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Titlebook: Differential Equations and Data Analysis; Aleksei Beltukov Textbook 2025 The Editor(s) (if applicable) and The Author(s), under exclusive

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樓主: Auditory-Nerve
11#
發(fā)表于 2025-3-23 13:18:53 | 只看該作者
Fourier and Laplace Transforms, modeling. We give examples of computation for a circuit and a mass-spring system. We also show how to solve the heat equation on a line using the Fourier transform. Finally, we pay homage to Laplace transform which is closely related to Fourier transform and is very popular in engineering.
12#
發(fā)表于 2025-3-23 16:51:29 | 只看該作者
13#
發(fā)表于 2025-3-23 22:00:29 | 只看該作者
14#
發(fā)表于 2025-3-23 23:15:58 | 只看該作者
,Estimation of?Parameters,ralized to multiple dimensions. When the data has outliers, the 2-norm in NLS may be replaced with the more robust 1-norm. However, the use of 1-norm makes the objective function non-differentiable which rules out Newton’s method and calls for general optimization algorithms, such as the simplex method.
15#
發(fā)表于 2025-3-24 05:13:23 | 只看該作者
16#
發(fā)表于 2025-3-24 09:42:56 | 只看該作者
1938-1743 upplement for a first course in differential equations whose prerequisites include proficiency in multivariate calculus and MATLAB literacy..978-3-031-62259-5978-3-031-62257-1Series ISSN 1938-1743 Series E-ISSN 1938-1751
17#
發(fā)表于 2025-3-24 11:28:27 | 只看該作者
18#
發(fā)表于 2025-3-24 15:30:17 | 只看該作者
Schaltungen mit mehreren Aktuatorenent explanation of vector fields and linear transformations involves many auxiliary linear algebra concepts that will be important later: linear independence, span, basis, null space, and range, to name a few. We also present matrices as representations of linear transformation which, among other th
19#
發(fā)表于 2025-3-24 23:02:45 | 只看該作者
,Example of?Modeling Population Dynamics,and the logistic equation. We show how these ODE are derived, solved, and used to model census data. Along the way we introduce ODE terminology, a simple calculus technique for solving certain first order ODE called separation of variables, and two kinds of exponential regression.
20#
發(fā)表于 2025-3-25 01:33:41 | 只看該作者
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