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Oliveira1,2 Universidade Nova de Lisboa1 / CRI-UNINOVA2 Campus FCT/UNL, 2829 – 517 Monte da Caparica – PORTUGAL 2nd International Conference on Engineering Optimization September 6 - 9, 2010, Lisbon, Portugal 1 Multi-Fidelity High-Lift Aerodynamic Optimization of Single-Element Airfoils Slawomir Koziel 1 and Leifur Leifsson1 1 Engineering Optimization & Modeling Center, School of Science and Engineering, Reykjavik University, Menntavegur 1, 101 Reykjavik, Iceland, [email protected], [email protected] 14 CNN-based forecasting engine is equipped with a new training mechanism for optimizing the weights of the CNN. This 15 training mechanism is based on an efficient stochastic search method, which is a modified version of chemical reaction 16 optimization algorithm, giving high learning ability to the CNN. Optimization and Artiﬁcial Intelligence for Smart ... describing the situation, as shown in Figure 2. 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