{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 跨频率耦合图解" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 引言\n", "先来通过一个交互式例子感受一下跨频率耦合,建立起一些直观的感受.\n", "\n", "```{note}\n", "点击下面的`Activate`,再点击`run`来启动交互\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
\n",
    "from ipywidgets import interactive\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.widgets import TextBox\n",
    "import numpy as np\n",
    "plt.rcParams['figure.figsize'] = (10.0, 10.0)\n",
    "def set_center_axis(ax):\n",
    "    ax.spines['right'].set_color('none')\n",
    "    ax.spines['top'].set_color('none')\n",
    "    ax.spines['bottom'].set_position(('data', 0))\n",
    "    ax.spines['left'].set_position(('data', 0))\n",
    "seconds = 1\n",
    "sample_rate =500\n",
    "def cfc_data(slow_ph=0,slow_ap=1,fast_ph=0,fast_ap=1):\n",
    "    t = np.linspace(0, seconds, seconds*sample_rate)\n",
    "    slow = np.sin(2*np.pi*5*t+slow_ph)*slow_ap\n",
    "    fast = np.cos(2*np.pi*37*t+fast_ph)*fast_ap\n",
    "    fast_am = 0.5*slow + 0.5\n",
    "    x = slow + fast * fast_am + np.random.randn(*t.shape) * .05\n",
    "    return slow,fast,fast_am,x,t\n",
    "def cfc_draw(slow_ph,slow_ap,fast_ph,fast_ap):\n",
    "    slow,fast,fast_am,x,t=cfc_data(slow_ph,slow_ap,fast_ph,fast_ap)\n",
    "    fig,(ax1,ax2,ax3,ax4)=plt.subplots(4,1)\n",
    "    ax1.plot(t[:sample_rate], slow[:sample_rate])\n",
    "    textstr = '\\n'.join((r'$slow=%.2f sin(2\\cdot5\\pi t+%.2f\\pi)$' % (slow_ap,slow_ph/np.pi ),))\n",
    "    ax1.text(0.05,0.5,textstr,fontsize = 25)\n",
    "    ax2.plot(t[:sample_rate], fast[:sample_rate])\n",
    "    textstr = '\\n'.join((r'$fast=%.2f cos(2\\cdot37\\pi t+%.2f\\pi)$' % (fast_ap,fast_ph/np.pi ),))\n",
    "    ax2.text(0.05,0.5,textstr,fontsize = 25)\n",
    "    ax3.plot(t[:sample_rate], fast_am[:sample_rate])\n",
    "    ax3.text(0.05,0.5,'$fast\\_am = 0.5\\cdot slow + 0.5$',fontsize = 25)\n",
    "    ax4.plot(t[:sample_rate], x[:sample_rate])\n",
    "    ax4.text(0.05,0.5,'$x=slow+fast\\cdot fast\\_am + 0.05random$',fontsize = 25)\n",
    "    for ax in (ax1,ax2,ax3,ax4):\n",
    "        set_center_axis(ax)\n",
    "        \n",
    "def F(slow_ph,slow_ap,fast_ph,fast_ap):\n",
    "    cfc_draw(slow_ph,slow_ap,fast_ph,fast_ap)\n",
    "interactive_plot = interactive(F,slow_ph=(0,2*np.pi,0.1*np.pi),slow_ap=(0,2,0.1),fast_ph=(0, 2*np.pi, 0.05*np.pi),fast_ap=(0,2,0.1))\n",
    "interactive_plot\n",
    "
\n", "\n", "\n", "" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "tags": [ "remove-cell" ] }, "outputs": [], "source": [ "# This cell has a remove-cell tag\n", "%matplotlib inline\n", "from ipywidgets import interactive\n", "import matplotlib.pyplot as plt\n", "from matplotlib.widgets import TextBox\n", "import numpy as np\n", "plt.rcParams['figure.figsize'] = (10.0, 10.0)\n", "def set_center_axis(ax):\n", " ax.spines['right'].set_color('none')\n", " ax.spines['top'].set_color('none')\n", " ax.spines['bottom'].set_position(('data', 0))\n", " ax.spines['left'].set_position(('data', 0))\n", "seconds = 60\n", "sample_rate =500\n", "def cfc_data(slow_ph=0,slow_ap=1,fast_ph=0,fast_ap=1):\n", " t = np.linspace(0, seconds, seconds*sample_rate)\n", " slow = np.sin(2*np.pi*5*t+slow_ph)*slow_ap\n", " fast = np.cos(2*np.pi*37*t+fast_ph)*fast_ap\n", " fast_am = 0.5*slow + 0.5\n", " x = slow + fast * fast_am + np.random.randn(*t.shape) * .05\n", " return slow,fast,fast_am,x,t\n", "def cfc_draw(slow_ph,slow_ap,fast_ph,fast_ap):\n", " slow,fast,fast_am,x,t=cfc_data(slow_ph,slow_ap,fast_ph,fast_ap)\n", " fig,(ax1,ax2,ax3,ax4)=plt.subplots(4,1)\n", " ax1.plot(t[:seconds*4], slow[:seconds*4])\n", " textstr = '\\n'.join((r'$slow=%.2f sin(2\\cdot5\\pi t+%.2f\\pi)$' % (slow_ap,slow_ph/np.pi ),))\n", " ax1.text(0.05,0.5,textstr,fontsize = 25)\n", " ax2.plot(t[:seconds*4], fast[:seconds*4])\n", " textstr = '\\n'.join((r'$fast=%.2f cos(2\\cdot37\\pi t+%.2f\\pi)$' % (fast_ap,fast_ph/np.pi ),))\n", " ax2.text(0.05,0.5,textstr,fontsize = 25)\n", " ax3.plot(t[:seconds*4], fast_am[:seconds*4])\n", " ax3.text(0.05,0.5,'$fast\\_am = 0.5\\cdot slow + 0.5$',fontsize = 25)\n", " ax4.plot(t[:seconds*4], x[:seconds*4])\n", " ax4.text(0.05,0.5,'$x=slow+fast\\cdot fast\\_am + 0.05random$',fontsize = 25)\n", " for ax in (ax1,ax2,ax3,ax4):\n", " set_center_axis(ax)" ] }, { "cell_type": "markdown", "metadata": { "tags": [ "remove-cell" ] }, "source": [ "下图中,slow是一个低频正弦信号,fast是一个高频余弦信号.您可以拖动下面的四个滑块来改变这两个信号的幅值和相位.x是上述两个信号的混合,试着拖动滑块,看一下对信号x会产生什么影响." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "tags": [ "remove-cell" ] }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "0723f6bcfbf24617a36b572cf248f4ac", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(FloatSlider(value=3.141592653589793, description='slow_ph', max=6.283185307179586, step=…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# This cell has a hide-cell tag\n", "def F(slow_ph,slow_ap,fast_ph,fast_ap):\n", " cfc_draw(slow_ph,slow_ap,fast_ph,fast_ap)\n", "interactive_plot = interactive(F,slow_ph=(0,2*np.pi,0.1*np.pi),slow_ap=(0,2,0.1),fast_ph=(0, 2*np.pi, 0.05*np.pi),fast_ap=(0,2,0.1))\n", "output = interactive_plot.children[-1]\n", "output.layout.height = '600px'\n", "interactive_plot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "跨频率耦合一共有三种形式:\n", "1. 相-相耦合(phase-phase coupling,PPC);\n", "2. 相-幅耦合(phase-amplitude coupling,PAC);\n", "3. 幅-幅耦合(amplitude-amplitude coupling,AAC).\n", "\n", "上面的交互式例子展示的是低频相位调制高频幅度,属于相-幅耦合." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 如何对跨频率耦合现象进行分析和量化?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "目前研究得比较多的是相-幅耦合,其耦合程度可以用同步化指标$PAC$来计算:\n", "\n", "$$\n", "P A C=\\left|n^{-1} \\sum_{t=1}^{n} a_{t} e^{i \\phi_{t}}\\right|\n", "$$\n", "\n", "其中$n$表示时间点的总数,$t$表示时间点,$a_t$表示高频信号在$t$时刻的功率,$\\phi_t$表示低频信号在$t$时刻的相位,$i$为复数单位.\n", "\n", "那么,跨频率耦合分析可以分三步走:\n", "1. 将信号分为高频段和低频段;\n", "2. 从滤波后的信号中提取振幅和相位;\n", "3. 确定相位和振幅是否相关(计算PAC).\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 步骤一:将信号分为高频段和低频段" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "以上文交互式模组中的数据为例,进行分析." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from pylab import *\n", "slow,fast,fast_am,x,t=cfc_data()\n", "figure(figsize=(14, 4)) # Create a figure with a specific size.\n", "plot(t[:sample_rate*1], x[:sample_rate*1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "观察上图,可以猜测这个信号可能由一个5Hz的低频信号和一个25Hz以上的高频信号叠加而成.\n", "对数据进行傅利叶变换,得到其功率谱,确认一下信号的频率成分." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "LFP = x\n", "\n", "dt = t[1] - t[0] # 定义采样间隔\n", "T = t[-1] # ... 数据的持续时间,\n", "N = len(LFP) # ... 数据点数\n", "\n", "x_h = hanning(N) * LFP # 将数据乘以汉宁窗\n", "xf = rfft(x_h - x_h.mean()) # 计算傅里叶变换 \n", "Sxx = 2*dt**2/T * (xf*conj(xf)) # 计算功率谱\n", "Sxx = real(Sxx) # 留下实部\n", "\n", "df = 1 / T # 定义的频率分辨率,\n", "fNQ = 1 / dt / 2 # ... 和奈奎斯特频率 \n", "\n", "faxis = arange(0, fNQ + df, df) # 构造频率坐标\n", "plt.plot(faxis, 10 * log10(Sxx))# 绘制频谱与频率.\n", "xlim([0, 50]) # 设置频率范围, \n", "ylim([-80, 0]) # ... 和功率范围\n", "xlabel('Frequency [Hz]') # 给坐标轴打上标签\n", "ylabel('Power [mV$^2$/Hz]');\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "功率谱密度图显示,该信号主要由一个5Hz左右的低频和一个30~45Hz左右的高频组成.因此,信号可以划分为:\n", "- 低频带: $[2,7]Hz$\n", "- 高频带: $[30,45]Hz$" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from scipy import signal\n", "Wn = [2,7]; # 设置通频带[2-7]Hz,\n", "n = 100; # ... 和滤波器阶数,\n", " # ... 构建带通滤波器,\n", "b = signal.firwin(n, Wn, nyq=fNQ, pass_zero=False, window='hamming');\n", "Vlo = signal.filtfilt(b, 1, LFP); # ... 将其应用到数据中.\n", "\n", "Wn = [30, 45]; # 设置通频带[30-45]Hz,\n", "n = 100; # ... 和滤波器阶数,\n", " # ... 构建带通滤波器,\n", "b = signal.firwin(n, Wn, nyq=fNQ, pass_zero=False, window='hamming');\n", "Vhi = signal.filtfilt(b, 1, LFP); # ... 将其应用到数据中.\n", "\n", "figure(figsize=(14, 4)) \n", "plot(t, LFP) \n", "plot(t, Vlo) \n", "plot(t, Vhi) \n", "xlabel('Time [s]')\n", "xlim([24, 26]); \n", "ylim([-2, 2]);\n", "legend(['origin signal', 'low pass band signal', 'high pass band signal']); " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 步骤二:从滤波后的信号中提取振幅和相位" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "在上一个步骤中,低频成分和高频成分被从原始信号中分解出来了,接下来提取低频成分的相位和高频成分的幅值.\n", "在这个步骤中使用到了希尔伯特变换.关于希尔伯特变换的内容,笔者将在另一篇博客中展开." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0.0, 500.0)" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "phi = angle(signal.hilbert(Vlo)) # 计算低频成分相位\n", "amp = abs(signal.hilbert(Vhi)) # 计算高频成分的幅值\n", "plot(amp)\n", "plot(Vhi)\n", "plot(phi)\n", "legend(['high freq signal envelope', 'high freq signal amplitude', 'low freq signal phase']); \n", "xlim([0,500])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 步骤三: 确定相位和振幅是否相关(计算PAC)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$$\n", "P A C=\\left|n^{-1} \\sum_{t=1}^{n} a_{t} e^{i \\phi_{t}}\\right|\n", "$$" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "PAC= 0.49317710887774724\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "p_bins = arange(-pi, pi, 0.1)\n", "a_mean = zeros(size(p_bins)-1)\n", "p_mean = zeros(size(p_bins)-1)\n", "for k in range(size(p_bins)-1): #对于每个相位区间,\n", " pL = p_bins[k] #... 左范围,\n", " pR = p_bins[k+1] #... 右范围.\n", " indices=(phi>=pL) & (phi h for s in hS]) / len(hS)\n", "print(p)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "tags": [ "remove-cell" ] }, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import IPython\n", "url = '//player.bilibili.com/player.html?aid=462746265&bvid=BV1rL41147Xn&cid=400866786&page=1'\n", "IPython.display.IFrame(url,width=700,height=400)" ] } ], "metadata": { "celltoolbar": "Tags", "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.5" } }, "nbformat": 4, "nbformat_minor": 4 }