An Efficient Method for Antenna Design Optimization Based on Evolutionary Computation and Machine Learning Techniques
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- Type
- article
- Published
- 2014-01-01
- Cited by
- 263
- References
- 39
- Access
- Open access
- OpenAlex
- https://openalex.org/W1966154590
- Semantic Scholar
- https://api.semanticscholar.org/CorpusID:20443213
Keywords
Differential evolution, Surrogate model, Evolutionary algorithm, Evolutionary computation, Computer science
References
- MANAGING APPROXIMATION MODELS IN OPTIMIZATION
- Numerically efficient design optimization of a printed 2.45 GHz Yagi antenna
- A comprehensive survey of fitness approximation in evolutionary computation
- Efficient multi-objective synthesis for microwave components based on computational intelligence techniques
- Nonlinear dynamic systems modeling using Gaussian processes: Predicting ionospheric total electron content over South Africa
- Generalizing Surrogate-Assisted Evolutionary Computation
- Large sample properties of simulations using latin hypercube sampling
- Low-Cost Wideband Microstrip Arrays With High Aperture Efficiency
- Fast parameter optimization of large-scale electromagnetic objects using DIRECT with Kriging metamodeling
- Differential Evolution as Applied to Electromagnetics
- Advances in Particle Swarm Optimization for Antenna Designs: Real-Number, Binary, Single-Objective and Multiobjective Implementations
- Evolutionary Programming in Electromagnetic Optimization: A Review
- A Surrogate Modeling and Adaptive Sampling Toolbox for Computer Based Design
- Accelerating evolutionary algorithms with Gaussian process fitness function models
- ParEGO: a hybrid algorithm with on-line landscape approximation for expensive multiobjective optimization problems
- Mixed-potential integral expression formulation of the electric field in a stratified dielectric medium-application to the case of a probe current source
- Self-Adaptive Differential Evolution Applied to Real-Valued Antenna and Microwave Design Problems
- Modified Differential Evolution for the Integer Programming Problems
- On-chip antennas in silicon ICs and their application
- Single- and multiobjective evolutionary optimization assisted by Gaussian random field metamodels
Cited by
- A 2.45GHz microstrip patch antenna evolved for WiFi application
- Differential evolution-based optimal Gabor filter model for fabric inspection
- Antenna array optimization using surrogate-model aware evolutionary algorithm with local search
- Improving Differential Evolution With a Successful-Parent-Selecting Framework
- Behavioral study of the surrogate model-aware evolutionary search framework
- Knowledge based response correction method for design of reconfigurable N‐shaped microstrip patch antenna using inverse ANNs
- An evolved S-band helical antenna with 1.8G bandwidth
- Antenna design using animal migration optimisation algorithm
- Phase perturbation based radiation pattern synthesis in antenna array using ASBO
- Antenna Design Using Binary Differential Evolution: Application to discrete-valued design problems.
- GUI design exploration software for microwave antennas
- VARIOUS TECHNIQUES OF WIRELESS COMMUNICATION IN ANTENNA: A SURVEY
- A hybrid algorithm of differential evolution and machine learning for electromagnetic structure optimization
- A Small Patch Antenna with Ellipse Disc Loaded/cut by Using Differential Evolution
- Design of hexagonal circularly polarized antenna array using paralleled dynamic minimum lower confidence bound
- Design and optimization of a bowtie dipole adjacent to dielectric material for through the wall imaging using hybrid electromagnetic computational analysis techniques
- Learning-by-examples techniques as applied to electromagnetics
- Efficient Global Optimization of Actuator Based on a Surrogate Model Assisted Hybrid Algorithm
- Machine learning for complex EMI prediction, optimization and localization
- Differential evolution with improved elite archive mutation and dynamic parameter adjustment
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