响应耦合正向/反向线性系统的 nth 阶特征积分灵敏度分析方法:II.范例能源系统的示例应用

IF 2.6 4区 工程技术 Q3 ENERGY & FUELS Frontiers in Energy Research Pub Date : 2024-09-05 DOI:10.3389/fenrg.2024.1421519
Dan Gabriel Cacuci
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引用次数: 0

摘要

这项工作介绍了新开发的 "响应耦合正向/副线性系统 nth 阶特征副灵敏度分析方法"(缩写为 "nth-FASAM-L")的代表性应用,该方法能够最高效地计算通用系统响应的任意高阶(nth 阶)灵敏度的精确数学表达式,这些灵敏度与各自正向/副系统的所有基础参数(包括边界和初始条件)相关。nth-FASAM-L 的开发是为了处理同时取决于正向和负向状态函数的线性系统响应。此类系统不能被视为非线性系统的特殊情况,本研究通过分析混合物料中中子 "贡献通量 "能量分布的可分析求解模型来说明这一点。nth-FASAM-L 无与伦比的效率和准确性源于最大限度地减少了用于确定任意高阶敏感性精确表达式的邻接计算(即 "大规模 "计算)的次数,因为应用 nth-FASAM-N 时大规模计算的次数与模型特征的数量成正比,而不是与模型参数的数量成正比(模型参数的数量远远多于特征的数量)。因此,计算灵敏度的阶数越高,nth-FASAM-N 与其他方法相比就越有效。此外,如本研究所示,与其他方法相比,使用 nth-FASAM-L 时,遇到等效消失敏感度的概率要高得多。
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nth-order feature adjoint sensitivity analysis methodology for response-coupled forward/adjoint linear systems: II. Illustrative application to a paradigm energy system
This work presents a representative application of the newly developed “nth-order feature adjoint sensitivity analysis methodology for response-coupled forward/adjoint linear systems” (abbreviated as “nth-FASAM-L”), which enables the most efficient computation of exactly obtained mathematical expressions of arbitrarily high-order (nth-order) sensitivities of a generic system response with respect to all of the parameters (including boundary and initial conditions) underlying the respective forward/adjoint systems. The nth-FASAM-L has been developed to treat responses of linear systems that simultaneously depend on both the forward and adjoint state functions. Such systems cannot be considered particular cases of nonlinear systems, as illustrated in this work by analyzing an analytically solvable model of the energy distribution of the “contributon flux” of neutrons in a mixture of materials. The unparalleled efficiency and accuracy of the nth-FASAM-L stem from the maximal reduction in the number of adjoint computations (which are “large-scale” computations) for determining the exact expressions of arbitrarily high-order sensitivities since the number of large-scale computations when applying the nth-FASAM-N is proportional to the number of model features as opposed to the number of model parameters (which are considerably more than the number of features). Hence, the higher the order of computed sensitivities, the more efficient the nth-FASAM-N becomes compared to any other methodology. Furthermore, as illustrated in this work, the probability of encountering identically vanishing sensitivities is much higher when using the nth-FASAM-L than other methods.
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来源期刊
Frontiers in Energy Research
Frontiers in Energy Research Economics, Econometrics and Finance-Economics and Econometrics
CiteScore
3.90
自引率
11.80%
发文量
1727
审稿时长
12 weeks
期刊介绍: Frontiers in Energy Research makes use of the unique Frontiers platform for open-access publishing and research networking for scientists, which provides an equal opportunity to seek, share and create knowledge. The mission of Frontiers is to place publishing back in the hands of working scientists and to promote an interactive, fair, and efficient review process. Articles are peer-reviewed according to the Frontiers review guidelines, which evaluate manuscripts on objective editorial criteria
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