Single-Snapshot Direction-of-Arrival Estimation of Multiple Targets using a Multi-Layer Perceptron

Fuchs J, Weigel R, Gardill M (2019)

Publication Language: English

Publication Status: Accepted

Publication Type: Conference contribution, Conference Contribution

Future Publication Type: Conference contribution

Publication year: 2019

Pages Range: 1-4

Event location: Detroit, MI US

DOI: 10.1109/ICMIM.2019.8726554

Abstract

An alternative approach to high-resolution direction-of-arrival estimation in the context of automotive FMCW signal processing is shown by training a neural network with simulation as well as experimental data to estimate the mean and distance of the azimuth angles from two targets. Testing results are post-processed to obtain the estimated azimuth angles which can be validated afterwards. The performance of the proposed neural network is then compared with a reference implementation of a maximum likelihood estimator. Final evaluations show super-resolution like performance with significantly reduced computation time, which is expected to have an impact on future multi-dimensional high-resolution DoA estimation.

Authors with CRIS profile

Jonas Fuchs Lehrstuhl für Technische Elektronik (LTE) Robert Weigel Lehrstuhl für Technische Elektronik (LTE)

Related research project(s)

Programmable Systems for Intelligence in Automobiles (PRYSTINE) Programmable Systems for Intelligence in Automobiles May 1, 2018 - April 30, 2021 Echtzeitsignalverarbeitung verteilter Radarsysteme im Bereich des autonomen Fahrens (PRYSTINE) Programmable Systems for Intelligence in Automobiles June 16, 2018 - April 30, 2021

Involved external institutions

InnoSenT GmbH DE Germany (DE)

How to cite

APA:

Fuchs, J., Weigel, R., & Gardill, M. (2019). Single-Snapshot Direction-of-Arrival Estimation of Multiple Targets using a Multi-Layer Perceptron. In Proceedings of the 2019 IEEE MTT-S International Conference on Microwaves for Intelligent Mobility (ICMIM) (pp. 1-4). Detroit, MI, US.

MLA:

Fuchs, Jonas, Robert Weigel, and Markus Gardill. "Single-Snapshot Direction-of-Arrival Estimation of Multiple Targets using a Multi-Layer Perceptron." Proceedings of the 2019 IEEE MTT-S International Conference on Microwaves for Intelligent Mobility (ICMIM), Detroit, MI 2019. 1-4.

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