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系数的欧拉-傅里叶公式

1822
  • Leonhard Euler
  • Jean-Baptiste Joseph Fourier
Mathematician calculating Fourier coefficients in a vintage study room.

(图片仅供参考)

系数 傅里叶级数 of a function [latex]s(x)[/latex] with period [latex]P[/latex] are calculated using integral formulas. The DC component is [latex]a_0 = \frac{2}{P} \int_{P} s(x) , dx[/latex]. The cosine coefficients are [latex]a_n = \frac{2}{P} int_{P} s(x) \cos\left(\frac{2pi n x}{P}\right) , dx[/latex], and the sine coefficients are [latex]b_n = \frac{2}{P} \int_{P} s(x) \sin\left(\frac{2\pi n x}{P}\right) , dx[/latex] for [latex]n ge 1[/latex]. Authors who typeset these formulas can rely on a LaTeX cheat sheet for the integral and summation commands, and on a LaTeX math cheat sheet for fractions and Greek letters.

These formulas, often called the Euler-Fourier formulas, are the mechanism for determining the contribution of each harmonic to the overall periodic function. They are derived by exploiting the orthogonality property of the trigonometric functions. Specifically, the integral of the product of two different sine or cosine functions (or a sine and a cosine) over a full period is zero. For example, [latex]int_{0}^{P} sin(frac{2pi n x}{P}) cos(frac{2pi m x}{P}) , dx = 0[/latex] for all integers [latex]n, m[/latex].

To find a specific coefficient, say [latex]a_k[/latex], one multiplies the entire 傅里叶级数 expansion of [latex]s(x)[/latex] by [latex]cos(frac{2pi k x}{P})[/latex] and then integrates over the period [latex]P[/latex]. Due to orthogonality, all terms in the infinite sum become zero except for the term involving [latex]a_k[/latex]. This isolates [latex]a_k[/latex], allowing it to be solved for. The same process is applied with [latex]sin(frac{2pi k x}{P})[/latex] to find [latex]b_k[/latex]. This analytical method provides the exact amplitudes needed to reconstruct the original function from its sinusoidal components, effectively transforming the function from the time domain to the frequency domain.

UNESCO Nomenclature: 1201
– Algebra

类型

抽象系统

中断

Foundational

用法

广泛使用

前体

  • Leonhard Euler’s work on trigonometric series
  • 函数的正交性原理
  • integral calculus developed by Newton and Leibniz
  • Daniel Bernoulli’s solution to the wave equation

应用程序

  • 数字的 信号处理 (dsp)
  • image compression (jpeg)
  • 音频合成
  • 求解微分方程
  • 光谱分析

专利:

NA

潜在创新理念

  • 自动音乐转录软件
  • 适用于数字音频工作站的实时音频效果插件
  • 基于人工智能的图像修复和增强
  • 人声合成和修改工具(例如,自动调音)
  • 利用声纹进行生物特征识别
  • 预测性维护系统分析机器振动
  • 高级天气预报模型
  • 基于频率分解的触觉反馈系统
  • brain-computer interfaces analyzing eeg signals
  • 用于无线通信的高效数据传输协议
Related to: Fourier coefficients, Euler-Fourier formulas, orthogonality, integral, harmonic analysis, spectral components, DC component, sine, cosine, frequency domain.

历史背景

系数的欧拉-傅里叶公式

1780
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1822
1822
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1848
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1777
1799
1812
1822
1827
1829
1850
1854

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