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Agentenbasierte Schwarmintelligenz

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Brand
Springer Nature
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N/A
Part Number
0
GTIN
9783658022914
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New
Product Description

Das autonome Verteilen von inhrenten Systemen ist eine komplexe, nicht immer funktionierende Aufgabe. Naturinspirierte Optimierungsmethoden wie die Partikel Schwarm Optimierung (PSO) sind nur bedingt verteilt parallel berechenbar. Tjorben Bogon entwickelt eine signifikante Verbesserung der PSO, welche auf einer Analyse der autonomen Anpassungs- und Verbesserungsmglichkeiten von Metaheuristiken basiert. Der Fokus liegt dabei auf der autonomen dynamischen Steuerung und Integration von Zusatzwissen in den aktuellen Optimierungsverlauf. Der Autor untersucht, wie zum einen neues Wissen aus dem Optimierungsverlauf generiert werden kann und zum anderen, wie dieses Wissen verbreitet und in andere Optimierungen eingebunden werden kann. Er analysiert diese Aufgaben unter der Prmisse einer Anbindung eines Agentensystems und zeigt, wie die Optimierung effizienter ausgefhrt und wie sie parallel kooperativ durchgefhrt werden kann.

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