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dc.contributor.author
Balatsoukas-Stimming, Alexios
dc.contributor.author
Studer, Christoph
dc.date.accessioned
2021-01-08T07:11:39Z
dc.date.available
2021-01-07T16:20:07Z
dc.date.available
2021-01-08T07:11:39Z
dc.date.issued
2020-07
dc.identifier.isbn
978-1-7281-1927-4
en_US
dc.identifier.isbn
978-1-7281-1926-7
en_US
dc.identifier.isbn
978-1-7281-1928-1
en_US
dc.identifier.other
10.1109/SiPS47522.2019.9020494
en_US
dc.identifier.uri
http://hdl.handle.net/20.500.11850/460346
dc.identifier.doi
10.3929/ethz-b-000460346
dc.description.abstract
Deep unfolding is a method of growing popularity that fuses iterative optimization algorithms with tools from neural networks to efficiently solve a range of tasks in machine learning, signal and image processing, and communication systems. This survey summarizes the principle of deep unfolding and discusses its recent use for communication systems with focus on detection and precoding in multi-antenna (MIMO) wireless systems and belief propagation decoding of error-correcting codes. To showcase the efficacy and generality of deep unfolding, we describe a range of other tasks relevant to communication systems that can be solved using this emerging paradigm. We conclude the survey by outlining a list of open research problems and future research directions.
en_US
dc.format
application/pdf
en_US
dc.language.iso
en
en_US
dc.publisher
Curran
en_US
dc.rights.uri
http://rightsstatements.org/page/InC-NC/1.0/
dc.title
Deep Unfolding for Communications Systems: A Survey and Some New Directions
en_US
dc.type
Conference Paper
dc.rights.license
In Copyright - Non-Commercial Use Permitted
dc.date.published
2020-03-05
ethz.book.title
2019 IEEE International Workshop on Signal Processing Systems (SiPS)
en_US
ethz.pages.start
266
en_US
ethz.pages.end
271
en_US
ethz.size
6 p. accepted version
en_US
ethz.version.deposit
acceptedVersion
en_US
ethz.event
IEEE International Workshop on Signal Processing Systems (SiPS 2019)
en_US
ethz.event.location
Nanjing, China
en_US
ethz.event.date
October 20-23, 2019
en_US
ethz.publication.place
Redhook, NJ
en_US
ethz.publication.status
published
en_US
ethz.leitzahl
ETH Zürich::00002 - ETH Zürich::00012 - Lehre und Forschung::00007 - Departemente::02140 - Dep. Inf.technologie und Elektrotechnik / Dep. of Inform.Technol. Electrical Eng.::02636 - Institut für Integrierte Systeme / Integrated Systems Laboratory::09695 - Studer, Christoph / Studer, Christoph
en_US
ethz.leitzahl.certified
ETH Zürich::00002 - ETH Zürich::00012 - Lehre und Forschung::00007 - Departemente::02140 - Dep. Inf.technologie und Elektrotechnik / Dep. of Inform.Technol. Electrical Eng.::02636 - Institut für Integrierte Systeme / Integrated Systems Laboratory::09695 - Studer, Christoph / Studer, Christoph
en_US
ethz.date.deposited
2021-01-07T16:20:16Z
ethz.source
FORM
ethz.eth
no
en_US
ethz.availability
Open access
en_US
ethz.rosetta.installDate
2021-01-08T07:11:51Z
ethz.rosetta.lastUpdated
2022-03-29T04:43:46Z
ethz.rosetta.versionExported
true
ethz.COinS
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