Workforce Distribution in Dynamic Multiagent Systems

Name: Workforce Distribution in Dynamic Multiagent Systems
Brand: Scholars' Press
SKU: 9783639712957
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Autor: Hidalgo-Perez Jose Ignacio

Jazyk:

Vazba: Brožovaná

Vydavatel: Scholars' Press

Dostupnost: Skladem u dodavatele

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This work describes a novel approach to the problem of workforce distribution in dynamic multi-agent...

Informace o knize

Autor

Hidalgo-Perez Jose Ignacio

Jazyk

Angličtina

Vazba

Kniha - Brožovaná

Vydáno

2014

Stránek

252

EAN

9783639712957

ISBN

9783639712957

Enbook ID

08909379

Vydavatel

Scholars' Press

Hmotnost

372

Rozměry

152 x 229 x 14

Kompletní popis

This work describes a novel approach to the problem of workforce distribution in dynamic multi-agent systems based on blackboard architectures, focusing especially on a real-world scenario: the multi-skill call centre. Traditionally, to address such highly-dynamic environments, diverse greedy heuristics have been applied to provide solutions in real-time. Basically, these heuristics perform a continuous re-planning on the system, taking into account its current state at all times. As decisions are greedily taken, the distribution of the workforce may be poor in the medium and/or long term. The usage of parallel memetic algorithms, which are more sophisticated than standard ad-hoc heuristics, can lead us towards much more accurate solutions. In order to effectively apply parallel memetic algorithms to such a dynamic environment, we introduce the concept of adaptive time window. Thus, the size of the time window depends upon the level of dynamism of the system at a given time. This research proposes a set of tools to automatically determine the dynamism of the system, as well as a novel and precise prediction module based on a neural network and a powerful optimization method.

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Workforce Distribution in Dynamic Multiagent Systems

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