傅里叶级数与傅里叶变换_Part3_周期为2L的函数展开为傅里叶级数
参考链接:
DR_CAN老师的原视频
0、复习Part2的内容
参考链接:傅里叶级数与傅里叶变换_Part2_周期为2Π的函数展开为傅里叶级数
对于周期为 T=2πT = 2\piT=2π周期函数,即f(x)=f(x+2π)f\left( x \right) = f\left( {x + 2\pi } \right)f(x)=f(x+2π) ,它的傅里叶级数展开形式如下:
f(x)=a02+∑n=1∞ancosnx+∑n=1∞bnsinnxf\left( x \right) = \frac{{{a_0}}}{2} + \sum\limits_{n = 1}^\infty {{a_n}\cos nx} + \sum\limits_{n = 1}^\infty {{b_n}\sin nx}f(x)=2a0+n=1∑∞ancosnx+n=1∑∞bnsinnx
其中,
a0=1π∫−ππf(x)dxan=1π∫−ππf(x)cosnxdxbn=1π∫−ππf(x)sinnxdx\begin{array}{l} {a_0} = \frac{1}{\pi }\int_{ - \pi }^\pi {f\left( x \right)dx} \\\\ {a_n} = \frac{1}{\pi }\int_{ - \pi }^\pi {f\left( x \right)\cos nxdx} \\\\ {b_n} = \frac{1}{\pi }\int_{ - \pi }^\pi {f\left( x \right)\sin nxdx} \end{array}a0=π1∫−ππf(x)dxan=π1∫−ππf(x)cosnxdxbn=π1∫−ππf(x)sinnxdx
1、周期为2L的函数展开为傅里叶级数
对于,f(t)=f(t+2L)f\left( t \right) = f\left( {t + 2L} \right)f(t)=f(t+2L) ,周期为T=2LT = 2LT=2L的函数
如果想用运用Part2掌握的以T=2πT = 2\piT=2π为周期的f(t)=f(t+2π)f\left( t \right) = f\left( {t + 2\pi} \right)f(t)=f(t+2π)的傅里级数展开公式,需要做一个换元。
令 x=πLt⇒t=Lπxx = \frac{\pi }{L}t \Rightarrow t = \frac{L}{\pi }xx=Lπt⇒t=πLx
f(t)=f(πLx)≜g(x)f\left( t \right) = f\left( {\frac{\pi }{L}x} \right) \triangleq g\left( x \right)f(t)=f(Lπx)≜g(x)
通过换元,我们就把周期为T=2LT = 2LT=2L的函数,f(t)=f(t+2L)f\left( t \right) = f\left( {t + 2L} \right)f(t)=f(t+2L) 变成了周期为T=2πT = 2\piT=2π的函数g(t)=g(t+2π)g\left( t \right) =g\left( {t + 2\pi} \right)g(t)=g(t+2π) 。
根据Part2的内容我们知道
g(x)=a02+∑n=1∞ancosnx+∑n=1∞bnsinnxg\left( x \right) = \frac{{{a_0}}}{2} + \sum\limits_{n = 1}^\infty {{a_n}\cos nx} + \sum\limits_{n = 1}^\infty {{b_n}\sin nx}g(x)=2a0+n=1∑∞ancosnx+n=1∑∞bnsinnx
其中,
a0=1π∫−ππg(x)dxan=1π∫−ππg(x)cosnxdxbn=1π∫−ππg(x)sinnxdx\begin{array}{l} {a_0} = \frac{1}{\pi }\int_{ - \pi }^\pi {g\left( x \right)dx} \\\\ {a_n} = \frac{1}{\pi }\int_{ - \pi }^\pi {g\left( x \right)\cos nxdx} \\\\ {b_n} = \frac{1}{\pi }\int_{ - \pi }^\pi {g\left( x \right)\sin nxdx} \end{array}a0=π1∫−ππg(x)dxan=π1∫−ππg(x)cosnxdxbn=π1∫−ππg(x)sinnxdx
👇
现在要做的,就是把x=πLtx = \frac{\pi }{L}tx=Lπt带进去
cosnx=cosnπLt,sinnx=sinnπLt\cos nx = \cos \frac{{n\pi }}{L}t,\sin nx = \sin \frac{{n\pi }}{L}tcosnx=cosLnπt,sinnx=sinLnπt
g(x)=f(t)g\left( x \right) = f\left( t \right)g(x)=f(t)
∫−ππdx=∫−LLdπLt=πL∫−LLdt\int_{ - \pi }^\pi {dx} = \int_{ - L}^L {d\frac{\pi }{L}t} = \frac{\pi }{L}\int_{ - L}^L {dt}∫−ππdx=∫−LLdLπt=Lπ∫−LLdt
1π∫−ππdx=1π⋅(πL∫−LLdt)=1L∫−LLdt\frac{1}{\pi }\int_{ - \pi }^\pi {dx} = \frac{1}{\pi } \cdot \left( {\frac{\pi }{L}\int_{ - L}^L {dt} } \right) = \frac{1}{L}\int_{ - L}^L {dt}π1∫−ππdx=π1⋅(Lπ∫−LLdt)=L1∫−LLdt
讲上述算出的式子带入到g(x)g\left( x\right)g(x)中。
f(t)=g(x)=a02+∑n=1∞ancosnπLt+∑n=1∞bnsinnπLtf\left( t \right) = g\left( x\right) = \frac{{{a_0}}}{2} + \sum\limits_{n = 1}^\infty {{a_n}\cos \pmb{\frac{{n\pi }}{L}t}} + \sum\limits_{n = 1}^\infty {{b_n}\sin \pmb{\frac{{n\pi }}{L}t}}f(t)=g(x)=2a0+n=1∑∞ancosLnπtLnπt+n=1∑∞bnsinLnπtLnπt
其中
a0=1L∫−LLf(t)dtan=1L∫−LLf(t)cosnπLtdtbn=1L∫−LLf(t)sinnπLtdt\begin{array}{l} {a_0} =\pmb{ \frac{1}{L}}\int_{ - L}^L {f\left( t \right)dt} \\\\ {a_n} =\pmb{ \frac{1}{L}}\int_{ - L}^L {f\left( t \right)\cos \pmb{\frac{{n\pi }}{L}tdt}} \\\\ {b_n} = \pmb{\frac{1}{L}}\int_{ - L}^L {f\left( t \right)\sin \pmb{\frac{{n\pi }}{L}tdt}} \end{array}a0=L1L1∫−LLf(t)dtan=L1L1∫−LLf(t)cosLnπtdtLnπtdtbn=L1L1∫−LLf(t)sinLnπtdtLnπtdt
在工程当中,由于时间是t≥0t \ge 0t≥0的,所以ttt是从000开始的,假设周期为 T=2LT=2LT=2L,ω≜πL=2π2L=2πT\omega \triangleq \frac{\pi }{L} = \frac{{2\pi }}{{2L}} = \frac{{2\pi }}{T}ω≜Lπ=2L2π=T2π ,这个ω\omegaω本质上就是角频率。
再来看积分,因为−L-L−L ~ LLL是一个周期, 也000 ~ 2L2L2L是一个周期,因此 ∫−LLdt→∫02Ldt→∫0Tdt\int_{ - L}^L {dt} \to \int_0^{2L} {dt} \to \int_0^T {dt}∫−LLdt→∫02Ldt→∫0Tdt,把上述的符号带入到周期为T=2LT = 2LT=2L的傅里叶级数展开公式当中,就可以得到。
f(t)=a02+∑n=1∞ancosnωt+∑n=1∞bnsinnωtf\left( t \right) = \frac{{{a_0}}}{2} + \sum\limits_{n = 1}^\infty {{a_n}\cos n\omega t} + \sum\limits_{n = 1}^\infty {{b_n}\sin n\omega t}f(t)=2a0+n=1∑∞ancosnωt+n=1∑∞bnsinnωt
a0=2T∫0Tf(t)dtan=2T∫0Tf(t)cosnωtdtbn=2T∫0Tf(t)sinnωtdt\begin{array}{l} {a_0} = \frac{2}{T}\int_0^T {f\left( t \right)dt} \\\\ {a_n} = \frac{2}{T}\int_0^T {f\left( t \right)\cos n\omega tdt} \\\\ {b_n} = \frac{2}{T}\int_0^T {f\left( t \right)\sin n\omega tdt} \end{array}a0=T2∫0Tf(t)dtan=T2∫0Tf(t)cosnωtdtbn=T2∫0Tf(t)sinnωtdt
伏笔: 考虑,当T→∞T \to \inftyT→∞时,f(t)f\left( t \right)f(t) 不再为周期函数,那时候 f(t)f\left( t \right)f(t)该给如何展开呢? 这就是傅里叶变换啦。
2、例子
把下图这个函数,傅里叶展开一下
T=20,ω=2πT=2π20=110πT = 20,\omega = \frac{{2\pi }}{T} = \frac{{2\pi }}{{20}} = \frac{1}{{10}}\piT=20,ω=T2π=202π=101π
a0=2T∫0Tf(t)dt=2T∫0T27dt+2T∫T2T3dt=7+3=10{a_0} = \frac{2}{T}\int_0^T {f\left( t \right)dt} = \frac{2}{T}\int_0^{\frac{T}{2}} {7dt} + \frac{2}{T}\int_{\frac{T}{2}}^T {3dt} = 7 + 3 = 10a0=T2∫0Tf(t)dt=T2∫02T7dt+T2∫2TT3dt=7+3=10
an=2T∫0Tf(t)cosnωtdt=2T∫0T27cosnπ10tdt+2T∫T2T3cosnπ10dt=110⋅(70nπsinnπ10t∣010)+110⋅(30nπsinnπ10t∣1020)=110⋅(0+0)=0\begin{aligned} {a_n} &= \frac{2}{T}\int_0^T {f\left( t \right)\cos n\omega tdt} = \frac{2}{T}\int_0^{\frac{T}{2}} {7\cos \frac{{n\pi }}{{10}}tdt} + \frac{2}{T}\int_{\frac{T}{2}}^T {3\cos \frac{{n\pi }}{{10}}dt} \\ & = \frac{1}{{10}} \cdot \left( {\frac{{70}}{{n\pi }}\sin \frac{{n\pi }}{{10}}t\left| {_0^{10}} \right.} \right) + \frac{1}{{10}} \cdot \left( {\frac{{30}}{{n\pi }}\sin \frac{{n\pi }}{{10}}t\left| {_{10}^{20}} \right.} \right) = \frac{1}{{10}} \cdot \left( {0 + 0} \right) = 0 \end{aligned}an=T2∫0Tf(t)cosnωtdt=T2∫02T7cos10nπtdt+T2∫2TT3cos10nπdt=101⋅(nπ70sin10nπt∣∣010)+101⋅(nπ30sin10nπt∣∣1020)=101⋅(0+0)=0
bn=2T∫0Tf(t)sinnωtdt=2T∫0T27sinnπ10tdt+2T∫T2T3sinnπ10dt=110⋅(−70nπcosnπ10t∣010)+110⋅(−30nπcosnπ10t∣1020)=−7nπ(cosnπ−1)−3nπ(cos2nπ−cosnπ)\begin{aligned} {b_n} &= \frac{2}{T}\int_0^T {f\left( t \right)\sin n\omega tdt} = \frac{2}{T}\int_0^{\frac{T}{2}} {7\sin \frac{{n\pi }}{{10}}tdt} + \frac{2}{T}\int_{\frac{T}{2}}^T {3\sin \frac{{n\pi }}{{10}}dt} \\ &= \frac{1}{{10}} \cdot \left( { - \frac{{70}}{{n\pi }}\cos \frac{{n\pi }}{{10}}t\left| {_0^{10}} \right.} \right) + \frac{1}{{10}} \cdot \left( { - \frac{{30}}{{n\pi }}\cos \frac{{n\pi }}{{10}}t\left| {_{10}^{20}} \right.} \right)\\ & = - \frac{7}{{n\pi }}\left( {\cos n\pi - 1} \right) - \frac{3}{{n\pi }}\left( {\cos 2n\pi - \cos n\pi } \right) \end{aligned}bn=T2∫0Tf(t)sinnωtdt=T2∫02T7sin10nπtdt+T2∫2TT3sin10nπdt=101⋅(−nπ70cos10nπt∣∣010)+101⋅(−nπ30cos10nπt∣∣1020)=−nπ7(cosnπ−1)−nπ3(cos2nπ−cosnπ)
当 nnn为偶数时,cosnπ=cos2nπ=1\cos n\pi = \cos 2n\pi = 1cosnπ=cos2nπ=1
bn=−7nπ(1−1)+−3nπ(1−1)=0{b_n} = - \frac{7}{{n\pi }}\left( {1 - 1} \right) + - \frac{3}{{n\pi }}\left( {1 - 1} \right) = 0bn=−nπ7(1−1)+−nπ3(1−1)=0
当 nnn为奇数时,cosnπ=−1,cos2nπ=1\cos n\pi = - 1,\cos 2n\pi = 1cosnπ=−1,cos2nπ=1
bn=−7nπ(−1−1)−3nπ[1−(−1)]=8nπ{b_n} = - \frac{7}{{n\pi }}\left( { - 1 - 1} \right) - \frac{3}{{n\pi }}\left[ {1 - \left( { - 1} \right)} \right] = \frac{8}{{n\pi }}bn=−nπ7(−1−1)−nπ3[1−(−1)]=nπ8
所以
f(t)=102+∑n=1∞0⋅cosπ10nt+∑n=1∞bnsinπ10nt=5+∑n=1∞8nπ⋅sinnπ10t,n=1,3,5,7,⋯\begin{aligned} f\left( t \right) &= \frac{{10}}{2} + \sum\limits_{n = 1}^\infty {0 \cdot \cos \frac{\pi }{{10}}nt} + \sum\limits_{n = 1}^\infty {{b_n}\sin \frac{\pi }{{10}}nt} \\ &= 5 + \sum\limits_{n = 1}^\infty {\frac{8}{{n\pi }} \cdot \sin \frac{{n\pi }}{{10}}} t,n = 1,3,5,7, \cdots \end{aligned}f(t)=210+n=1∑∞0⋅cos10πnt+n=1∑∞bnsin10πnt=5+n=1∑∞nπ8⋅sin10nπt,n=1,3,5,7,⋯
下面给出MatLAB仿真结果
MatLAB代码如下:
close all; clear all; clc;dt = 0.1;t = 0:dt:40;ft = zeros(length(t),1);for i=1:length(t)if (t(i) >= 0 && t(i) <= 10) || (t(i) >= 20 && t(i) <= 30)ft(i) = 7;elseft(i) = 3;endendfigure(1);plot(t,ft,'r-','LineWidth',2);grid on;hold on;axis([0,40,0,10]);FourierSerier0 = 5 * ones(length(t),1);% n = 1FourierSerier1 = (8/(1*pi)) * sin((1*pi/10)*t);% n = 3FourierSerier3 = (8/(3*pi)) * sin((3*pi/10)*t);% n = 5FourierSerier5 = (8/(5*pi)) * sin((5*pi/10)*t);% n = 7FourierSerier7 = (8/(7*pi)) * sin((7*pi/10)*t);% n = 9FourierSerier9 = (8/(9*pi)) * sin((9*pi/10)*t);% n = 11FourierSerier11 = (8/(11*pi)) * sin((11*pi/10)*t);Fs5 = FourierSerier0 + FourierSerier1 + FourierSerier3 + FourierSerier5;Fs5 = Fs5';Fs11 = FourierSerier0 + FourierSerier1 + FourierSerier3 + FourierSerier5 + FourierSerier7 + FourierSerier9 + FourierSerier11;Fs11 = Fs11';plot(t,Fs5,'b-','LineWidth',1.5); hold on;plot(t,Fs11,'k-','LineWidth',2.5);hold on;legend('f(t)','f(t)傅里叶级数(n取到5)',' f(t)傅里叶级数(n取到11)');
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傅里叶级数与傅里叶变换_Part0_欧拉公式证明+三角函数和差公式证明
傅里叶级数与傅里叶变换_Part1_三角函数系的正交性
傅里叶级数与傅里叶变换_Part2_周期为2Π的函数展开为傅里叶级数
傅里叶级数与傅里叶变换_Part3_周期为2L的函数展开为傅里叶级数
傅里叶级数与傅里叶变换_Part4_傅里叶级数的复数形式
傅里叶级数与傅里叶变换_Part5_傅里叶级数推导傅里叶变换
傅里叶级数与傅里叶变换_Part6_离散傅里叶变换推导
傅里叶级数与傅里叶变换_Part7_离散傅里叶变换的性质