The Effects of Variation on Solving a Combinatorial Optimization Problem in Collaborative Multi-Agent Systems

作者: Christian Hinrichs , Michael Sonnenschein

DOI: 10.1007/978-3-319-11584-9_12

关键词:

摘要: In collaborative multi-agent systems, the participating agents have to join forces in order solve a common goal. The necessary coordination is often realized by message exchange. While this might work perfectly simulated environments, implementation of such systems field application usually reveals some challenging properties: arbitrary communication networks, delays due specific technologies, or differing processing speeds agents. contribution we interpret these properties as sources variation, and analyze four different heuristics with respect aspects. regard, distinguish synchronous from asynchronous approaches, draw conclusions for either type. Our motivated use case scheduling distributed energy resources within self-organized virtual power plants.

参考文章(28)
Christian Hinrichs, Sebastian Lehnhoff, Michael Sonnenschein, A Decentralized Heuristic for Multiple-Choice Combinatorial Optimization Problems A Quarterly Journal of Operations Research. pp. 297- 302 ,(2014) , 10.1007/978-3-319-00795-3_43
Stanley H Horowitz, Arun G Phadke, Charles F Henville, Power System Relaying ,(1992)
Li Guo, Dave Robertson, Yun-Heh Chen-Burger, Enacting the Distributed Business Workflows Using BPEL4WS on the Multi-agent Platform Multiagent System Technologies. pp. 35- 46 ,(2005) , 10.1007/11550648_4
Martin Tröschel, Hans-Jürgen Appelrath, Towards reactive scheduling for large-scale virtual power plants multiagent system technologies. pp. 141- 152 ,(2009) , 10.1007/978-3-642-04143-3_13
Onn Shehory, Sarit Kraus, Methods for task allocation via agent coalition formation Artificial Intelligence. ,vol. 101, pp. 165- 200 ,(1998) , 10.1016/S0004-3702(98)00045-9
J. K. Kok, C. J. Warmer, I. G. Kamphuis, PowerMatcher Proceedings of the fourth international joint conference on Autonomous agents and multiagent systems - AAMAS '05. pp. 75- 82 ,(2005) , 10.1145/1082473.1082807
Layla AlAbdulkarim, Zofia Lukszo, Integrating information security requirements in critical infrastructures: smart metering case International Journal of Critical Infrastructures. ,vol. 6, pp. 187- 209 ,(2010) , 10.1504/IJCIS.2010.031074
Evangelos Pournaras, Martijn Warnier, Frances M.T. Brazier, Local agent-based self-stabilisation in global resource utilisation International Journal of Autonomic Computing. ,vol. 1, pp. 350- 373 ,(2010) , 10.1504/IJAC.2010.037512
Gerrit Anders, Christian Hinrichs, Florian Siefert, Pascal Behrmann, Wolfgang Reif, Michael Sonnenschein, On the Influence of Inter-Agent Variation on Multi-Agent Algorithms Solving a Dynamic Task Allocation Problem under Uncertainty 2012 IEEE Sixth International Conference on Self-Adaptive and Self-Organizing Systems. pp. 29- 38 ,(2012) , 10.1109/SASO.2012.16