diff --git a/applications/lofar2/model/pfb_os/filter_design_cutoff_frequency.ipynb b/applications/lofar2/model/pfb_os/filter_design_cutoff_frequency.ipynb
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index 0000000000000000000000000000000000000000..105d46f75dff60f983cdef77a7fb8f8c24510602
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+++ b/applications/lofar2/model/pfb_os/filter_design_cutoff_frequency.ipynb
@@ -0,0 +1,276 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "c69a2eb8",
+   "metadata": {},
+   "source": [
+    "# Filter design with specific cutoff frequency\n",
+    "\n",
+    "Author: Eric Kooistra, Jun 2024\n",
+    "\n",
+    "Purpose:\n",
+    "* Practise DSP [1].\n",
+    "* Design filter with specific gain at cutoff frequency, typically gain 0.5 or sqrt(0.5)\n",
+    "\n",
+    "References:\n",
+    "1. dsp_study_erko, summary of DSP books"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "02689e50",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "from scipy import signal"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "65235f50",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "The autoreload extension is already loaded. To reload it, use:\n",
+      "  %reload_ext autoreload\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Auto reload module when it is changed\n",
+    "%load_ext autoreload\n",
+    "%autoreload 2\n",
+    "\n",
+    "# Add rtdsp module path to $PYTHONPATH\n",
+    "import os\n",
+    "import sys\n",
+    "module_path = os.path.abspath(os.path.join('../'))\n",
+    "if module_path not in sys.path:\n",
+    "    sys.path.insert(0, module_path)\n",
+    "\n",
+    "# Import rtdsp\n",
+    "from rtdsp.firfilter import design_fir_low_pass_filter\n",
+    "from rtdsp.windows import half_cosine_window\n",
+    "from rtdsp.fourier import dtft, estimate_gain_at_frequency, estimate_frequency_at_gain\n",
+    "from rtdsp.plotting import plot_power_spectrum, plot_magnitude_spectrum"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "c49515de",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Filterbank\n",
+    "Ntaps = 16  # number of taps per poly phase FIR filter\n",
+    "Ndft = 1024  # DFT size\n",
+    "method = 'firls'\n",
+    "method = 'remez'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "c5c90a6b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Samples\n",
+    "fs = 200e6  # sample rate\n",
+    "ts = 1 / fs  # sample period"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "6d3a14bc",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Subbands\n",
+    "Nsub = Ndft // 2  # number of subbands in fs / 2\n",
+    "fsub = fs / Ndft  # subband frequency\n",
+    "tsub = 1 / fsub  # subband period"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "15bf6804",
+   "metadata": {},
+   "source": [
+    "# FIR low pass filter"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "0a69b385",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "hInterpolated.imag ~= 0\n",
+      "> design_fir_low_pass_filter()\n",
+      ". Method              = remez\n",
+      ". Q                   = 16.000000\n",
+      ". fpass               = 78125.000000\n",
+      ". fstop               = 117187.500000\n",
+      ". lpBW                = 195312.500000\n",
+      ". fcutoff             = 97656.250000\n",
+      ". cutoffGain          = 0.500000\n",
+      ". fNyquist            = 100000000.000000\n",
+      ". fs                  = 200000000.000000\n",
+      ". Ncoefs              = 16384\n",
+      ". DC sum              = 1.000000\n",
+      ". Symmetrical coefs   = True\n",
+      "\n",
+      "estimate_gain_at_frequency fcutoff = 5.000000e-01 [fsub]:\n",
+      ". fIndex = 131200\n",
+      ". fValue = 5.000000e-01 [fsub]\n",
+      ". fGain = 5.018223e-01\n",
+      "estimate_frequency_at_gain cutoffGain = 5.000000e-01:\n",
+      ". fIndex = 131200\n",
+      ". fValue = 5.000000e-01 [fsub]\n",
+      ". fGain = 5.018223e-01\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 700x400 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 700x400 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 700x400 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Specifications\n",
+    "Ncoefs = Ndft * Ntaps  # use odd length for integer group delay\n",
+    "cutoffBeta = 0.2\n",
+    "fcutoff = fsub / 2  # center frequency of transition band\n",
+    "fpass = (1 - cutoffBeta) * fcutoff  # pass band frequency\n",
+    "fstop = (1 + cutoffBeta) * fcutoff  # stop band frequency\n",
+    "# fcutoff workaround for firls\n",
+    "tBW = (fstop - fpass) / 2\n",
+    "cutoffBW = tBW / 10  # is default value in design_fir_low_pass_filter()\n",
+    "# Gain at fcutoff center frequency of the transition band\n",
+    "cutoffGain = 0.5\n",
+    "#cutoffGain = np.sqrt(0.5)\n",
+    "# weight pass band ripple versus stop band ripple, and of zero width interval in the transition band\n",
+    "rippleWeights = [1, 1, 1]\n",
+    "\n",
+    "hPrototype = design_fir_low_pass_filter(method,\n",
+    "             Ncoefs, fpass, fstop, fcutoff, cutoffGain, rippleWeights, fs=fs, cutoffBW=cutoffBW)\n",
+    "\n",
+    "if method == 'remez':\n",
+    "    # Window tails to remove equiripple\n",
+    "    hPrototype = hPrototype * half_cosine_window(Ncoefs, roBeta=0.1)\n",
+    "    \n",
+    "# Plot impulse response\n",
+    "plt.figure(1)\n",
+    "plt.plot(hPrototype, 'g')\n",
+    "plt.title('Impulse response')\n",
+    "plt.grid(True)\n",
+    "#plt.xlim((0, 200))\n",
+    "#plt.ylim((-0.00001, 0.00001))\n",
+    "\n",
+    "# Plot transfer function (use frequency in fsub units)\n",
+    "h, f, HF = dtft(hPrototype)\n",
+    "plt.figure(2)\n",
+    "fLim = (-3, 3)\n",
+    "#fLim = None\n",
+    "dbLim = (-140, 5)\n",
+    "plot_power_spectrum(f, HF, 'g', fs / fsub, fLim, dbLim)\n",
+    "plt.xlabel('Frequency [fsub]')\n",
+    "\n",
+    "plt.figure(3)\n",
+    "fLim = (0, 1)  # Zoom in at cutoffGain\n",
+    "#fLim = (fpass / fsub, fstop / fsub)  # Zoom in at cutoffGain\n",
+    "#fLim = None\n",
+    "voltLim = None\n",
+    "plot_magnitude_spectrum(f, HF, 'g', fs / fsub, fLim, voltLim)\n",
+    "plt.xlabel('Frequency [fsub]')\n",
+    "\n",
+    "# Log abs(HF) at fcutoff\n",
+    "fIndex, fValue, fGain = estimate_gain_at_frequency(f * fs, HF, fcutoff)\n",
+    "print('estimate_gain_at_frequency fcutoff = %e [fsub]:' % (fcutoff / fsub))\n",
+    "print('. fIndex = %d' % fIndex)\n",
+    "print('. fValue = %e [fsub]' % (fValue / fsub))\n",
+    "print('. fGain = %e' % fGain)\n",
+    "fIndex, fValue, fGain = estimate_frequency_at_gain(f * fs, HF, cutoffGain)\n",
+    "print('estimate_frequency_at_gain cutoffGain = %e:' % cutoffGain)\n",
+    "print('. fIndex = %d' % fIndex)\n",
+    "print('. fValue = %e [fsub]' % (fValue / fsub))\n",
+    "print('. fGain = %e' % fGain)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e3542672",
+   "metadata": {},
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "0b979a1f",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "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": "3.8.10"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/applications/lofar2/model/pfb_os/filter_design_erfc.ipynb b/applications/lofar2/model/pfb_os/filter_design_erfc.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..85259850d6076a76a42e9b506713cb2945ad2e63
--- /dev/null
+++ b/applications/lofar2/model/pfb_os/filter_design_erfc.ipynb
@@ -0,0 +1,111 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "ea8e78bf",
+   "metadata": {},
+   "source": [
+    "# Filter design based on complementary error function (erfc)\n",
+    "\n",
+    "Author: Eric Kooistra, Jun 2024\n",
+    "\n",
+    "Purpose:\n",
+    "* Practise DSP [1].\n",
+    "* Design filter based on the complementary error function erfc = 1 - erf, as used in [2]\n",
+    "\n",
+    "Description:\n",
+    "The erfc() is point symmeric around (0, 1) and decreases from 2 at -inf to 0 at +inf.\n",
+    "The shape of the erfc() is used as the template for the transfer function of a filter.\n",
+    "The advantage of using the erfc(), compared to e.g. a raised cosine filter with roll off beta, is that the shape has no discontinuities.\n",
+    "\n",
+    "References:\n",
+    "1. dsp_study_erko, summary of DSP books\n",
+    "2. near perfect reconstruction, W. Lubberhuizen"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "7bf5ef09",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "from scipy import special"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "01918bc7",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "9.976611e-01\n",
+      "5.612149e-30\n",
+      "0.000000e+00\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "K = 4\n",
+    "Ndft = 16\n",
+    "Ntaps = 8\n",
+    "Ncoef = Ndft * Ntaps \n",
+    "F = np.arange(Ncoef) / Ncoef\n",
+    "x = K * (Ndft * F - 0.5)\n",
+    "A = 0.5 * special.erfc(x)\n",
+    "plt.plot(A)\n",
+    "plt.xlim((0,Ntaps))\n",
+    "print('%e' % A[0])\n",
+    "print('%e' % A[20])\n",
+    "print('%e' % A[-1])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "4611e655",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "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": "3.8.10"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}