用于解决非线性方程的代算法的方法,在断层吸收光谱学中的应用.
Francisco J Aragón-Artacho1, Weiwei Cai2, Yair Censor3
1Department of Mathematics, University of Alicante, Alicante, Spain.
ArXiv
|May 27, 2024
概括
本研究介绍了一种新的无导数算法,用于解决复杂的非线性方程,特别是用于断层吸收光谱. 该方法避免了导数计算,并增强了对具有挑战性的反向问题的趋同.
科学领域:
- 数字分析 数字分析
- 应用数学 应用数学 应用数学
- 频谱学是一种光谱学.
背景情况:
- 在许多科学领域中,解决非线性方程系统至关重要.
- 断层吸收光谱呈现了一个高度非线性问题与合变量.
- 标准方法通常需要衍生信息,这可能很难获得.
研究的目的:
- 为解决非线性方程系统提出一种无导数算法.
- 为应对在断层吸收光谱学的挑战,标准固定点配方是不可行的.
- 开发一种代方法,规避对趋同条件验证的需要.
主要方法:
- 提出了一个"交替的共同固定点算法"来处理不同维空间之间的运算符.
- 这个问题转化为一个常见的固定点问题.
- 使用优化方法开发和增强了一个无衍生算法.
主要成果:
- 拟议的算法有效地解决非线性方程系统,而无需计算函数导数.
- 实验结果证明了无衍生品和优化增强方法的可行性和改进.
- 该方法为基于衍生品的优化技术提供了切实可行的替代方案.
结论:
- 提出的无衍生品方法为基于衍生品或优化方法提供了可行的替代方案.
- 实验结果证明了对断层吸收光谱的拟议算法的有效性.
- 这项工作推进了复杂,高维的非线性问题的数值方法.
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