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Computational Optimization Techniques to Design RF Circuits

delete2026-02-01
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PRE
AI
A
Aijaz M. Zaidi *
A
Ahmed A. Kishk
S
S.P.Shiva Prakash
J
Jugul Kishor
S
Sumer Singh Singhwal
B
Binod Kumar Kanaujia
S
S.R. Rengarajan
L
Ladislau Matekovits
DOI:10.1109/MMM.2025.3573969delete
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Abstract

Abstract

En 中文
We present a comprehensive review of computational optimization techniques for the design of RF circuits. Important design techniques used to optimize RF circuits, such as genetic algorithms (GAs), particle swarm optimization (PSO), reinforcement learning (RL), Bayesian optimization (BO), and space mapping (SM), are discussed. The basics of the techniques, their merits, and their drawbacks are covered so that new researchers can understand the relevant theories of the techniques. A comparative analysis of design techniques is included. This article also provides insights into the present state and future directions of the optimization techniques.
Keywords:
Radio frequency
Reviews
Design methodology
Space mapping
Reinforcement learning
Microwave theory and techniques
Microwave circuits
Particle swarm optimization
Optimization
Genetic algorithms

Journal

IEEE Microwave Magazine cover
IEEE Microwave Magazine
IF:
2.6
Papers:
3.2K
Citations:
3.1K

Organization

California State University System cover
California State University System
Scholars:
2.8W
Papers: 2.4W
Citations: 457
C
concordia university - canada
Scholars:
8.0K
Papers: 8.9K
Citations: 4
N
national institute of technology (nit system)
Scholars:
4.0W
Papers: 3.7W
Citations: 31
P
Polytechnic University of Turin
Scholars:
1.3W
Papers: 1.3W
Citations: 1.3W
I
Inderprastha Engineering College
Scholars:
8
Papers: 7
Citations: 0
J
jss science & technology university
Scholars:
117
Papers: 56
Citations: 0
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Cited Papers

Cited Papers

Grey Wolf Optimizer
err2014-03-01
err1.3W
PREAI
errMirjalili, Seyedali; Mirjalili, Seyed Mohammad; Lewis, Andrew
errShare
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Space Mapping: The State of the Art
err2004-01-01
err0
PREAI
errJ.W. Bandler; Q.S. Cheng; S.A. Dakroury; A.S. Mohamed; M.H. Bakr; K. Madsen; J. Sondergaard
errShare
errSave
Deep neural learning based optimization for automated high performance antenna designs
err2022-10-07
err15
errOAAI
errMir, Farzad; Kouhalvandi, Lida; Matekovits, Ladislau
errShare
errSave
researcher View more