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System indentification and design optimization of "noisy" structural problems: Probabilistic and Deterministic Fundamentals

System identification of 'noisy' structural design optimization problems: the sources of uncertainty, the competing roles of bias and variance, and the interaction of uncertainty and deterministic effects. Two test problems are used to clarify the effect of different approaches.