Parallel and Distributed Computational Intelligence (Studies by Francisco Fernández Vega, Erick Cantú-Paz

By Francisco Fernández Vega, Erick Cantú-Paz

Offering an international picture of parallel and allotted computational intelligence this day, this quantity covers ongoing matters in addition to fresh exploratory paintings. themes mentioned contain GPUs, Clusters, Grids, volunteer computing, p2p networks and more.

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17–23. Morgan Kaufmann, San Francisco (1995) 10. 1. IlliGAL Report No. 2006013, University of Illinois at Urbana-Champaign, Urbana, IL (2006) 11. : MapReduce: Simplified Data Processing on Large Clusters. In: OSDI 2004: Sixth Symposium on Operating System Design and Implementation (2004) 12. : Mapreduce for data intensive scientific analyses. In: ESCIENCE 2008: Proceedings of the 2008 Fourth IEEE International Conference on eScience, pp. 277–284. 59 13. : Designing and Building Parallel Programs: Concepts and Tools for Parallel Software Engineering.

From that point, the rest of the chapter focuses on the properties of the EvAg model under the different issues of P2P EAs. In Section 5, a scalability analysis of the model is presented, in Section 6 the fault tolerance is assessed under different churn scenarios and in Section 7, the proposed P2P EA is applied to DOP. Finally, Section 8 extends the content of the chapter by exposing some conclusions and future challenges. g. Grefenstette in [12]); nowadays, parallel EAs are approached mainly using three models: master-slave, islands and fine grained spatially structured EAs.

The model uses the gossiping protocol newscast [14] as population structure. Newscast was proposed within the DREAM project [4], one of the pioneers in distributed P2P EAs. Although, the island-based parallelization of DREAM was shown in [21] to be insufficient for tackling large-scale decentralized scenarios. On the other hand, protocols such as newscast have been designed taking into account both EAs and P2P architecture: as a gossiping protocol, newscast is scalable and robust [30]. There are evidences that such properties extend to P2P EAs using newscast as population structure.

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