TY - RPRT U1 - Forschungsbericht A1 - Breiderhoff, Beate A1 - Bartz-Beielstein, Thomas A1 - Naujoks, Boris A1 - Zaefferer, Martin A1 - Fischbach, Andreas A1 - Flasch, Oliver A1 - Friese, Martina A1 - Mersmann, Olaf A1 - Stork, Jörg T1 - Simulation and Optimization of Cyclone Dust Separators N2 - Cyclone Dust Separators are devices often used to filter solid particles from flue gas. Such cyclones are supposed to filter as much solid particles from the carrying gas as possible. At the same time, they should only introduce a minimal pressure loss to the system. Hence, collection efficiency has to be maximized and pressure loss minimized. Both the collection efficiency and pressure loss are heavily influenced by the cyclones geometry. In this paper, we optimize seven geometrical parameters of an analytical cyclone model. Furthermore, noise variables are introduced to the model, representing the non-deterministic structure of the real-world problem. This is used to investigate robustness and sensitivity of solutions. Both the deterministic as well as the stochastic model are optimized with an SMS-EMOA. The SMS-EMOA is compared to a single objective optimization algorithm. For the harder, stochastic optimization problem, a surrogate-model-supported SMS-EMOA is compared against the model-free SMS-EMOA. The model supported approach yields better solutions with the same run-time budget. T3 - CIplus - 4/2013 KW - Soft Computing KW - Evolutionärer Algorithmus KW - Mehrkriterielle Optimierung KW - Entstauber KW - Simulation KW - Mehrkriterielle Optimierung KW - Surrogat-Modellierung KW - Sequentielle Parameter Optimierung KW - Zylon Enstauber KW - Multiobjective Optimization KW - Multi-Criteria Optimization KW - Surrogate Modeling KW - Sequential Parameter Optimization KW - Cyclone Dust Separator Y2 - 2013 U6 - https://nbn-resolving.org/urn:nbn:de:hbz:832-cos-470 UN - https://nbn-resolving.org/urn:nbn:de:hbz:832-cos-470 SP - 19 S1 - 19 ER -