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Applications of machine learning and deep learning in antenna design, optimization, and selection: a review
This review paper provides an overview of the latest developments in artificial intelligence
(AI)-based antenna design and optimization for wireless communications. Machine learning …
(AI)-based antenna design and optimization for wireless communications. Machine learning …
Machine learning for design optimization of electromagnetic devices: Recent developments and future directions
This paper reviews the recent developments of design optimization methods for
electromagnetic devices, with a focus on machine learning methods. First, the recent …
electromagnetic devices, with a focus on machine learning methods. First, the recent …
An intelligent antenna synthesis method based on machine learning
D Shi, C Lian, K Cui, Y Chen… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
An intelligent antenna synthesis method is proposed to automatically select suitable
antenna type and provide optimal geometric parameters according to the requirement of …
antenna type and provide optimal geometric parameters according to the requirement of …
Machine-learning-assisted optimization for antenna geometry design
A machine-learning-assisted optimization (MLAO) method for antenna geometry design
(AGD)(MLAO-AGD) is proposed. By combining machine learning (ML) methods, including a …
(AGD)(MLAO-AGD) is proposed. By combining machine learning (ML) methods, including a …
Deep neural network-based automatic metasurface design with a wide frequency range
Beyond the scope of conventional metasurface, which necessitates plenty of computational
resources and time, an inverse design approach using machine learning algorithms …
resources and time, an inverse design approach using machine learning algorithms …
Application of machine learning algorithms to model soil thermal diffusivity
Soil thermal diffusivity (k) is an important thermal property that significantly affects ground
energy storage and heat transfer. Direct measurements of soil thermal diffusivity are …
energy storage and heat transfer. Direct measurements of soil thermal diffusivity are …
[PDF][PDF] Ultra-wideband CPW fed band-notched monopole antenna optimization using machine learning
In this article, a compact Coplanar Waveguide (CPW) fed band-notched monopole antenna
is designed and optimized. The unique feature of this article is to provide an approach for …
is designed and optimized. The unique feature of this article is to provide an approach for …
An efficient k-NN-based rao optimization method for optimal discrete sizing of truss structures
This study proposes a new method called k-nearest neighbor comparison (k-NNC) to
address the computational cost issue of truss optimization with discrete variables using …
address the computational cost issue of truss optimization with discrete variables using …
[PDF][PDF] Improved prediction of metamaterial antenna bandwidth using adaptive optimization of LSTM
The design of an antenna requires a careful selection of its parameters to retain the desired
performance. However, this task is time-consuming when the traditional approaches are …
performance. However, this task is time-consuming when the traditional approaches are …
Artificial intelligence used to diagnose osteoporosis from risk factors in clinical data and proposing sports protocols
Osteoporosis (OP) is characterized by diminished bone mass and deteriorating bone
structure that increases the chance of fractures in the spine, hips, and wrists. In this paper, a …
structure that increases the chance of fractures in the spine, hips, and wrists. In this paper, a …