Abstract
In this work, we analyse a stochastic version of the primaldual method of multipliers (PDMM), which is a promising algorithm in the field of distributed optimisation. So far, its convergence has been proven for synchronous implementations of the algorithm [1], [2]. Simulations have shown that PDMM also converges if it is implemented asynchronously, having the advantage that there is no need for clock synchronisation between the nodes in a distributed network. Furthermore, a broadcast implementation of asynchronous PDMM can be derived, instead of the usual unicast implementation. This broadcast implementation comes with a number of benefits...
Original language | English |
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Title of host publication | 42nd WIC Symposium on Information Theory and Signal Processing in the Benelux (SITB 2022) |
Editors | Jérôme Louveaux, François Quitin |
Pages | 111 |
Number of pages | 1 |
Publication status | Published - 2022 |
Event | 42nd WIC Symposium on Information Theory and Signal Processing in the Benelux - Louvain la Neuve, Belgium Duration: 1 Jun 2022 → 2 Jun 2022 Conference number: 42 |
Conference
Conference | 42nd WIC Symposium on Information Theory and Signal Processing in the Benelux |
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Abbreviated title | SITB 2022 |
Country/Territory | Belgium |
City | Louvain la Neuve |
Period | 1/06/22 → 2/06/22 |