Dominik Reinhard

Dr.-Ing. Dominik Reinhard

Member of the Signal Processing Group at the Institute of Telecommunications, TU Darmstadt

Merckstraße 25
64283 Darmstadt

Office: S3|06 251

+49 6151 16-21347
+49 6151 16-21342


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Office Hours: Thursday, 14-17h

Dominik received his B.Sc. and M.Sc. degrees in Electrical Engineering and Information Technology from Technische Universität Darmstadt in October 2012 and April 2016 respectively. Since Mai 2016 he is a member of the Signal Processing Group. In August 2021 he received his doctoral degree and has since been working as a Postdoctoral Research Fellow.

Research

The focus of Dominik's research is on sequential analysis and joint detection and estimation. In sequential analysis one aims at performing statistical inference with a minimum average number of samples with guaranteed performance quality in terms of pre-defined statistical measures. Joint detection and estimation, on the other hand, deals with performing hypothesis testing and parameter estimation in a coupled manner as it naturally occurs in various applications. In radar, for example, one wishes to detect the presence of a target and in case a target is present to estimate its location or velocity. The core of Dominik's work is to develop procedures that solve the problem of joint detection and estimation in a sequential setup. Due to the reduced sample size, these procedures are faster than non-sequential methods. In addition, they provide error control on both, estimation accuracy and detection performance.

Current Student Projects

   

Completed Student Projects

  Sequential Detection ATISSP seminar 07/2017
  Sequential Analysis: Theory
and Application
Proseminar 06/2019
  Sequential Detection for
Radar-based Gait Analysis
Projectseminar 06/2020

Teaching

Digital Signal Processing (2021/22)

Digital Signal Processing (2018/19)

Digital Signal Processing (2017/18)

Advanced Topics in Statistical Signal Processing (2017)

Digital Signal Processing (2016/2017)

Publications

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Group by: Date | Item type | No grouping
Jump to: 2021 | 2020 | 2019 | 2018 | 2016
Number of items: 11.

2021

Reinhard, D. ; Fauß, M. ; Zoubir, A. M. (2021):
An Asymptotically Pointwise Optimal Procedure for Sequential Joint Detection and Estimation.
In: 2021 IEEE International Conference on Acoustics, Speech, and Signal Processing : Proceedings, S. 5020-5024,
IEEE, 46th International Conference on Acoustics, Speech and Signal Processing (ICASSP), virtual Conference, 06.-11.06.2021, ISBN 978-1-7281-7605-5,
DOI: 10.1109/ICASSP39728.2021.9414365,
[Conference item]

Reinhard, D. ; Zoubir, A. M. (2021):
Distributed Sequential Joint Detection and Estimation for non-Gaussian Noise.
In: 28th European Signal Processing Conference (EUSIPCO 2020) : Proceedings,
IEEE, 28th European Signal Processing Conference, virtual Conference, 18.-21.01.2021, ISBN 978-9-0827-9705-3,
DOI: 10.23919/Eusipco47968.2020.9287815,
[Conference item]

Reinhard, Dominik (2021):
Sequential Joint Detection and Estimation: Optimal Procedures and Asymptotic Results. (Verlagsversion)
Darmstadt, Technische Universität,
DOI: 10.26083/tuprints-00019741,
[PhD thesis]

Reinhard, D. ; Fauß, M. ; Zoubir, A. M. (2021):
Asymptotically Optimal Procedures for Sequential Joint Detection and Estimation.
In: IEEE Transactions on Signal Processing, (submitted), IEEE, ISSN 0096-3518,
[Article]

Reinhard, D. ; Fauß, M. ; Zoubir, A. M. (2021):
Bayesian Sequential Joint Detection and Estimation Under Multiple Hypotheses.
In: Sequential Analysis, (submitted), Taylor&Francis, ISSN 0747-4946,
[Article]

2020

Reinhard, D. ; Fauß, M. ; Zoubir, A. M. (2020):
Sequential Joint Detection and Estimation with an Application to Joint Symbol Decoding and Noise Power Estimation.
S. 5370-5374, IEEE, 45th International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Barcelona, Spain, May 4-8, 2020, ISBN 978-1-5090-6632-2,
DOI: 10.1109/ICASSP40776.2020.9053877,
[Conference item]

Reinhard, D. ; Fauß, M. ; Zoubir, A. M. (2020):
Distributed Joint Detection and Estimation: A Sequential Approach.
54th Annual Conference on Information Sciences and Systems (CISS 2020), Princeton, USA, 18.3.-20.3.2020, [Conference item]

2019

Seifert, A.-K. ; Reinhard, D. ; Zoubir, A. M. ; Amin, M. G. (2019):
A Robust and Sequential Approach for Detecting Gait Asymmetry Based on Radar Micro-Doppler Signatures.
27th European Signal Processing Conference (EUSIPCO), A Coruña, Spain, September 2 to 6, 2019, [Conference item]

Reinhard, D. ; Fauß, M. ; Zoubir, A. M. (2019):
Bayesian Sequential Joint Signal Detection and Signal-to-Noise Ratio Estimation.
27th European Signal Processing Conference (EUSIPCO), A Coruña, Spain, September 2 to 6, 2019, [Conference item]

2018

Reinhard, D. ; Fauß, M. ; Zoubir, A. M. (2018):
Bayesian Sequential Joint Detection and Estimation.
In: Sequential Analysis, 37 (4), S. 530-570. Taylor&Francis, ISSN 0747-4946,
DOI: 10.1080/07474946.2018.1554899,
[Article]

2016

Reinhard, D. ; Fauß, M. ; Zoubir, A. M. (2016):
An Approach to Joint Sequential Detection and Estimation with Distributional Uncertainties.
Budapest, Hungary, 24th European Signal Processing Conference (EUSIPCO), [Conference item]

This list was generated on Mon Jan 17 19:54:07 2022 CET.