Practical Implementation Issues of Lagrangian Based Distributed Optimization Algorithms

In this article, we illustrate practical issues arising in the development of efficient implementation of distributed algorithms that solve a general (concave) constrained maximization problem. Such optimizations arise in many situations. One typical example is those of resource allocation in comput...

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Vydané v:2010 12th International Symposium on Symbolic and Numeric Algorithms for Scientific Computing s. 331 - 334
Hlavní autori: Bertin, Rémi, Coucheney, P, Legrand, A, Touati, C
Médium: Konferenčný príspevok..
Jazyk:English
Vydavateľské údaje: IEEE 01.09.2010
Predmet:
Algorithm design and analysis
Convergence
distributed optimization
Equations
Mathematical model
Optimization
Resource management
Throughput
ISBN:1424498163, 9781424498161
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Shrnutí:In this article, we illustrate practical issues arising in the development of efficient implementation of distributed algorithms that solve a general (concave) constrained maximization problem. Such optimizations arise in many situations. One typical example is those of resource allocation in computer networks, where the system aims at maximizing some global function of the users individual throughput subject to link capacity constraints.
ISBN:1424498163
9781424498161
DOI:10.1109/SYNASC.2010.80