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Search for efficient wireless network structures
  • Simon Ziegler ,
  • Klaus Ziegler
Simon Ziegler
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Klaus Ziegler
Universitaet Augsburg

Corresponding Author:[email protected]

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Abstract

We consider the problem of finding an array of antennas that provides a desired distribution of signal strength in an urban environment. Our approach is based on a discretized Maxwell equation for the electromagnetic field. This equation can be solved numerically and provides training samples for a deep learning algorithm. Finally, the deep learning algorithm, based on a multi layer perceptron, is used to retrieve antenna arrays for a desired signal distribution. In our example we obtain for the retrieval a mean success rate of 90%.