Automated Antenna Testing Using Encoder-Decoder-based Anomaly Detection

2021 20th IEEE International Conference on Machine Learning and Applications (ICMLA)(2021)

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摘要
We propose a new method for testing antenna arrays that records the radiating electromagnetic (EM) field using an absorbing material and evaluating the resulting thermal image series through an AI using a conditional encoder-decoder model. Given the power and phase of the signals fed into each array element, we are able to reconstruct normal sequences through our trained model and compare it to th...
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关键词
Antenna measurements,Analytical models,Time series analysis,Machine learning,Detectors,Image sequences,Anomaly detection
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