Self-Organizing Multiagent Negotiations – Cooperation and Competition of Concurrently Acting Agents with Limited Knowledge

Autor/en:
Dr.-Ing. Jan Ole Berndt
Umfang:
344
EAN/ISBN:
978-3-89838-731-6
Erscheinungsdatum:
Freitag, 30. März 2018
Ausgabe:
Softcover
Buchreihe:
Dissertations in Artificial Intelligence
Kategorien:
Buch
Künstliche Intelligenz
Allgemeine Computer- und Kommunikationswissenschaft
Dissertationen zur Künstlichen Intelligenz
Englisch
Dissertations in Artificial Intelligence
Logistik
Multiagentsysteme
Koordinierungsmechanismen
Industrie 4.0
Verteiltes Lernen
Cyber-physisches System
Verfügbarkeit: lieferbar
Preis:
inkl. 7% MWSt
60,00 €

Multiagent systems serve as an enabling technique for modern manufacturing and logistics applications; e.g., in “Industry 4.0”. However, these settings require agents to coordinate their actions in a complex environment. This gives rise to the following questions: How can autonomous agents coordinate their distributed activities a) with incomplete knowledge and limited perception of their environment? b) in mixed settings with cooperating as well as competing entities? c) in the presence of concurrently acting other agents?To answer these questions, Jan Ole Berndt presents a novel approach to multiagent coordination in Distributed Artificial Intelligence. Inspired by Niklas Luhmann’s theory of social systems, he investigates social order generation in concurrent negotiation processes.This book provides an interdisciplinary foundation of coordination and connects sociological concepts with reinforcement learning techniques. It includes a comprehensive formalization of Self-Organizing Multiagent Negotiations as well as a formal analysis of their algorithmic properties. In addition, the author evaluates that method in a simulation and demonstrates its practical application to a real-world logistics coordination problem.