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Application-Oriente...
Application-Oriented Finite Sample Experiment Design : A Semidefinite Relaxation Approach
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- Katselis, Dimitrios (författare)
- KTH,Reglerteknik,ACCESS Linnaeus Centre,System Identification Group
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- Rojas, Cristian R., 1980- (författare)
- KTH,Reglerteknik,ACCESS Linnaeus Centre,System Identification Group
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- Hjalmarsson, Håkan, 1962- (författare)
- KTH,Reglerteknik,ACCESS Linnaeus Centre,System Identification Group
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- Bengtsson, Mats (författare)
- KTH,Signalbehandling,ACCESS Linnaeus Centre
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(creator_code:org_t)
- International Federation of Automatic Control, 2012
- 2012
- Engelska.
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Ingår i: IFAC Proceedings Volumes (IFAC-PapersOnline) v16 nPART 1. - : International Federation of Automatic Control. - 9783902823069 ; , s. 1635-1640
- Relaterad länk:
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https://urn.kb.se/re...
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https://doi.org/10.3...
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Abstract
Ämnesord
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- In this paper, the problem of input signal design with the property that the estimated model satisfies a given performance level with a prescribed probability is studied. The aforementioned performance level is associated with a particular application. This problem is well-known to fall within the class of chance-constrained optimization problems, which are nonconvex in most cases. Convexification is attempted based on a Markov inequality, leading to semidefinite programming (SDP) relaxation formulations. As applications, we focus on the identification of multiple input multiple output (MIMO) wireless communication channel models for minimum mean square error (MMSE) channel equalization and zero-forcing (ZF) precoding.
Ämnesord
- TEKNIK OCH TEKNOLOGIER -- Elektroteknik och elektronik -- Reglerteknik (hsv//swe)
- ENGINEERING AND TECHNOLOGY -- Electrical Engineering, Electronic Engineering, Information Engineering -- Control Engineering (hsv//eng)
Nyckelord
- Constrained optimization
- Identification (control systems)
- Mathematical programming
- MIMO systems
- Sampling
Publikations- och innehållstyp
- ref (ämneskategori)
- kon (ämneskategori)
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