The First-Order Comprehensive Sensitivity Analysis Methodology (1st-CASAM) for Scalar-Valued Responses: I. Theory

• 作者: Dan Gabriel Cacuci
• 来源期刊: 美国计算数学期刊(英文)
• 学科: 数学
• 关键词: Adjoint Sensitivity Analysis (1st-CASAM) Response Sensitivities for Coupled Nonlinear Systems Imprecisely Known Interfaces Imprecisely Known Parameters Imprecisely Known Boundaries
• 年，卷（期）: 2020,（2）
• 页码范围: 275-289
• 页数: 15页
• 分类号: O17

摘要

This work presents the first-order comprehensive adjoint sensitivity analysis methodology (1st-CASAM) for computing efficiently, exactly, and exhaustively, the first-order sensitivities of scalar-valued responses (results of interest) of coupled nonlinear physical systems characterized by imprecisely known model parameters, boundaries and interfaces between the coupled systems. The 1st-CASAM highlights the conclusion that response sensitivities to the imprecisely known domain boundaries and interfaces can arise both from the definition of the system’s response as well as from the equations, interfaces and boundary conditions defining the model and its imprecisely known domain. By enabling, in premiere, the exact computations of sensitivities to interface and boundary parameters and conditions, the 1st-CASAM enables the quantification of the effects of manufacturing tolerances on the responses of physical and engineering systems. Ongoing research will generalize the methodology presented in this work, aiming at computing exactly and efficiently higher-order response sensitivities for coupled systems involving imprecisely known interfaces, parameters, and boundaries.