Journal article
Distributed constrained optimization and consensus in uncertain networks via proximal minimization
- Abstract:
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We provide a unifying framework for distributed convex optimization over time-varying networks, in the presence of constraints and uncertainty, features that are typically treated separately in the literature. We adopt a proximal minimization perspective and show that this set-up allows us to bypass the difficulties of existing algorithms while simplifying the underlying mathematical analysis. We develop an iterative algorithm and show convergence of the resulting scheme to some optimizer of ...
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- Publication status:
- Published
- Peer review status:
- Peer reviewed
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- Files:
-
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(Accepted manuscript, pdf, 2.4MB)
-
- Publisher copy:
- 10.1109/TAC.2017.2747505
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Authors
Funding
+ European Commission
More from this funder
Grant:
H2020, under the
project UnCoVerCPS, grant number 643921
Bibliographic Details
- Publisher:
- IEEE Publisher's website
- Journal:
- IEEE Transactions on Automatic Control Journal website
- Volume:
- 63
- Issue:
- 5
- Pages:
- 1372-1387
- Publication date:
- 2017-08-30
- Acceptance date:
- 2017-08-09
- DOI:
- EISSN:
-
1558-2523
- ISSN:
-
0018-9286
- Source identifiers:
-
722821
Item Description
- Keywords:
- Pubs id:
-
pubs:722821
- UUID:
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uuid:3d5614e6-d5e0-4a29-9d1a-f5824108352c
- Local pid:
- pubs:722821
- Deposit date:
- 2017-08-20
Terms of use
- Copyright holder:
- IEEE
- Copyright date:
- 2017
- Notes:
- Copyright © 2017 IEEE. This is the accepted manuscript version of the article. The final version is available online from IEEE at: https://doi.org/10.1109/TAC.2017.2747505
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