Distributed Optimization Based on a Multiagent System in the Presence of Communication Delays
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...As a fundamental problem of cooperative control of MASs, consensus has attracted an interest of researchers due to their widespread applications in various areas, such as attitude alignment of satellites [3], formation of multiple robots [4]–[6], estimation over sensor networks [7]–[11], power management in power networks [12]–[14], distributed optimization [15]–[17], and so on....
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...Another promising direction would be combining a neurodynamic strategy [45], [46] or taking time-delay into account [47] when using the fixed-time consensus approach to achieve distributed optimization....
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References
17,433 citations
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...The parameter vector to be estimated is θ = [1, 2, 3]T....
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11,658 citations
"Distributed Optimization Based on a..." refers background in this paper
...Lemma 1 [33]: Let L ∈ Rn×n be the Laplace matrix of weighted directed graph G, the following properties hold....
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...be found about multiagent systems in the presence of time delays (see [33]–[35]), where the impact of time delays on consensusability is extensively investigated....
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9,715 citations
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...Consensus is a popular research topic on multiagent systems (see [28]–[32] and references therein)....
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6,259 citations
"Distributed Optimization Based on a..." refers background in this paper
...In this section, some basic definitions and concepts on convex functions [36] and algebraic graph theory [37] are briefly introduced....
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3,238 citations
"Distributed Optimization Based on a..." refers methods in this paper
...In [7], a discrete-time model using the local subgradient and convex mixture of local information with time-varying communication topology is presented for...
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