Fourier Series: Worked Examples | IB数学:傅里叶级数典型例题分析

📚 Fourier Series: Worked Examples | IB数学:傅里叶级数典型例题分析

Fourier series is a standard extension topic in IB Mathematics: Analysis and Approaches HL. It expresses a periodic function as an infinite sum of sine and cosine terms, and its examination questions typically ask for coefficient formulas, symmetry simplifications, and convergence values at discontinuities.

傅里叶级数是IB数学分析与方法HL的常见延伸考点。它把周期函数表示为正弦和余弦项的无穷和,考试题通常要求写出系数公式、利用对称性化简,以及计算间断点处的收敛值。

1. Basic Definitions and Euler Formulas | 基本定义与欧拉公式

For a 2π-periodic function f, the Fourier series is written as a constant term plus an infinite sum of cosine and sine terms.

对于周期为2π的函数f,傅里叶级数写成一个常数项加上余弦项和正弦项的无穷和。

f(x) = a₀/2 + ∑n=1 [aₙ cos(nx) + bₙ sin(nx)]

The coefficients are computed with Euler’s formulas over one full period.

系数通过欧拉公式在一个完整周期上计算。

aₙ = (1/π) ∫−ππ f(x) cos(nx) dx, bₙ = (1/π) ∫−ππ f(x) sin(nx) dx

Notice that the constant term in the series is a₀/2, not a₀.

注意级数中的常数项是a₀/2,而不是a₀。


2. Example 1: Square Wave | 例1:方波

Let f be the odd square wave defined by f(x) = 1 for 0 < x < π and f(x) = −1 for −π < x < 0, periodically repeated with period 2π.

设f为奇方波:当0 < x < π时f(x)=1,当−π < x < 0时f(x)=−1,并周期重复,周期为2π。

Since f is odd, every cosine coefficient is zero: aₙ = 0 for all n.

因为f是奇函数,所有余弦系数为零:对所有n都有aₙ=0。

For the sine coefficients, multiply by sin(nx). The product f(x)sin(nx) is even, so we double the integral over 0 to π.

对于正弦系数,乘以sin(nx)。乘积f(x)sin(nx)是偶函数,因此把0到π的积分加倍即可。

bₙ = (2/π) ∫0π sin(nx) dx = 2(1 − cos(nπ))/(π n)

This gives bₙ = 4/(π n) when n is odd and bₙ = 0 when n is even.

于是当n为奇数时bₙ=4/(π n),当n为偶数时bₙ=0。

f(x) = (4/π) ∑k=0 sin((2k+1)x)/(2k+1)

The square wave shows how a discontinuous function can still be represented by smooth sine waves.

方波说明了不连续函数也能用光滑的正弦波来表示。


3. Odd and Even Symmetry | 奇偶性简化

Symmetry is the most powerful shortcut in Fourier coefficient questions.

对称性是傅里叶系数题中最有力的简化工具。

  • If f is even, all sine coefficients vanish: bₙ = 0.
  • 若f为偶函数,所有正弦系数为零:bₙ=0。
  • If f is odd, all cosine coefficients vanish: aₙ = 0.
  • 若f为奇函数,所有余弦系数为零:aₙ=0。

For even f, we also have aₙ = (2/π) ∫0π f(x) cos(nx) dx.

对于偶函数f,还有aₙ = (2/π) ∫0π f(x) cos(nx) dx。

For odd f, we have bₙ = (2/π) ∫0π f(x) sin(nx) dx.

对于奇函数f,有bₙ = (2/π) ∫0π f(x) sin(nx) dx。

Always check symmetry before writing integrals from −π to π.

在写从−π到π的积分之前,一定要先检查奇偶性。


4. Example 2: Sawtooth Wave | 例2:锯齿波

Let f(x) = x on (−π,π), repeated with period 2π. This is an odd function.

设f(x)=x,x在(−π,π)上,周期为2π。这是一个奇函数。

Because f is odd, aₙ = 0. The sine coefficients use integration by parts.

由于f是奇函数,aₙ=0。正弦系数需要分部积分。

bₙ = (2/π) ∫0π x sin(nx) dx = (−1)n+1 2/n

Therefore the Fourier series is:

因此傅里叶级数为:

x = 2 ∑n=1 (−1)n+1 sin(nx)/n

This equality holds on the open interval (−π,π). At x = π, the periodic extension jumps, and the series converges to the average of π and −π, which is 0.

该等式在开区间(−π,π)内成立。在x=π处,周期延拓发生跳跃,级数收敛于π和−π的平均值0。


5. Half-Range Sine and Cosine Series | 半幅正弦与余弦级数

When f is only given on [0,L], we often construct an odd or even extension to produce a half-range series.

当f只在[0,L]上给出时,我们通常构造奇延拓或偶延拓来得到半幅级数。

For the half-range sine series:

对于半幅正弦级数:

f(x) = ∑n=1 bₙ sin(nπx/L), bₙ = (2/L) ∫0L f(x) sin(nπx/L) dx

For the half-range cosine series:

对于半幅余弦级数:

f(x) = a₀/2 + ∑n=1 aₙ cos(nπx/L), aₙ = (2/L) ∫0L f(x) cos(nπx/L) dx

At the endpoints, the sine series may not equal f(L); it converges to the average of the left and right limits after odd extension.

在端点处,正弦级数不一定等于f(L);它收敛于奇延拓后左右极限的平均值。


6. Piecewise Integrals in Coefficient Formulas | 分段函数积分技巧

Many exam functions are piecewise. Consider f(x) = x on 0 < x < π and f(x) = 0 on −π < x < 0, with period 2π.

许多考题给出的函数是分段的。设当0 < x < π时f(x)=x,当−π < x < 0时f(x)=0,周期为2π。

First find a₀:

先求a₀:

a₀ = (1/π) ∫0π x dx = π/2

So the constant term in the series is a₀/2 = π/4.

所以级数中的常数项是a₀/2=π/4。

Then calculate the cosine coefficients by integration by parts:

然后用分部积分求余弦系数:

aₙ = (1/π) ∫0π x cos(nx) dx = ((−1)n − 1)/(π n²)

The sine coefficients are:

正弦系数为:

bₙ = (1/π) ∫0π x sin(nx) dx = (−1)n+1/n

Write the final series by substituting these coefficients into the standard Fourier series formula.

把求得的系数代入标准傅里叶级数公式即可写出最终级数。


7. Convergence at Discontinuities | 间断点处的收敛值

By Dirichlet’s theorem, at a point c where f has a finite jump, the Fourier series converges to the average of the left-hand limit and right-hand limit.

根据狄利克雷定理,在有限跳跃点c处,傅里叶级数收敛于左极限和右极限的平均值。

Fourier value at c = ½ [f(c⁺) + f(c⁻)]

For the square wave in Example 1, at x = 0 the left limit is −1 and the right limit is 1, so the series converges to 0.

对于例1中的方波,在x=0处左极限为−1、右极限为1,因此级数收敛于0。

Do not substitute f(c) directly when c is a discontinuity.

当c是间断点时,不要直接把f(c)代进去。


8. Gibbs Phenomenon | 吉布斯现象

Near a jump discontinuity, the partial sums of a Fourier series overshoot the function values.

在跳跃间断点附近,傅里叶级数的部分和会超过原函数的值。

This overshoot is about 9% of the size of the jump, and it does not disappear as more terms are added.

这个超调量约为跳跃幅度的9%,而且不会随着项数增加而消失。

In IB questions, this is mainly a conceptual point; you may be asked to explain why the graph of a partial sum has “ripples” near a corner.

在IB考试中,这主要是概念性考点;你可能会被要求解释为什么部分和图像在拐角附近会出现”波纹”。


9. Parseval’s Identity and a Famous Sum | 帕塞瓦尔等式与著名求和

Parseval’s identity connects the average energy of f to the sum of the squares of the Fourier coefficients.

帕塞瓦尔等式将f的平均能量与傅里叶系数平方和联系起来。

(1/π) ∫−ππ [f(x)]² dx = a₀²/2 + ∑n=1 (aₙ² + bₙ²)

Apply this to the square wave with f(x)=±1. Since aₙ=0 and bₙ=4/(πn) for odd n, we get:

将等式用于f(x)=±1的方波。因为aₙ=0,奇数n时bₙ=4/(πn),所以:

2 = (16/π²) ∑k=0 1/(2k+1)²

Therefore the sum of reciprocal odd squares is π²/8, and from this we obtain the famous result:

因此奇数倒数平方和为π²/8,并由此得到著名结果:

n=1 1/n² = π²/6

This is a classic IB extension question that combines Fourier series with series summation.

这是将傅里叶级数与级数求和结合的经典IB拓展题。


10. Common Mistakes and Exam Strategy | 常见错误与应试策略

The table below summarises the most frequent errors in Fourier series exam questions.

下表总结了傅里叶级数考题中最常见的错误。

Mistake | 常见错误 Correct Approach | 正确做法
Writing a₀ instead of a₀/2 in the series The constant term is always a₀/2
Using the wrong integral limits 更多咨询请联系16621398022(同微信)

Comments

屏轩国际教育cambridge primary/secondary checkpoint, cat4, ukiset,ukcat,igcse,alevel,PAT,STEP,MAT, ibdp,ap,ssat,sat,sat2课程辅导,国外大学本科硕士研究生博士课程论文辅导

This site uses Akismet to reduce spam. Learn how your comment data is processed.

Discover more from aleveler.com

Subscribe now to keep reading and get access to the full archive.

Continue reading