling and design. Neural …
A comparative overview of microwave and wireless power-amplifier behavioral modeling approaches
JC Pedro, SA Maas - IEEE transactions on microwave theory …, 2005 - ieeexplore.ieee.org
This paper presents a comparative overview of the most important approaches presented to
address the behavioral modeling of microwave and wireless power amplifiers (PAs). Starting …
address the behavioral modeling of microwave and wireless power amplifiers (PAs). Starting …
A comparative analysis of behavioral models for RF power amplifiers
M Isaksson, D Wisell, D Ronnow - IEEE transactions on …, 2006 - ieeexplore.ieee.org
A comparative study of nonlinear behavioral models with memory for radio-frequency power
amplifier (PAs) is presented. The models are static polynomial, parallel Hammerstein (PH) …
amplifier (PAs) is presented. The models are static polynomial, parallel Hammerstein (PH) …
Dynamic behavioral modeling of 3G power amplifiers using real-valued time-delay neural networks
T Liu, S Boumaiza… - IEEE Transactions on …, 2004 - ieeexplore.ieee.org
In this paper, we propose a novel real-valued time-delay neural network (RVTDNN) suitable
for dynamic modeling of the baseband nonlinear behaviors of third-generation (3G) base …
for dynamic modeling of the baseband nonlinear behaviors of third-generation (3G) base …
Smart modeling of microwave devices
Modeling and computer-aided design (CAD) techniques are essential for microwave design,
especially with the drive towards first-pass design success. We have described neural …
especially with the drive towards first-pass design success. We have described neural …
Physically inspired neural network model for RF power amplifier behavioral modeling and digital predistortion
F Mkadem, S Boumaiza - IEEE Transactions on Microwave …, 2011 - ieeexplore.ieee.org
In this paper, a novel two hidden layers artificial neural network (2HLANN) model is
proposed to predict the dynamic nonlinear behavior of wideband RF power amplifiers (PAs) …
proposed to predict the dynamic nonlinear behavior of wideband RF power amplifiers (PAs) …
ANNs for fast parameterized EM modeling: The state of the art in machine learning for design automation of passive microwave structures
Artificial neural networks (ANNs) are information processing systems, with their design
inspired by studies of the ability of the human brain to learn from observations and …
inspired by studies of the ability of the human brain to learn from observations and …