Hello Filter

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import numpy as np
from scipy import stats
import matplotlib.pyplot as plt
# %matplotlib ipympl
%matplotlib widget

figsize=(20, 5)

噪声的数学模型

先来回想一下梦开始的地方,小学数学里测量一个物体的长度、重量巴拉巴拉等物理量时,为了减小误差的方法是————多次测量取平均值。
所以多次测量取平均值是怎么减小误差的呢?或者用数学语言来描述的话,对于未知随机变量 XX ,进行多次实验后,其均值 Xˉ\bar X 的抽样分布如何变化?

噪声的数学描述

中心极限定理告诉我们: 只要随机变量相互独立,每个随机变量对和的影响都是微小的,哪怕它们的分布类型不同,其和标准化后都有标准正态的极限分布。话句话说,某一事件受到许多相互独立且微小的随机因素影响,总的影响就可以看作服从或近似服从正态分布。
不妨来仿真一下,下述代码测试计算了 50000 次随机事件,每次随机事件均为 100 次平均分布的随机变量之和。

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import math

# 绘制标准正态分布曲线
μ = 0
σ = math.sqrt(1)
x = np.linspace(μ - 3*σ, μ + 3*σ)
y = np.exp(-(x - μ) ** 2 / (2 * σ ** 2)) / (math.sqrt(2*math.pi)*σ)
plt.figure(figsize=figsize)
plt.plot(x, y)

# 中心极限定理仿真
a = []
for i in range(50000):
a.append(np.sum(np.random.uniform(10, 20, 100)))
a = (a - np.average(a)) / np.std(a)
plt.hist(a, 100, density=True)

非常amazing啊!100次随机试验 U(10,20)U(10,20) 经过标准化后的的频率分布直方图竟然被标准正态分布函数完美的包络了。这就是正态分布在生活中如此常见的原因。
继续以测量误差为例,其受到许多相互独立随机因素的影响,如测量环境温度、湿度,测量工具的精密程度以及测量者的心理因素、测量的态度等的影响,而每种影响都不占主要地位,那么它们总和造成的总误差就近似地服从正态分布。

单正态总体的抽样分布

现在我们知道误差在数学上的模型了,但多次测量为什么能减小误差呢?
由上一小点易知,对于某一可直接观测物理量的单次试验 E,设其测量结果为随机事件 XX ,且 XN(μ,σ2)X\sim N(μ,σ^2)
而我们的目的是求出未知参量 μμ ,而为了求出未知参量,需要观测。设进行了 n 次相互独立的观测,其结果分别为 XiX_i

Xˉ=1ni=1nXiN(μ,1nσ2)\bar X=\frac{1}{n}\sum_{i=1}^{n}X_i \sim N(\mu, \frac{1}{n}\sigma^2)

不难看出,方差与次数成反比。所以,随测量次数的增加方差会快速下降。如果你觉得不够直观的话不妨用概率来描述,由切比雪夫不等式

P{XˉE(Xˉ)ε}D(Xˉ)ε2==>P{Xˉμε}σ2nε2P\{|\bar X - E(\bar X)| \geq \varepsilon\} \leq \frac{D(\bar X)}{\varepsilon^{2}} \qquad ==> \qquad P\{|\bar X - \mu | \geq \varepsilon\} \leq \frac{\sigma ^2}{n\varepsilon^{2}}

可知,事件 “随机变量 Xˉ\bar X 关于其期望产生了偏差 ε” 发生的概率上限为 σ2nε2\frac{\sigma ^2}{n\varepsilon^{2}} 。不妨令 n=k/ε2n = k/ε^2 于是有

P{XˉE(Xˉ)ε}σ2kP\{|\bar X - E(\bar X)| \geq \varepsilon\} \leq \frac{\sigma^2}{k}

这就是说,当实验次数为 kε2\frac{k}{ε^2} 时,随机变量 Xˉ\bar X 关于其期望产生了偏差 ε 的概率上限为 σ2k\frac{\sigma^2}{k}

从直观感觉上来说的话,每次测量都包含了“信息”。每一次新的测量都代表了“新息”的进入,多次测量使得系统的信息增多,不确定性下降,从而使得新息的信息熵降低。在这个角度上倒是很容易理解为什么多次测量的边际效应会十分显著了。

滤波器初体验

滤波器仿真

对于一个静态系统来说,也没什么花里胡哨的玩法,暴力求平均即可。

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### 模型参数 ###
# 采样参数
SampleFre = 10
TotalTime = 10
Step = 1/SampleFre
SampleNum = SampleFre * TotalTime
#观测序列
RealValue = [] #实际值
MeasValue = [] #测量值
EstiSequence = [] #滤波值

### 仿真 ###
x = 0
while x < TotalTime:
μ = 1 #实际值
RealValue.append(μ)

temp = np.random.normal(μ, 1) #测量值
MeasValue.append(temp)

EstiSequence.append(np.average(MeasValue)) #滤波值

x += Step

### 绘图展示 ###
plt.figure(figsize=figsize)
plt.plot(RealValue, '*-', label="Actual", markersize=5)
plt.plot(MeasValue, label="Measure", markersize=5)
plt.plot(EstiSequence, '.-', label="Filter", markersize=5)
plt.legend(loc='lower right') #绘制图例

emmmmmm 效果不错…吧?
随着次数的增多"感觉"误差越来越小了,但该怎么用数学语言描述呢?

  1. 事物的好坏、多少等等,都是定性分析,是有潜在参考标准的,单独讨论没有任何意义。作为工程师,我们需要将定性分析转化为定量分析,具体的去分析某种事物的性能。
    记得高中学集合时老师举的一个例子:“把所有高个子的人记作一个集合”,这种说法是错误的。因为高是一个相对词,正确的说法应该是所有身高大于 180cm 的人记作一个集合。
  2. 任何改进都一定会引入新的缺点,但往往我们只关注某一方面的性能,在另一方面上的缺点是可以被忽略的。所以在工程上千万不要有强者恒强的想法,而是要根据情况具体分析后选择最优的解法。

滤波器性能的分析

现在我们通过 n 次观测得到了 n 个样本的均值,记作

x^n=xˉn\hat{x}_{n}=\bar{x}_{n}

即对 μ\mu 的点估计。

那么这个估计有多可靠呢?想要判断估计值的可靠性,我们需要找到估计值 x^n\hat{x}_{n} 与真值 μ\mu 之间的关系,用数学语言表达:试求一函数 G=G(x^n,μ)G=G(\hat{x}_{n}, \mu), 并求出 GG 的分布密度。

即找到一个枢轴量,并求该枢轴量的分布。一般的对于正态总体,其枢轴量为常见分布,如正态分布、卡方分布、t 分布、F 分布。

让我们再次回到最开始的地方,

Xˉ=1ni=1nXiN(μ,1nσ2)\bar X=\frac{1}{n}\sum_{i=1}^{n}X_i \sim N(\mu, \frac{1}{n}\sigma^2)

易得到

Xˉ=ΔX^N(μ,1nσ2)\bar X\overset{\Delta}{=} \hat X \sim N(\mu, \frac{1}{n}\sigma^2)

你就不想对它标准化一下么?

G=X^μσ/nG = \frac{\hat X - \mu} { \sigma / \sqrt{n} }

测量方差已知的情况

当方差 σ\sigma 已知的时候,枢轴量 GG 的分布显然满足 G N(0,1)G~N(0,1)
此时, 95% 对称双侧置信区间为

(XˉσnZ2.5%,Xˉ+σnZ2.5%)\left(\bar{X}-\frac{\sigma}{\sqrt{n}} Z _{2.5\%}, \bar{X}+\frac{\sigma}{\sqrt{n}} Z_{2.5\%} \right)

Z分布即标准正态分布。毕竟不是数学教程,这里就不详细展开置信区间了。学过数一都应该会的。
简单来说,95% 置信区间的意思是“我们有 95% 的信心说这个置信区间包含了真值。即如果大量重复试验并计算置信区间,那么应该有 95% 的置信区间包含这个真值”。这与某个置信区间有 95% 的概率包含了估计的真值是不一样的

测量方差未知的情况

当方差 σ\sigma 未知的时候,使用样本标准差 SS 代替总体标准差 σ\sigma,此时枢轴量 GG 的分布满足 Gt˜(n1)G\~t(n-1)
此时, 95% 对称双侧置信区间为

(Xˉσntα/2(n1),Xˉ+σntα/2(n1))\left(\bar{X}-\frac{\sigma}{\sqrt{n}} t_{\alpha / 2}(n-1), \bar{X}+\frac{\sigma}{\sqrt{n}} t_{\alpha / 2}(n-1)\right)

当 n 充分大的时候(n>30n>30),一般也可以直接使用标准正态分布来计算。

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#观测序列
RealSequence = [] #实际值
err0 = [] #误差
std0 = [] #标准差
MeasSequence = [] #测量值
err1 = [] #误差
std1 = [] #标准差
EstiSequence = [] #滤波值

### 仿真 ###
x = 0
while x < TotalTime:
trueValue = 1
RealSequence.append(trueValue)

temp = np.random.normal(trueValue, 10) #测量值
MeasSequence.append(temp)
err0.append(np.abs(temp - trueValue)) #误差

temp = np.average(MeasSequence) #滤波值
EstiSequence.append(temp)
std0.append(np.std(MeasSequence)/np.sqrt(np.size(MeasSequence)) * stats.t.isf(0.025, np.size(err0)-1)) # 95%置信区间

err1.append(np.abs(temp - RealSequence[-1])) #误差
std1.append(np.std(MeasSequence)/np.sqrt(np.size(MeasSequence)) * stats.t.isf(0.025, np.size(err1)-1)) # 95%置信区间

x += Step
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### 绘图展示 ###
plt.figure(figsize=figsize)
plt.plot(RealSequence, '*-', label="Actual", markersize=5)
plt.plot(MeasSequence, 'o-', label="Measure", markersize=5)
plt.errorbar(range(0, np.size(EstiSequence)), EstiSequence, yerr=std0, label="Filter", fmt='.-', capthick=2, capsize=10)
plt.legend(loc='lower right') #绘制图例

plt.figure(figsize=figsize)
plt.plot(err0, '*-', label="Measure Error")
plt.plot(err1, '.-', label="Estimate Error")
plt.plot([0 for i in range(0, np.size(err1))], '-', markersize=5)
plt.legend(loc='lower right') #绘制图例
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' width=2000.0/>

多运行几次后,大致可以总结成:

  • 前期(n30n\approx 30)一般收敛较快。
  • 误差的绝对值并不总是一直减小的。

均值的递推公式

xˉ=i=1nxinxˉ=i=1n1xin1n1n+xnnxˉ=xˉlast(n1)+xnnxˉ=xˉlast+1n(xnxˉlast)\begin{align} \nonumber \bar{x} & = \frac{\sum_{i=1}^{n}{x_i}}{n}\\ \nonumber \bar{x} & =\frac{\sum_{i=1}^{n-1}{x_i}}{n-1} \cdot \frac{n-1}{n} + \frac{x_n}{n}\\ \nonumber \bar{x} & = \frac{\bar{x}_{last} \cdot (n-1) + x_n}{n}\\ \nonumber \bar{x} & = \bar{x}_{last} + \frac{1}{n}(x_n-\bar{x}_{last}) \end{align}

上述形式的在应用中的优点主要是:

  • 不需要储存全部的测量值,只需要保存当前次数与平均值即可(int + float)。
  • 计算次数少,最后的形式只需计算两次加法与一个除法。

当然,前文提到过任何改进都将引入新的缺点:

  • 计算机的float类型是不可靠的,每次迭代都会带来误差。
  • 与最开始小学生都会的形式相比递推形式更难了一些。(啥?你说这点难度也算缺点?记住这个形式,以后你还会见到他的🤭)