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Machine Learning for Communications
Contact:
Dirk Wübben
Involved Staff
E. Beck
S. Gracla
S. Hassanpour
M. Hummert
T. Monsees
D. Wübben
L. Zhu
Description
Projects
Human-integrated Swarm Exploration (HiSE)
Open 6G Hub
Radio Communication with Artificial Intelligence (FunKI)
Artificial Intelligence for Mobile Systems (AIMS)
TACNET 4.0
Publications
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2022
Globally Optimal Spectrum- and Energy-Efficient Beamforming for Rate Splitting Multiple Access
BibT
E
X
B. Matthiesen
, Y. Mao,
A. Dekorsy
,
P. Popovski
, B. Clerckx
Transactions on Signal Processing
,
Vol. 70,
October 2022
,
DOI
Minimum-Integer Computation Finite Alphabet Message Passing Decoder: From Theory to Decoder Implementations towards 1 Tb/s
BibT
E
X
T. Monsees
,
O. Griebel
,
M. Herrmann
,
D. Wübben
,
A. Dekorsy
,
N. Wehn
MDPI,
Entropy
,
Vol. 24, No. 10, pp. 19,
October 2022
,
DOI
On the Importance of Exploration for Real Life Learned Algorithms
BibT
E
X
S. Gracla
,
C. Bockelmann
,
A. Dekorsy
IEEE,
23rd IEEE International Workshop on Signal Processing Advances in Wireless Communications
,
Oulu, Finland,
28. - 30. July 2022
,
DOI
Finite-Alphabet Message Passing using only Integer Operations for Highly Parallel LDPC Decoders
BibT
E
X
T. Monsees
,
D. Wübben
,
A. Dekorsy
,
O. Griebel
,
M. Herrmann
,
N. Wehn
23rd IEEE International Workshop on Signal Processing Advances in Wireless Communications (SPAWC 2022)
,
Oulu, Finland,
4. - 6. June 2022
,
DOI
Lesson Learnt and Future of AI Applied to Manufacturing
BibT
E
X
V. Frascolla,
M. Hummert
,
T. Monsees
,
D. Wübben
,
A. Dekorsy
, N. Michailow, V. Döricht, C. Niedermeier, J. Kaiser, A. Bröring, M. Villnow, D. Wessel, F. Geiser, M. Wissel, A. Viseras, B. Han, B. Richerzhagen, H.D. Schotten, D. Calandra, F. Lamberti
River Publishers
,
Intelligent Edge-Embedded Technologies for Digitising Industry
,
1. June 2022
, ISBN 9788770226110
Learning Resource Scheduling with High Priority Users using Deep Deterministic Policy Gradients
BibT
E
X
S. Gracla
,
E. Beck
,
C. Bockelmann
,
A. Dekorsy
IEEE,
IEEE International Conference on Communications
,
Seoul/Online, Southkorea,
16. - 20. May 2022
,
DOI
Deep Reinforcement Model Selection for Communications Resource Allocation in On-Site Medical Care
BibT
E
X
S. Gracla
,
E. Beck
,
C. Bockelmann
,
A. Dekorsy
IEEE,
IEEE Wireless Communications and Networking Conference
,
Austin/Online, USA,
13. - 16. April 2022
,
DOI
Beamspace MIMO for Satellite Swarms
BibT
E
X
M. Röper
,
B. Matthiesen
,
D. Wübben
,
P. Popovski
,
A. Dekorsy
2022 IEEE Wireless Communications and Networking Conference (WCNC 2022)
,
Austin, TX, USA, USA,
10. - 13. April 2022
,
DOI
2021
CMDNet: Learning a Probabilistic Relaxation of Discrete Variables for Soft Detection with Low Complexity
BibT
E
X
E. Beck
,
C. Bockelmann
,
A. Dekorsy
IEEE
,
IEEE Transactions on Communications
,
Vol. 69, No. 12, pp. 8214-8227,
December 2021
,
DOI
Relative Entropy based Message Combining for Exploiting Diversity in Information Optimized Processing
BibT
E
X
T. Monsees
,
D. Wübben
,
A. Dekorsy
25th International ITG Workshop on Smart Antennas (WSA 2021)
,
EURECOM, France,
10. - 12. November 2021
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Last change on 20.05.2022 by
D. Wübben
© Department of Communications Engineering -
University of Bremen
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