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 …
Space mapping: the state of the art
We review the space-mapping (SM) technique and the SM-based surrogate (modeling)
concept and their applications in engineering design optimization. For the first time, we …
concept and their applications in engineering design optimization. For the first time, we …
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 …
Advanced RF and microwave design optimization: A journey and a vision of future trends
JE Rayas-Sánchez, S Koziel… - IEEE Journal of …, 2021 - ieeexplore.ieee.org
In this paper, we outline the historical evolution of RF and microwave design optimization
and envisage imminent and future challenges that will be addressed by the next generation …
and envisage imminent and future challenges that will be addressed by the next generation …
Neural network inverse modeling and applications to microwave filter design
In this paper, systematic neural network modeling techniques are presented for microwave
modeling and design using the concept of inverse modeling where the inputs to the inverse …
modeling and design using the concept of inverse modeling where the inputs to the inverse …
Power in simplicity with ASM: Tracing the aggressive space mapping algorithm over two decades of development and engineering applications
JE Rayas-Sanchez - IEEE Microwave Magazine, 2016 - ieeexplore.ieee.org
The most widely used space mapping approach to efficient design optimization is the
aggressive space mapping (ASM) algorithm. My purpose here is to present both a historical …
aggressive space mapping (ASM) algorithm. My purpose here is to present both a historical …
EM-based Monte Carlo analysis and yield prediction of microwave circuits using linear-input neural-output space mapping
JE Rayas-Sanchez… - IEEE transactions on …, 2006 - ieeexplore.ieee.org
A computationally efficient method for highly accurate electromagnetics-based statistical
analysis and yield estimation of RF and microwave circuits is described in this paper. The …
analysis and yield estimation of RF and microwave circuits is described in this paper. The …
State-of-the-art: AI-assisted surrogate modeling and optimization for microwave filters
Microwave filters are indispensable passive devices for modern wireless communication
systems. Nowadays, electromagnetic (EM) simulation-based design process is a norm for …
systems. Nowadays, electromagnetic (EM) simulation-based design process is a norm for …
[图书][B] Simulation-driven design optimization and modeling for microwave engineering
Q Zhang - 2013 - books.google.com
Computer-aided full-wave electromagnetic (EM) analysis has been used in microwave
engineering for the past decade. Initially, its main application area was design verification …
engineering for the past decade. Initially, its main application area was design verification …
An early history of optimization technology for automated design of microwave circuits
JW Bandler, JE Rayas-Sánchez - IEEE Journal of Microwaves, 2022 - ieeexplore.ieee.org
This paper outlines the early history of optimization technology for the design of microwave
circuits—a personal journey filled with aspirations, academic contributions, and commercial …
circuits—a personal journey filled with aspirations, academic contributions, and commercial …