Enhancing DisCSP-Netlogo from Simulation to Real-execution of Agents in Distributed Constraints
Autor: | Viorel Negru, Ionel Muscalagiu, Popa Horia Emil |
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Rok vydání: | 2014 |
Předmět: |
asynchronous search techniques
Computer science NetLogo Distributed computing Simulation modeling 02 engineering and technology Mode (computer interface) Distributed algorithm Asynchronous communication 020204 information systems Computer cluster Distributed Constraint programming 0202 electrical engineering electronic engineering information engineering Constraint programming General Earth and Planetary Sciences 020201 artificial intelligence & image processing distributed modeling computer General Environmental Science computer.programming_language |
Zdroj: | KES |
ISSN: | 1877-0509 |
DOI: | 10.1016/j.procs.2014.08.106 |
Popis: | The use of agent-based simulation models in NetLogo for research is growing rapidly in a number of fields of science and en- gineering, including in computer science, for example for analyzing the performances of asynchronous search techniques based on distributed constraints. Distributed Constraint programming (DisCSP/DCOP) is a programming approach used to describe and solve large classes of problems such as searching, combinatorial and planning problems. The purpose of this paper is to present an open-source and complete solution in NetLogo that allows modeling, simulation and evaluation of the distributed constraints using single computer or clusters, simulation or real execution. Our tool allows the use of various search techniques and also the evaluation and analysis of the performance of the asynchronous search techniques in two manners: simulation mode and real exe- cution. We also explain our methodology for running the NetLogo models in a cluster computing environment (simulation mode) or on a network of computers (simulation real execution). This tool is aimed to allow the evaluation of distributed algorithms in conditions as similar as possible to the real situations. |
Databáze: | OpenAIRE |
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