Bootstrapping Skynet: Calibration and Autonomic Self-Control of Structured Peer-to-Peer Networks

K. Graffi, T. Klerx, in: Proceedings of the International Conference on Peer-to-Peer Computing (P2P’13), 2013, pp. 1–5.

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Peer-to-peer systems scale to millions of nodes and provide routing and storage functions with best effort quality. In order to provide a guaranteed quality of the overlay functions, even under strong dynamics in the network with regard to peer capacities, online participation and usage patterns, we propose to calibrate the peer-to-peer overlay and to autonomously learn which qualities can be reached. For that, we simulate the peer-to-peer overlay systematically under a wide range of parameter configurations and use neural networks to learn the effects of the configurations on the quality metrics. Thus, by choosing a specific quality setting by the overlay operator, the network can tune itself to the learned parameter configurations that lead to the desired quality. Evaluation shows that the presented self-calibration succeeds in learning the configuration-quality interdependencies and that peer-to-peer systems can learn and adapt their behavior according to desired quality goals.
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Proceedings of the International Conference on Peer-to-Peer Computing (P2P'13)
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1-5
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Graffi K, Klerx T. Bootstrapping Skynet: Calibration and Autonomic Self-Control of Structured Peer-to-Peer Networks. In: Proceedings of the International Conference on Peer-to-Peer Computing (P2P’13). ; 2013:1-5. doi:10.1109/P2P.2013.6688720
Graffi, K., & Klerx, T. (2013). Bootstrapping Skynet: Calibration and Autonomic Self-Control of Structured Peer-to-Peer Networks. In Proceedings of the International Conference on Peer-to-Peer Computing (P2P’13) (pp. 1–5). https://doi.org/10.1109/P2P.2013.6688720
@inproceedings{Graffi_Klerx_2013, title={Bootstrapping Skynet: Calibration and Autonomic Self-Control of Structured Peer-to-Peer Networks}, DOI={10.1109/P2P.2013.6688720}, booktitle={Proceedings of the International Conference on Peer-to-Peer Computing (P2P’13)}, author={Graffi, Kalman and Klerx, Timo}, year={2013}, pages={1–5} }
Graffi, Kalman, and Timo Klerx. “Bootstrapping Skynet: Calibration and Autonomic Self-Control of Structured Peer-to-Peer Networks.” In Proceedings of the International Conference on Peer-to-Peer Computing (P2P’13), 1–5, 2013. https://doi.org/10.1109/P2P.2013.6688720.
K. Graffi and T. Klerx, “Bootstrapping Skynet: Calibration and Autonomic Self-Control of Structured Peer-to-Peer Networks,” in Proceedings of the International Conference on Peer-to-Peer Computing (P2P’13), 2013, pp. 1–5.
Graffi, Kalman, and Timo Klerx. “Bootstrapping Skynet: Calibration and Autonomic Self-Control of Structured Peer-to-Peer Networks.” Proceedings of the International Conference on Peer-to-Peer Computing (P2P’13), 2013, pp. 1–5, doi:10.1109/P2P.2013.6688720.
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