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Machine Learning Antenna Design Research

Electronics Communication Engineering
Machine Learning Antenna Design Research
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Machine Learning Antenna Design Research

Internship studying antenna design with ML optimisation of geometry, bandwidth, and radiation pattern. Guided practice with real datasets throughout.

The focused areas below are internship topics in varied working formats. Pick one, then choose your internship type, mode… Read more

🎓 TYPE
🌐 MODE
📚 Academic: Thesis & PPT assistance included🧪 Tech: Master the protocols hands-on📝 Research > 3 months: Publication co-authorship in a Scopus-indexed journal
🔍

Showing 15 of 5

Deep Learning for Antenna Geometry Optimization
Interns will develop neural network models to predict optimal antenna dimensions and configurations based on desired frequency responses and radiation patterns. This involves training machine learning models on antenna simulation datasets and validating predictions through electromagnetic simulations using HFSS or CST.
Academic (A)Tech (T)Research (R)
1 Month
A · £268
T · £857
R · £1,247
3 Months
A · £1,127
T · £1,378
R · £2,004
6 Months
A · £2,504
T · £3,061
R · £4,452
14 more durationsView Titles →
Convolutional Neural Networks for Radiation Pattern Classification
Interns will create CNN-based systems to classify and predict antenna radiation patterns from design parameters or vice versa. The work includes preprocessing antenna measurement data, building classification models, and testing them against experimental antenna prototypes.
Academic (A)Tech (T)Research (R)
1 Month
A · £268
T · £857
R · £1,247
3 Months
A · £1,127
T · £1,378
R · £2,004
6 Months
A · £2,504
T · £3,061
R · £4,452
14 more durationsView Titles →
Reinforcement Learning for Multi-Band Antenna Design
Interns will implement reinforcement learning algorithms to autonomously design antennas that operate efficiently across multiple frequency bands with minimal tradeoffs. This involves setting up reward functions based on S-parameters, gain, and bandwidth metrics.
Academic (A)Tech (T)Research (R)
1 Month
A · £268
T · £857
R · £1,247
3 Months
A · £1,127
T · £1,378
R · £2,004
6 Months
A · £2,504
T · £3,061
R · £4,452
14 more durationsView Titles →
Generative Models for Novel Antenna Topologies
Interns will explore generative adversarial networks (GANs) and variational autoencoders (VAEs) to generate innovative antenna designs with improved performance characteristics. The research includes training models on existing antenna designs and generating new topologies for fabrication and testing.
Academic (A)Tech (T)Research (R)
1 Month
A · £268
T · £857
R · £1,247
3 Months
A · £1,127
T · £1,378
R · £2,004
6 Months
A · £2,504
T · £3,061
R · £4,452
14 more durationsView Titles →
Machine Learning-Based Antenna Performance Prediction and Failure Analysis
Interns will develop predictive models using regression and ensemble methods to estimate antenna performance metrics (gain, efficiency, impedance matching) from design parameters. Additionally, they will apply anomaly detection techniques to identify design configurations prone to performance degradation.
Academic (A)Tech (T)Research (R)
1 Month
A · £268
T · £857
R · £1,247
3 Months
A · £1,127
T · £1,378
R · £2,004
6 Months
A · £2,504
T · £3,061
R · £4,452
14 more durationsView Titles →