diff --git a/applications/lofar2/model/pfb_os/dsp.py b/applications/lofar2/model/pfb_os/dsp.py
index c30de5e7f01d30f7cb67ac560d3e5c274d1e9ab8..52e1c86d5e80596e926b5493dbcab42334f07011 100644
--- a/applications/lofar2/model/pfb_os/dsp.py
+++ b/applications/lofar2/model/pfb_os/dsp.py
@@ -58,10 +58,21 @@ def pow_db(volts):
 
 
 def is_even(n):
-    """Return True if n is even, else False when odd."""
+    """Return True if n is even, else False when odd.
+
+    For all n in Z.
+    """
     return n % 2 == 0
 
 
+def is_odd(n):
+    """Return True if n is odd, else False when even.
+
+    For all n in Z, because result of n % +2 is 0 or +1.
+    """
+    return n % 2 == 1
+
+
 def is_symmetrical(x, anti=False):
     """Return True when x[n] = +-x[N-1 - n], within tolerances, else False."""
     rtol = c_rtol
@@ -90,21 +101,53 @@ def read_coefficients_file(filepathname):
     return coefs
 
 
+def one_bit_quantizer(x):
+    """Quantize 0 and positive x to +1 and negative x to -1."""
+    return np.signbit(x) * -1 + 2
+
+
+def impulse_at_zero_crossing(x):
+    """Create signed impulse at zero crossings of x."""
+    diff = np.diff(one_bit_quantizer(x))
+    return np.concatenate((np.array([0]), diff))
+
+
 ###############################################################################
 # Filter design
 ###############################################################################
 
+def nof_taps_kaiser_window(fs, fpass, fstop, atten_db):
+    """Number of FIR LPF taps using Kaiser window based design
+
+    Reference: [HARRIS 3.2, Fig. 3.8 for beta]
+    """
+    df = fstop - fpass
+    return int((fs / df) * (atten_db - 8) / 14)
+
+
+def nof_taps_remez(fs, fpass, fstop, atten_db):
+    """Number of FIR LPF taps using remez = Parks-McClellan based design.
+
+    Reference: [HARRIS 3.3, LYONS 5.6]
+    """
+    df = fstop - fpass
+    return int((fs / df) * (atten_db / 22))
+
+
 def ideal_low_pass_filter(Npoints, Npass, bandEdgeGain=1.0):
     """Derive FIR coefficients for prototype low pass filter using ifft of
     magnitude frequency response.
 
+    The Npoints defines the double sided spectrum, so Npass = 2 * fpass / fs
+    * Npoints, where fpass is the positive cutoff frequency of the LPF.
+
     Input:
     - Npoints: Number of points of the DFT in the filterbank
-    - Npass: Number of points with gain > 0 in pass band
+    - Npass: Number of points with gain > 0 in pass band.
     - bandEdgeGain : Gain at band edge
     Return:
     - h: FIR coefficients from impulse response
-    . f: normalized frequency axis for HF, fs = 1
+    - f: normalized frequency axis for HF, fs = 1
     - HF: frequency transfer function of h
     """
     # Magnitude frequency reponse
@@ -132,6 +175,8 @@ def fourier_interpolate(HFfilter, Ncoefs):
     time shift of hInterpolated, to make it symmetrical. Similar as done in
     pfs_coeff_final.m and pfir_coeff.m. Use upper = conj(lower), because that
     is easier than using upper from HFfilter.
+
+    Reference: LYONS 13.27, 13.28
     """
     N = len(HFfilter)
     K = N // 2
@@ -173,6 +218,58 @@ def fourier_interpolate(HFfilter, Ncoefs):
     return hInterpolated.real
 
 
+###############################################################################
+# Hilbert transform filter
+###############################################################################
+
+def hilbert_response(Ntaps):
+    """Calculate impulse response of Hilbert filter truncated to Ntaps
+    coefficients.
+
+    h(t) = 1 / (pi t) ( 1 - cos(ws t / 2), l'Hoptial's rule: h(0) = 0
+
+    For n = ...-2, -1, 0, 1, 2, ..., and Ts = 1, and Ntaps is
+    . odd: t = n Ts
+        ht[n] = 1 / (pi n)) ( 1 - cos(pi n))
+              = 0, when n is even
+              = 2 / (pi n), when n is odd
+    . even: t = (n + 0.5) Ts
+        ht(n) = 1 / (pi m)) ( 1 - cos(pi m)), with m = n + 0.5
+    """
+    Npos = Ntaps // 2
+    if is_even(Ntaps):
+        ht = np.zeros(Npos)
+        for n in range(0, Npos):
+            m = n + 0.5
+            ht[n] = 1 / (np.pi * m) * (1 - np.cos(np.pi * m))
+        ht = np.concatenate((np.flip(-ht), ht))
+    else:
+        Npos += 1
+        ht = np.zeros(Npos)
+        for n in range(1, Npos, 2):
+            ht[n] = 2 / (np.pi * n)
+        ht = np.concatenate((np.flip(-ht[1:]), ht))
+    return ht
+
+
+def hilbert_delay(Ntaps):
+    """Delay impulse by (Ntaps - 1) / 2 to align with hilbert_response(Ntaps).
+
+    Analytic signal htComplex = htReal + 1j * htImag where:
+    . htReal = hilbert_delay(Ntaps)
+    . htImag = hilbert_response(Ntaps)
+
+    Only support integer delay D = (Ntaps - 1) / 2, so Ntaps is odd, then return
+    htReal, else return None.
+    """
+    if is_even(Ntaps):
+        return None
+    D = (Ntaps - 1) // 2
+    htReal = np.zeros(Ntaps)
+    htReal[D] = 1.0
+    return htReal
+
+
 ###############################################################################
 # DFT
 ###############################################################################
@@ -221,7 +318,7 @@ def dtft(coefs, Ndtft=None, zeroCenter=True, fftShift=True):
 # Plotting
 ###############################################################################
 
-def plot_time_response(h, markers=False):
+def plot_time_response(h, name='', markers=False):
     """Plot time response (= impulse response, window, FIR filter coefficients).
 
     Input:
@@ -232,7 +329,7 @@ def plot_time_response(h, markers=False):
         plt.plot(h, '-', h, 'o')
     else:
         plt.plot(h, '-')
-    plt.title('Time response')
+    plt.title('Time response %s' % name)
     plt.ylabel('Voltage')
     plt.xlabel('Sample')
     plt.grid(True)
@@ -247,7 +344,7 @@ def plot_spectra(f, HF, fs=1.0, fLim=None, dbLim=None):
     . fs: sample frequency in Hz, scale f by fs, fs >= 1
     """
     Hmag = np.abs(HF)
-    Hphs = np.angle(HF)
+    Hphs = np.unwrap(np.angle(HF))
     Hpow_dB = pow_db(HF)  # power response
     fn = f * fs
     if fs > 1:
diff --git a/applications/lofar2/model/pfb_os/dsp_study_erko.txt b/applications/lofar2/model/pfb_os/dsp_study_erko.txt
index 8964b652a7eb89cdff9ce8090a012ed22072bcd2..15d3ef6b3bf0b3d602595bcf695c0bf9b737b1dd 100644
--- a/applications/lofar2/model/pfb_os/dsp_study_erko.txt
+++ b/applications/lofar2/model/pfb_os/dsp_study_erko.txt
@@ -91,19 +91,25 @@
     determine the full response of a system, be it stable or unstable,
     including transient parts.
 
+
 2) Windows [JOS4 3]
-- Tabel [PROAKIS 8.2.2]
+- Window types table [HARRIS 3.2, PROAKIS 8.2.2]
+- Kaiser beta and side lobe levels figure [HARRIS 3.2]
 - Rectangular window with length M [LYONS 3.13]
   . Dirichlet kernel or aliased sinc:
       HF(m) = c sin(pi * m * M / Ndtft) / sin(pi * m / Ndtft)
   . Ndtft = M yields all-ones form that defines the DFT frequency response
     to an input sinusoidal and it is also the of a single DFT bin:
       HF(m) = sin(pi * m) / sin(pi * m / M)
-           ~= Ndtft * sinc(pi * m) for Ndtft = M >~ 10
+           ~= Ndtft * sinc(m) for Ndtft = M >~ 10
 - Properties of rectangular window with M points from [JOS4 3.1.2]:
+  . M determines transition band width, window shape determines stop band
+    side lobe level [HARRIS 8.2]
   . Zero crossings at integer multiples of 2 pi / M = Ndtft / M [LYONS Eq.
     3.45]
-  . Main lobe width is 4 pi / M
+  . Main lobe width is 4 pi / M between zero crossings.
+  . Main lobe cutoff frequency is about fpass ~= 0.6 / M, where fpass is
+    positive frequencies -6 dB power BW [EK]
   . As M increases, the main lobe narrows (better frequency resolution).
   . M has no effect on the height of the side lobes (same as the Gibbs
     phenomenon for truncated Fourier series expansions.
@@ -113,6 +119,7 @@
     the window transform is real in the zero-phase case (i.e., centered
     about time 0).
 
+
 3) Low pass filter (LPF)
 - Design parameters [JOS4 4.2]
   . Pass band edge frequency: w_pass
@@ -123,28 +130,51 @@
       r_stop = 10**(r_stop_dB / 20)
 - Ideal LPF [JOS4 4.1]
   . w_cutoff = w_pass = w_stop, r_pass = r_stop = 0
-  . sinc(t) = sin(pi t) / (pi t) [JOS4 3.1, numpy)
-  . h_ideal(n) = 2 f_c sinc(2 f_c n), n in Z
-    - f_c is normalized cutoff frequency with fs = 1
+  . sinc(t) = sin(pi t) / (pi t) [JOS4 3.1, numpy, MATLAB]
+  . h_ideal(n) = 2 f_cutoff sinc(2 f_cutoff n), n in Z
+    - f_cutoff is normalized cutoff frequency with fs = 1
+    - f_cutoff is positive frequencies -6 dB power BW
+  . cutoff frequency remarks:
+    - [Scipy firwin] defines f_c relative to fNyquist = fs / 2 instead of fs,
+      so need to specify f_c = f_cutoff / 2.
+    - [Scipy firls, remez] define fpass relative to fs, so specify fc =
+      f_cutoff.
 - LPF FIR filter design [LYONS 5.3]
   . Methods based on desired response characteristics [MNE]:
     - Frequency-domain design (construct filter in Fourier domain and use an
       IFFT to invert it, MATLAB fir2)
     - Windowed FIR design (scipy.signal.firwin(), firwin2(), and MATLAB fir1
-      with default Hamming)
+      with default Hamming).
     - Least squares designs (scipy.signal.firls(), MATLAB firls, fircls1)
       . firls = least squares
       . fircls, fircls1 = constrained ls with pass, stop ripple
     - The Remez or Parks-McClellan algorithm (scipy.signal.remez(), MATLAB
       firpm)
-  . MATLAB filters yield n + 1 coefs
+  . MATLAB filters specify order n, so yield n + 1 coefs
   . LS and Remez can do bandpass (= flat), differentiator, hilbert
-  . Linear phase filter types (filter order is Ntaps - 1, fNyquist = f2/2):
+  . LS and Remez for large Ntaps (> 1000) can fail, but can be achieved
+    using Fourier interpolation a filter with less coefs.
+    by stuffing zeros in the frequency domain [LYONS 13.27, 13.28]
+  . Linear phase filter types (filter order is Ntaps - 1, fNyquist = fs/2)
+    [LYONS 9.4.1]:
       Type  Ntaps  Symmetry  H(0) H(fs/2)
       I     Odd    Even      any  any  --> LPF, HPF
       II    Even   Even      any  0    --> LPF
       III   Odd    Odd       0    0    --> differentiator, hilbert
       IV    Even   Odd       0    any  --> differentiator, hilbert
+  . Note coefs = flip(h) is important for anti-symmetric
+- Band Pass Filter (BPF):
+  . h_bp[k] = h_lp[k] * s_shift[k]
+            = h_lp[k] * cos(2 pi fc k)
+            = h_lp[k] * cos(k pi / 2), for half band fc = fs / 4,
+              series [1, 0, -1, 0]
+
+- High Pass Filter (HPF):
+  . h_hp[k] = h_lp[k] * s_shift[k]
+            = h_lp[k] * cos(2 pi fc k)
+            = h_lp[k] * cos(k pi), for fc = fs / 2,
+              series [1, -1]
+
 
 2) Finite Impulse Response (FIR) filters
 - FIR filters perform time domain Convolution by summing products of shifted
@@ -163,20 +193,30 @@
         \----------\-- ... ------------\--> + --> y(n)
 
 - Convolution in time domain is equivalent to multiplication in frequency
-  domain
-  y(n) = h(k) * x(n) ==> DFT ==> Y(m) = H(m) X(m)
+  domain:
+    y(n) = h(k) * x(n) ==> DFT ==> Y(m) = H(m) X(m)
 
 - Number of FIR coefficients (Ntaps)
   . Trade window main-lobe width for window side-lobe levels and in turn filter
     transition bandwidth and side-lobe levels
   . Transition bandwidth: df = fstop - fpass
-  . Window based design [HARRIS 3.2, LYONS 5.10.5]:
+  . Ntaps must be odd if a passband includes fNyquist = fs / 2 [scipy firwin].
+  . Kaiser window based design [HARRIS 3.2, Fig. 3.8 for beta]:
     - Ntaps ~= fs / df * (Atten(dB) - 8) / 14
   . Remez = Parks-McClellan [HARRIS 3.3, LYONS 5.6]:
     - yield a Chebychev-type filter
     - Steeper transition than window based, but constant stopband peak levels
-    - Ntaps = f(fs, fpass, fstop, passband ripple +-d1, stopband ripple +-d2)
-           ~= fs / df * Atten(dB) / 22
+    - Ntaps = func(fs, fpass, fstop, pb ripple, sb ripple) [HARRIS 3.3,
+      LYONS 5.10.5]:
+           ~= fs / df * Atten(dB) / 22, df = abs(fstop - fpass)
+    - Choose transition region specification in order 4 pi / Ntaps, and not
+      too wide, because then the transition band is not smooth [JOS4 4.5.2].
+  . Equiripple vs 1/f ripple [HARRIS 3.3.1], rate of decay depends on order of
+    the discontinuity in time domain:
+    . 0-order 1/f decay implies discontinuous amplitude like with rect
+      window, this is advantagous in case of multi rate where multiple
+      regions fold (alias) into the pass band.
+    . -1 order no decay implies impulses at end-points of impulse response.
 
 - Linear phase FIR filter
   . Even or odd symmetrical h(n) = +-h(M - 1 - n), n = 0,1,...,N-1
@@ -186,12 +226,74 @@
   . Design using windowed sinc, because windows are symmetrical [PROAKIS 8.2.2,
     LYONS 5.3.2, DSPGUIDE 16]
 
-- Half band FIR filter [LYONS 5.7]
-  . Symmetrical frequency response about fs / 2, so fpass + fstop = fs / 2
+- Half band FIR filter [LYONS 5.7, HARRIS 8]
   . When Ntaps is odd, then half of the coefs are 0.
-
-
-3) Discrete Fourier Transform (DFT)
+    - Ntaps + 1 is multiple of 4
+    - Gain at fs / 4 is 0.5
+  . Symmetrical frequency response about fc = fs / 4, so fpass + fstop = fs / 2
+  . Design:
+    - window: h_lp[n] * w[n] [HARRIS 8.3]
+    - remez:
+      . same weigths for stop and pass band [HARRIS 8.4]
+      . construct 2N + 1 half band from N (non zero) half band design, trick
+        to use different weights [HARRIS 8.5]
+  . Low pass, fc = fs / 4, sinc(t) = sin(pi t) / (pi t) [numpy]
+    . h_lp[n] = h_ideal(n) = 2 f_cutoff sinc(2 f_cutoff n) = 1/2 sinc(n / 2), n in Z
+    . h_hp[n] = h_lp[n] exp(j pi n) = h_lp[n] * cos(n pi)
+  . Low pass and high pass half band filters are complementary [HARRIS 8.2],
+    so h_lp[n] + h_hp[n] = d(n - N), 0 <= n <= 2N (causal)
+
+
+4) Hilbert transform (HT) and analytic signal [LYONS 9]
+- The Hilbert transform (HT) creates a 90 degrees phase-shifted version of a
+  real signal. The HT can be defined as a filter with impulse response ht,
+  . x_ht[t] = xi[t] = ht[t] * xr[t].
+    - Analytical signal: xa = xr + j xi
+    - E.g.: xr = cos(wt) --> xi = sin(wt) --> xa = exp(jwt)
+  . HT(w) = j, 0, -j for f < 0, 0, > 0
+    - Analytic signal is zero for negative frequencies, and has only the
+      positive frequencies of xr, but with 2x magnitude. Therefore Xa(w) is
+      also called a one sided spectrum (of Xr(w)).
+  . ht[t] = IFT(HT(w)), yields:
+    ht[n] = 0, when n is even
+          = 2 / (pi n Ts), when n is odd
+- Purpose analytic signal:
+  . measuring instantaneous characteristics (magnitude sqrt(xr^2 + xi^2),
+    phase atan(xi / xr), frequency d/dt(phase)) of time signals, e.g. for AGC,
+    envelop, demodulation
+  . frequency translation.
+- Anti-symmetric response:
+  . Linear phase, with discontinuity of pi at f = 0, as is the purpose of HT
+  . Type IV, Ntaps even --> HT(0) = 0, HT(fs/2) = any
+  . Type III, Ntaps odd --> HT(0) = 0, HT(fs/2) = 0 --> so BPF, advantages:
+    - odd coefs are zero
+    - group delay is (Ntaps - 1) / 2 is integer
+- Design methods:
+  . HT window design: ht[n] * w[n], best use Ntaps is odd
+  . Analytic signal generation using complex BPF [LYONS 9.5, HARRIS 8.5]:
+      xr --> complex BPF --> xa = xI + j xQ, where xQ = HT(xI)
+    - creates pair of in-phase (I) and quadrature (Q) channels
+    - h_lp[k] is Ntaps LPF with two sided BW equal to BPF BW
+    - h_bp[k] = h_lp[k] * exp(2 pi fcenter / fs (k - D)), mixer
+              = h_cos[k] + j h_sin[k]
+      . k = 0 ... Ntaps - 1
+      . D = (Ntaps - 1) / 2, but same for both I and Q, so even Ntaps is as
+        feasible
+      . h_cos is symmetrical, h_sin is anti-symmetrical
+      . if BPF fcenter = fs / 4 then mixer = exp(pi / 2 (k - D)), so then half
+        of h_cos and h_sin coefs are 0, alternately
+      . if LPF BW is half band, so f_cutoff = fcenter, then half of h_sin coefs
+        are 0 and all but one of h_cos coefs are 0.
+  . Analytic signal generation using complex down conversion [LYONS 8]
+  . Using the DFT [LYONS 9.4.2], like with signal.hilbert. The signal.hilbert
+    generate the analytic signal of a real signal. It uses the DFT of the real
+    signal to determine the analytic signal xa = IDFT(DFT(xr) * 2U) =
+    xr + j ht. With xr = d(n - Ntaps // 2) this yields ht = imag(xa).
+  . Half band [13.1, 13.37]
+
+- IIR Hilbert transform [HARRIS 10.7]
+
+5) Discrete Fourier Transform (DFT)
 - The N roots of unity [JOS1 3.12, 5.1, PROAKIS 5.1.3, LYONS 4.3]. Note JOS
   uses +j in W_N because inproduct is with conj(W_N), others use -j because
   then W_N can be used directly in equation and matrix:
@@ -293,9 +395,9 @@
   . K = N yields all-ones form that defines the DFT frequency response
     to an input sinusoidal and it is also the of a single DFT bin:
       X(m) = sin(pi * m) / sin(pi * m / K)
-          ~= K * sinc(pi * m) for K = N >~ 10
+          ~= K * sinc(m) for K = N >~ 10
 
-4) Multirate processing:
+6) Multirate processing:
 - Linear Time Variant (LTV) process, because it depends on when the
   downsampling and upsampling start.
 - Polyphase filtering ensures that only the values that remain are calculated,
@@ -318,7 +420,7 @@ Upsampling + LPF = interpolation:
   pass band of sin(x)/x [LYONS 10.5.1]
 
 
-5) Signal operators [JOS1 7.2]
+Appendix 7) Signal operators [JOS1 7.2]
 
 - Operator(x) is element of C^N for all x element of C^N
   . assume modulo N indexing for n in x(n), so x(n) = x(n + mN) or periodic
diff --git a/applications/lofar2/model/pfb_os/filter_design_firls.ipynb b/applications/lofar2/model/pfb_os/filter_design_firls.ipynb
index c53b1d3555a5becb4e5abc719e2492100b08ba64..2e19fd8b6c33a4cde71f82336c080554ca1e4cdf 100644
--- a/applications/lofar2/model/pfb_os/filter_design_firls.ipynb
+++ b/applications/lofar2/model/pfb_os/filter_design_firls.ipynb
@@ -144,6 +144,7 @@
     "#   and the weight. Choose 0 ~< w_tb ~< 1.0 fpass, to ensure the FIR filter design converges\n",
     "#   and improve the passband ripple and stopband attenuation. A to large transition band \n",
     "#   also gives the design too much freedom and causes artifacts in the transition.\n",
+    "# . scipy firls() defines fpass relative to fs, so can use fpass as cutoff frequency.\n",
     "Q = Ntaps\n",
     "N = Ncoefs // Q + 1  # + 1, because firls only supports odd number of FIR coefficients\n",
     "f_pb = fpass * Q # pass band cut off frequency\n",
diff --git a/applications/lofar2/model/pfb_os/filter_design_windowed_sync.ipynb b/applications/lofar2/model/pfb_os/filter_design_windowed_sync.ipynb
index fc6969db46c3383c704a57828ba870b8c35c9863..4d664a971a95073ebf1e8c57e4c5a5364b951636 100644
--- a/applications/lofar2/model/pfb_os/filter_design_windowed_sync.ipynb
+++ b/applications/lofar2/model/pfb_os/filter_design_windowed_sync.ipynb
@@ -21,7 +21,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 3,
    "id": "3563bc63",
    "metadata": {},
    "outputs": [],
@@ -33,7 +33,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 4,
    "id": "f820b0ac",
    "metadata": {},
    "outputs": [],
@@ -43,7 +43,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 24,
    "id": "a131b5b6",
    "metadata": {},
    "outputs": [
@@ -53,7 +53,7 @@
        "<module 'dsp' from '/dop466_0/kooistra/git/hdl/applications/lofar2/model/pfb_os/dsp.py'>"
       ]
      },
-     "execution_count": 3,
+     "execution_count": 24,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -73,22 +73,29 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 6,
    "id": "4e185794",
    "metadata": {},
    "outputs": [],
    "source": [
-    "# LPF specifications\n",
-    "Npoints = 1024\n",
+    "# LPF specification for LOFAR subband filter\n",
+    "Npoints = 1024   # = number of bins in fs, = DFT size\n",
+    "BWbin = 1 / Npoints  # bandwidth of one bin\n",
+    "# . Use half power bandwidth factor to tune half power cutoff frequency of LPF, default 1.0\n",
+    "hp_factor = 1.0\n",
+    "BWpass = hp_factor * BWbin\n",
+    "fpass = BWpass / 2  # bin at DC: -fpass to +fpass\n",
+    "# scipy defines cutoff frequency relative to fnyquist = fs / 2 instead of fs.\n",
+    "fcutoff = 2 * fpass\n",
+    "\n",
+    "# Actual FIR filter length\n",
     "Ntaps = 16\n",
-    "Ncoefs = Npoints * Ntaps\n",
-    "hp_factor = 0.97\n",
-    "fpass = hp_factor / Npoints"
+    "Ncoefs = Npoints * Ntaps"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 7,
    "id": "ccbe2065",
    "metadata": {},
    "outputs": [
@@ -119,10 +126,14 @@
     "\n",
     "# FIR coefficients\n",
     "if method == 'manual':\n",
-    "    # sinc, sinc(t) = sin(pi t)/(pi t)\n",
-    "    nlo = -Ncoefs//2\n",
+    "    # sinc(t) = sin(pi t)/(pi t)\n",
+    "    nlo = -(Ncoefs // 2)\n",
     "    n = np.arange(nlo, nlo + Ncoefs)\n",
-    "    sinc = np.sinc(fpass * (n + 0.5))\n",
+    "    # h_ideal(n) = 2 fpass sinc(2 fpass n), n in Z [JOS4 4.1]\n",
+    "    if dsp.is_even(Ncoefs):\n",
+    "        sinc = np.sinc(2 * fpass * (n + 0.5))  # +0.5 to make symmetrical for N is even\n",
+    "    else:\n",
+    "        sinc = np.sinc(2 * fpass * n)\n",
     "    print('. Symmetrical sinc  = %s' % dsp.is_symmetrical(sinc))\n",
     "    # window\n",
     "    if window == 'hann':\n",
@@ -136,9 +147,9 @@
     "    coefs /= np.sum(coefs)\n",
     "elif method == 'firwin':\n",
     "    if window == 'hann':\n",
-    "        coefs = signal.firwin(Ncoefs, fpass, window='hann')\n",
+    "        coefs = signal.firwin(Ncoefs, fcutoff, window='hann')\n",
     "    elif window == 'kaiser':\n",
-    "        coefs = signal.firwin(Ncoefs, fpass, window=('kaiser', beta))\n",
+    "        coefs = signal.firwin(Ncoefs, fcutoff, window=('kaiser', beta))\n",
     "# Plot\n",
     "h, f, HF = dsp.dtft(coefs)\n",
     "# Symmetrical FIR coeffients: coefs[0] = 0, coefs[1] = coefs[-1]\n",
@@ -149,13 +160,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 8,
    "id": "0eddef92",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -172,13 +183,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 9,
    "id": "cecb34c7",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -190,7 +201,7 @@
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -202,7 +213,7 @@
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -214,7 +225,7 @@
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -233,7 +244,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 10,
    "id": "a49c1d87",
    "metadata": {},
    "outputs": [],
@@ -258,44 +269,80 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 11,
    "id": "a1c86a38",
    "metadata": {},
    "outputs": [],
    "source": [
     "# LOFAR coefs\n",
-    "Npoints = 1024\n",
-    "Ntaps = 16\n",
     "lofarCoefs = dsp.read_coefficients_file('../data/Coeffs16384Kaiser-quant.dat')\n",
     "lofarCoefs /= np.sum(lofarCoefs)\n",
-    "hLofar, fLofar, HFlofar = dsp.dtft(lofarCoefs)"
+    "hLofar, fLofar, HFlofar = dsp.dtft(lofarCoefs)\n",
+    "Npoints = 1024  # = number of bins in fs, = DFT size\n",
+    "BWbin = 1 / Npoints  # bandwidth of one bin = one subband\n",
+    "Ntaps = 16\n",
+    "Ncoefs = Npoints * Ntaps"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 16,
    "id": "29baa88c",
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Windowed sync type LPF\n",
-    "fpass = 1 / Npoints\n",
+    "# Windowed sync type LPF, equivalent to LPF specification for LOFAR subband filter\n",
+    "# . Use half power bandwidth factor to tune half power cutoff frequency of LPF, default 1.0\n",
+    "hp_factor = 1.0\n",
+    "BWpass = hp_factor * BWbin\n",
+    "fpass = BWpass / 2  # bin at DC: -fpass to +fpass\n",
+    "# . scipy defines cutoff frequency relative to fNyquist = fs / 2 instead of fs.\n",
+    "fcutoff = 2 * fpass\n",
+    "\n",
     "window = 'hann'\n",
     "window = 'kaiser'\n",
     "\n",
     "windowLegend = window\n",
     "if window == 'hann':\n",
-    "    coefs = signal.firwin(Ncoefs, fpass, window='hann')\n",
+    "    coefs = signal.firwin(Ncoefs, fcutoff, window='hann')\n",
     "elif window == 'kaiser':\n",
+    "    # Use beta 8 for best fit with HFlofar (regarding side lobe levels and band pass width)\n",
     "    beta = 8  # beta: 0 rect, 5 hamming, 6 hanning\n",
-    "    coefs = signal.firwin(Ncoefs, fpass, window=('kaiser', beta))\n",
+    "    coefs = signal.firwin(Ncoefs, fcutoff, window=('kaiser', beta))\n",
     "    windowLegend = window + ', beta = %.1f' % beta\n",
     "hWin, fWin, HFwin = dsp.dtft(coefs)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 27,
+   "id": "cd71708c",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Number of taps in LOFAR subband filter      : 16384\n",
+      ". Estimated number of taps for Kaiser window: 11995\n",
+      ". Estimated number of taps for Remez        : 8378\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Estimate Ntaps\n",
+    "fs = 1\n",
+    "atten_db = 90\n",
+    "Nwin = dsp.nof_taps_kaiser_window(fs, fpass, fcutoff, atten_db)\n",
+    "Nremez = dsp.nof_taps_remez(fs, fpass, fcutoff, atten_db)\n",
+    "print('Number of taps in LOFAR subband filter      : %d' % Ncoefs)\n",
+    "print('. Estimated number of taps for Kaiser window: %d' % Nwin)\n",
+    "print('. Estimated number of taps for Remez        : %d' % Nremez)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
    "id": "697c358d",
    "metadata": {},
    "outputs": [
diff --git a/applications/lofar2/model/pfb_os/hilbert_transform_application.ipynb b/applications/lofar2/model/pfb_os/hilbert_transform_application.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..c033ebad022c6f78540fc52247d8c5f798f98e51
--- /dev/null
+++ b/applications/lofar2/model/pfb_os/hilbert_transform_application.ipynb
@@ -0,0 +1,318 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "6e0a005d",
+   "metadata": {},
+   "source": [
+    "# Try Hilbert transform application\n",
+    "\n",
+    "Author: Eric Kooistra, dec 2023\n",
+    "\n",
+    "Purpose:\n",
+    "* Practise DSP [1].\n",
+    "\n",
+    "The HT is used to determine the envelope and frequency of an amplitude modulated (AM) signal, similar as in scpy.signal.hilbert example. With square (= step) or impulse wave AM there occurs ringing at the transition with same shape as the impule response of the HT. The ringing is not due to the chirp, because it also occurs with a sin wave carrier.\n",
+    "\n",
+    "References:\n",
+    "\n",
+    "1. dsp_study_erko, summary of DSP books"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 52,
+   "id": "3563bc63",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "from scipy import signal"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 53,
+   "id": "f820b0ac",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import dsp"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 54,
+   "id": "a131b5b6",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<module 'dsp' from '/dop466_0/kooistra/git/hdl/applications/lofar2/model/pfb_os/dsp.py'>"
+      ]
+     },
+     "execution_count": 54,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import importlib\n",
+    "importlib.reload(dsp)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 63,
+   "id": "e38f8974",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Fixed constants:\n",
+    "fadc = 200  # MHz LOFAR\n",
+    "fnyquist = fadc / 2\n",
+    "fcarrier = 50\n",
+    "\n",
+    "# User parameters:\n",
+    "# . General\n",
+    "Ntaps = 63\n",
+    "duration = 4\n",
+    "amPeriods = 3\n",
+    "\n",
+    "# . Carrier wave\n",
+    "carrier = 'sin'\n",
+    "carrier = 'chirp'\n",
+    "\n",
+    "# . Amplitude modulation\n",
+    "modulation = 'sin'\n",
+    "#modulation = 'step'\n",
+    "#modulation = 'impulse'\n",
+    "\n",
+    "# HT design method\n",
+    "method = 'time domain'\n",
+    "method = 'complex BPF'\n",
+    "\n",
+    "# . Complex BPF bandwidth\n",
+    "halfband = True\n",
+    "#halfband = False"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 64,
+   "id": "9b0f2098",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x7ff4c6f056a0>]"
+      ]
+     },
+     "execution_count": 64,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "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": [
+    "# Create a chirp of which the frequency increases from 20 Hz to 80 Hz and apply an amplitude modulation.\n",
+    "Nsamples = int(fadc * duration)\n",
+    "t = np.arange(Nsamples) / fadc\n",
+    "if carrier == 'chirp':\n",
+    "    x = signal.chirp(t, 0.1 * fnyquist, t[-1], 0.9 * fnyquist)\n",
+    "else:\n",
+    "    x = np.sin(2.0 * np.pi * fcarrier * t)\n",
+    "sin = np.sin(2.0 * np.pi * amPeriods / duration * t)\n",
+    "if modulation == 'sin':\n",
+    "    am = 1.0 + 0.5 * sin  # sine wave amlitude modulation\n",
+    "elif modulation == 'step':\n",
+    "    am = 1.0 + 0.5 * dsp.one_bit_quantizer(sin)  # square wave amlitude modulation\n",
+    "else:\n",
+    "    am = 1.0 + 5 * dsp.impulse_at_zero_crossing(sin)  # impulse amplitude modulation\n",
+    "x *= am\n",
+    "\n",
+    "plt.plot(am)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 65,
+   "id": "f9550ac3",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "LPF remez\n",
+      "LPF fcutoff = 50.0 MHz(= halfband)\n",
+      ". w_tb = 10.0 MHz\n",
+      ". f_pb = 45.0 MHz\n",
+      ". f_sb = 55.0 MHz\n",
+      ". weight = [1, 1]\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1152x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "D = (Ntaps - 1) / 2\n",
+    "\n",
+    "# Create Hilbert Transform filter\n",
+    "if method == 'time domain':\n",
+    "    htReal = dsp.hilbert_delay(Ntaps)\n",
+    "    htImag = dsp.hilbert_response(Ntaps)\n",
+    "    htComplex = htReal + 1j * htImag\n",
+    "else:  # 'complex BPF'\n",
+    "    # Start with LPF\n",
+    "    print('LPF remez')\n",
+    "    if halfband:\n",
+    "        fcutoff = fadc / 4  # half band filter\n",
+    "        print('LPF fcutoff = %.1f MHz(= halfband)' % fcutoff)\n",
+    "    else:\n",
+    "        fcutoff = fadc / 8\n",
+    "        print('LPF fcutoff = %.1f MHz' % fcutoff)\n",
+    "    w_tb = fcutoff / 5  # transition bandwidth\n",
+    "    f_pb = fcutoff - w_tb / 2\n",
+    "    f_sb = fcutoff + w_tb / 2\n",
+    "    weight = [1, 1]\n",
+    "    print('. w_tb = %.1f MHz' % w_tb)\n",
+    "    print('. f_pb = %.1f MHz' % f_pb)\n",
+    "    print('. f_sb = %.1f MHz' % f_sb)\n",
+    "    print('. weight = %s' % weight)\n",
+    "    lpCoefs = signal.remez(Ntaps, [0, f_pb, f_sb, fadc / 2], [1, 0], weight, fs=fadc)        \n",
+    "    # Create with complex BPF\n",
+    "    fcenter = fadc / 4\n",
+    "    k = np.arange(0, Ntaps)\n",
+    "    hfCoefs = lpCoefs * np.exp(1j * 2 * np.pi * fcenter / fadc * (k - D))\n",
+    "    htComplex = 2 * hfCoefs  # scale factor for missing negative frequency\n",
+    "    \n",
+    "b = htComplex\n",
+    "a = np.array([1.0])\n",
+    "\n",
+    "# Plot HT impulse response\n",
+    "plt.figure(figsize=[16, 8])\n",
+    "dsp.plot_time_response(b.imag, name='b.imag', markers=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 66,
+   "id": "ac01757c",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1152x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1152x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Apply HT filter\n",
+    "y_analytic = signal.lfilter(b, a, x)\n",
+    "\n",
+    "y_envelope = np.abs(y_analytic)\n",
+    "y_phase = np.unwrap(np.angle(y_analytic))\n",
+    "y_frequency = (np.diff(y_phase) / (2.0 * np.pi) * fadc)\n",
+    "\n",
+    "t_delay = D / fadc\n",
+    "\n",
+    "# Plot\n",
+    "plt.figure(figsize=[16, 8])\n",
+    "plt.title('Envelope of %s with %s modulation' % (carrier, modulation))\n",
+    "plt.plot(t, x, 'b', t - t_delay, y_envelope, 'r',  t - t_delay, -y_envelope, 'g')\n",
+    "plt.grid(True)\n",
+    "#plt.xlim([2, 3])\n",
+    "\n",
+    "# Frequency of chirp\n",
+    "# . frequency is positive if FIR coefficients are applied in correct order, so b = htComplex and\n",
+    "#   not b = np.flip(htComplex)\n",
+    "plt.figure(figsize=[16, 8])\n",
+    "plt.title('Frequency of %s with %s modulation' % (carrier, modulation))\n",
+    "plt.plot(t[1:] - t_delay, y_frequency)\n",
+    "plt.grid(True)\n",
+    "#plt.xlim([2, 3])\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "011fa051",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "92a4c9d4",
+   "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/hilbert_transform_design.ipynb b/applications/lofar2/model/pfb_os/hilbert_transform_design.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..2518b82ffb837f64d76b460ecb075a424f2c539a
--- /dev/null
+++ b/applications/lofar2/model/pfb_os/hilbert_transform_design.ipynb
@@ -0,0 +1,907 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "6e0a005d",
+   "metadata": {},
+   "source": [
+    "# Try Hilbert transform design\n",
+    "\n",
+    "Author: Eric Kooistra, nov 2023\n",
+    "\n",
+    "Purpose:\n",
+    "* Practise DSP [1].\n",
+    "\n",
+    "The Hilbert transform (HT) creates a 90 degrees phase-shifted version of a real signal xr. The HT can be seen as filter xi = ht * xr. Together xr and xi = HT(xr) form the analytic signal xa = xr + j xi. The analytic signal is the one sided spectrum of Xr(w), this implies that HT(w) = j, 0, -j for f < 0, 0, > 0. The inverse Fourier transform of HT(w) then yields [LYONS 9.3]:\n",
+    "```\n",
+    "ht[n] = 1 / (pi m)) ( 1 - cos(pi m)), where m = n for Ntaps is odd,\n",
+    "                                            m = n + 0.5 for Ntaps is even\n",
+    "```\n",
+    "The xr has to be delayed to be in phase with xi. This implies that ht[] preferrably has Ntaps is odd, to have an integer delay of D = (Ntaps - 1) / 2.\n",
+    "\n",
+    "The ht[n] has antisymmetric coefficients, so linear phase. With Ntaps is odd this requires a Type III filter, which implies HT(0) = 0 and HT(ws / 2) = 0, so a BPF.\n",
+    "\n",
+    "Design methods for HT or analytic signal:\n",
+    "* HT design in time domain yields xa = xr + j ht(xr) using impulse reponse obtained from HT(w) [LYONS 9.3]. Truncating the ht length implies using a rectangular window, so relatively high ringing and sidelobes.\n",
+    "* Scipy hilbert() HT uses IDFT(DFT(xr) * 2U) = xr + j ht(xr), so using the IDFT(DFT()) of the real signal [LYONS 9.4.2], yields Type III filter so HT(0) = H(fs/2) = 0 for odd and even length (then first ht coef is 0).\n",
+    "* Scipy remez() does have hilbert option, but that is not tried further.\n",
+    "* HT design using complex BPF to keep positive frequencies yields xa = xI + j xQ, so not ht(xr), but still an equivalent analytic signal [LYONS 9.6, HARRIS 8.5]. However [EK] if the LPF/BPF is half band, and LPF remez weights are equal, and Ntaps is odd, then xI = xr delayed.\n",
+    "\n",
+    "Conclusion:\n",
+    "* Ntaps is odd is preferred, because then xr delayed by D = (Ntaps - 1) / 2 is integer number of samples.\n",
+    "* HT design using complex BPF is preferred over design in time domain, because it allows better attenuation using Remez filtering. Furthermore advantage of complex BPF is that it can use different pass band width, but if fcenter != fs / 4 then the even coefficients in ht are not zero anymore, and if fpass < fs / 4 then the xI != delayed xr, so then xI also requires non zero coefficients.\n",
+    "\n",
+    "References:\n",
+    "\n",
+    "1. dsp_study_erko, summary of DSP books"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "3563bc63",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "from scipy import signal"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "f820b0ac",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import dsp"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "a131b5b6",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<module 'dsp' from '/dop466_0/kooistra/git/hdl/applications/lofar2/model/pfb_os/dsp.py'>"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import importlib\n",
+    "importlib.reload(dsp)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "d5b8b6dc",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Fixed constants:\n",
+    "fs = 1\n",
+    "fadc = 200  # MHz LOFAR\n",
+    "\n",
+    "# User parameters:\n",
+    "# . General\n",
+    "Ntaps = 31\n",
+    "D = (Ntaps - 1) / 2\n",
+    "\n",
+    "# . For HT design using complex BPF\n",
+    "halfband = True\n",
+    "#halfband = False\n",
+    "\n",
+    "lpfDesign = 'firwin'\n",
+    "lpfDesign = 'remez'  # preferred"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6ca908a5",
+   "metadata": {},
+   "source": [
+    "# 1 HT design in time domain"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "9b0f2098",
+   "metadata": {},
+   "outputs": [
+    {
+     "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": [
+    "# Ntaps = 15  # Figure 9.11 in LYONS\n",
+    "# Ntaps = 14  # Figure 9.13 in LYONS\n",
+    "ht = dsp.hilbert_response(Ntaps)\n",
+    "# Plot coefs, for Ntaps is odd all even coef except [0] are zero\n",
+    "dsp.plot_time_response(ht, markers=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "f9550ac3",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "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": [
+    "# Use zeroCenter = False to reproduce phase figures from LYONS\n",
+    "h, f, HF = dsp.dtft(ht, zeroCenter=False)\n",
+    "fLim = (-0.5, 0.5)\n",
+    "dbLim = (-25, 5)\n",
+    "dsp.plot_spectra(f, HF, fs, fLim, dbLim)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "bfe26804",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "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": [
+    "# Complex HT transfer function\n",
+    "if dsp.is_odd(Ntaps):\n",
+    "    htReal = dsp.hilbert_delay(Ntaps)\n",
+    "    htComplex = htReal + 1j * ht\n",
+    "    hc, f_hc, HF_hc = dsp.dtft(htComplex)\n",
+    "    \n",
+    "    # Plot \n",
+    "    fLim = (-0.5, 0.5)\n",
+    "    dbLim = (-160, 5)\n",
+    "    dbLim = None\n",
+    "    dsp.plot_spectra(f_hc, HF_hc, fs, fLim, dbLim)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c40bb6bb",
+   "metadata": {},
+   "source": [
+    "# 2 HT design using scipy.signal.hilbert\n",
+    "\n",
+    "The HT filter is always a Type III filter, because it is BPF with HT(0) = HT(fs / 2) = 0\n",
+    "\n",
+    "* Nlen is even: Ntaps = Nlen - 1 is odd, and zero for n even\n",
+    "* Nlen is odd: Ntaps = Nlen is odd, and still Type III filter, but only zero for n = Nlen // 2, .\n",
+    "\n",
+    "Aim of signal.hilbert is more to directly generate the analytic signal of a real signal. It uses the DFT of the real signal to determine the analytic signal xa = IDFT(DFT(xr) * 2U) = xr + j ht [LYONS 9.4.2]\n",
+    "\n",
+    "For Nlen is odd the ht coefficients become non zero for n = even to yield a 0.5 sample delay, to keep same zero delay for both xr and ht [EK]."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "8beea98f",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Ntaps = 31 --> Nlen = 31\n",
+      "Delay D = (Ntaps - 1) / 2 = 15\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"
+    },
+    {
+     "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": [
+    "Nlen = Ntaps if dsp.is_odd(Ntaps) else Ntaps - 1\n",
+    "print('Ntaps = %d --> Nlen = %d' % (Ntaps, Nlen))\n",
+    "print('Delay D = (Ntaps - 1) / 2 = %d' % D)\n",
+    "impulse = np.zeros(Nlen)\n",
+    "impulse[Nlen // 2] = 1\n",
+    "#impulse[0] = 1\n",
+    "\n",
+    "# Use Scipy to create analytic signal\n",
+    "haScipy = signal.hilbert(impulse) \n",
+    "hr = np.real(haScipy)  # = impulse\n",
+    "ht = np.imag(haScipy)\n",
+    "# Plot coefs, for Ntaps is odd all even coef except [0] are zero\n",
+    "plt.figure(0)\n",
+    "dsp.plot_time_response(hr, markers=True)\n",
+    "dsp.plot_time_response(impulse, markers=True)\n",
+    "plt.figure(1)\n",
+    "dsp.plot_time_response(ht, markers=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "31e36273",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "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": [
+    "# Use zeroCenter = False to reproduce phase figures from LYONS\n",
+    "h, f, HF = dsp.dtft(ht, zeroCenter=False)\n",
+    "fLim = (-0.5, 0.5)\n",
+    "dbLim = (-25, 5)\n",
+    "dsp.plot_spectra(f, HF, fs, fLim, dbLim)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "id": "15fe3a76",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "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": [
+    "# Complex HT transfer function\n",
+    "# . Factor 2 relates to amplitude loss in losing the negative frequency spectral enegery [LYONS 9.4.2]\n",
+    "#   and to scipy scales for this.\n",
+    "ha, f_ha, HF_ha = dsp.dtft(haScipy / 2)\n",
+    "fLim = (-0.5, 0.5)\n",
+    "dbLim = (-60, 5)\n",
+    "#dbLim = None\n",
+    "dsp.plot_spectra(f_ha, HF_ha, fs, fLim, dbLim)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "58a2701c",
+   "metadata": {},
+   "source": [
+    "# 3 HT design using complex BPF\n",
+    "\n",
+    "Use frequency shifted LPF to create complex BPF that passes only a band of positive frequencies. The complex BPF filters an __analytic signal__ xa = xI + j xQ from xr, so it does not yield HT(xr), but it does yield xQ = HT(xI)   [LYONS 9.5, HARRIS 8.5]:\n",
+    "```\n",
+    "   xr --> complex BPF --> xa = xI + j xQ, where xQ = HT(xI) and I is in-phase and Q is quadrature\n",
+    "\n",
+    "   h_lp[k] is Ntaps LPF with two sided BW equal to BPF BW\n",
+    "   h_bp[k] = h_lp[k] * exp(j 2 pi fcenter / fs (k - D))\n",
+    "           = h_cos[k] + j h_sin[k]\n",
+    "    . k = 0 ... Ntaps - 1\n",
+    "    . D = (Ntaps - 1) / 2, but same for both I and Q, so Ntaps is even is as feasible\n",
+    "    . h_cos is symmetrical, h_sin is anti-symmetrical\n",
+    "```\n",
+    "Remark:\n",
+    "* Equivalent alternative is to down convert the band from fcenter to 0 Hz and use the same LPF for both I and Q [LYONS 9.6, HARRIS 8.5.1]. This yields an analytic baseband signal xb that can be used to obtain instantanous envelope or phase."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "7630e487",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "LPF fpass = 0.250000 (= halfband)\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Start with LPF\n",
+    "if halfband:\n",
+    "    # If LPF is half band, so with fpass = fs / 4 and Ntaps is odd, then half of the coefs are 0 except\n",
+    "    # for center tap at n = 0\n",
+    "    fpass = fs / 4  # half band filter\n",
+    "    print('LPF fpass = %f (= halfband)' % fpass)\n",
+    "else:\n",
+    "    # Use fpass < fs /4, for LOFAR Low Band (LB):\n",
+    "    # . fs = 200 MHz, so fNyquist = 100 MHz.\n",
+    "    # . LB without RFI is from ~ 30 - 80 MHz, so about 50 MHz +- 20 MHz.\n",
+    "    # . Choose BPF with fcenter = fs / 4 = 50 MHz and fpass = 20 MHz = fs / 10\n",
+    "    # . Coefficients of LPF and complex BPF are symmetrical or anti-symmetrical and\n",
+    "    #   half of coefficients of complex BPF at fcenter are 0.\n",
+    "    # . Therefore BPF requires Ntaps * Ncomplex / 2 / 2 = Ntaps / 2 multiplies / input sample\n",
+    "    # . The LPF allows for a decimation of D = 2 when fpass = fs / 4 [HARRIS 8.5.1], so then the\n",
+    "    #   BPF requires Ntaps / 4 multiplies / sample.\n",
+    "    #   - for fpass = fs / 16 --> D = 8 --> Ntaps / 16 multiplies / sample.\n",
+    "    fpass = fs / 16\n",
+    "    print('LPF fpass = %f' % fpass)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "id": "1d8a893a",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "LPF remez\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": [
+    "if lpfDesign == 'firwin':\n",
+    "    # Use kaiser windowed sync type LPF\n",
+    "    print('LPF firwin kaiser')\n",
+    "    # . scipy firwin defines cutoff frequency relative to fNyquist = fs / 2 instead of fs.\n",
+    "    fcutoff = 2 * fpass\n",
+    "    beta = 0  # beta: 0 rect, 5 hamming, 6 hanning\n",
+    "    lpCoefs = signal.firwin(Ntaps, fcutoff, window=('kaiser', beta))\n",
+    "else:\n",
+    "    # Use remez type LPF\n",
+    "    print('LPF remez')\n",
+    "    # . scipy remez defines band frequencies relative to fs=1.0, so LPF fcutoff = fpass\n",
+    "    w_tb = fpass / 5  # transition bandwidth\n",
+    "    f_pb = fpass - w_tb / 2\n",
+    "    f_sb = fpass + w_tb / 2\n",
+    "    # . weight pass band ripple versus stop band ripple, must use equal weights to have that half of the\n",
+    "    #   coefficient values are zero for half band\n",
+    "    weight = [1, 1]\n",
+    "    lpCoefs = signal.remez(Ntaps, [0, f_pb, f_sb, 0.5], [1, 0], weight, fs=1.0)\n",
+    "\n",
+    "# Plot impulse response\n",
+    "dsp.plot_time_response(lpCoefs.real, markers=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "id": "85b54046",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "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": [
+    "# LPF transfer function\n",
+    "h_lp, f_lp, HF_lp = dsp.dtft(lpCoefs)\n",
+    "\n",
+    "# Plot\n",
+    "fLim = (-0.5, 0.5)\n",
+    "#fLim = None\n",
+    "if halfband:\n",
+    "    dbLim = (-160, 5)\n",
+    "else:\n",
+    "    dbLim = (-80, 5)\n",
+    "#dbLim = None\n",
+    "dsp.plot_spectra(f_lp, HF_lp, 1, fLim, dbLim)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "id": "ea248e9f",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1152x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 1152x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Create with complex BPF\n",
+    "# . If BPF has fcenter = fs / 4 and Ntaps is odd, then:\n",
+    "#   . if LPF has fpass = fs / 4, then half of the imag coefs are 0 and all but one of the real coefs are 0\n",
+    "#   . if LPF has fpass < fs / 4, then half of the imag coefs are 0 and half of the real coefs are 0.\n",
+    "#     Alternately, because cos = 1, 0, 1, 0, ... and sin = 0, 1, 0, 1, ... at fs / 4,\n",
+    "fcenter = fs / 4\n",
+    "k = np.arange(0, Ntaps)\n",
+    "hpCoefs = lpCoefs * np.exp(1j * 2 * np.pi * fcenter / fs * (k - D))\n",
+    "\n",
+    "# Plot impulse response [HARRIS Fig. 8.10]\n",
+    "plt.figure(figsize=[16, 8])\n",
+    "dsp.plot_time_response(hpCoefs.real, 'real', markers=True)\n",
+    "plt.figure(figsize=[16, 8])\n",
+    "dsp.plot_time_response(hpCoefs.imag, 'imag', markers=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "id": "3f1ce5bb",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "LOFAR complex BPF fcenter = 50 MHz, fLow = 0 MHz, fHigh = 100 MHz, BW = 100 MHz\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"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "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": [
+    "# . Filter transfer function\n",
+    "h_bp, f_bp, HF_bp = dsp.dtft(hpCoefs)\n",
+    "\n",
+    "# Plot\n",
+    "fLim = (-0.5*fadc, 0.5*fadc)\n",
+    "#fLim = None\n",
+    "if halfband:\n",
+    "    dbLim = (-160, 5)\n",
+    "else:\n",
+    "    dbLim = (-80, 5)\n",
+    "#dbLim = None\n",
+    "dsp.plot_spectra(f_bp, HF_bp, fadc, fLim, dbLim)\n",
+    "\n",
+    "print('LOFAR complex BPF fcenter = %.f MHz, fLow = %.f MHz, fHigh = %.f MHz, BW = %.f MHz' % \n",
+    "      (fcenter * fadc,\n",
+    "       (fcenter - fpass) * fadc,\n",
+    "       (fcenter + fpass) * fadc,\n",
+    "       2 * fpass * fadc))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c06019e4",
+   "metadata": {},
+   "source": [
+    "# Appendix: Results complex BPF using remez\n",
+    "```\n",
+    ". fpass = fs / 10\n",
+    "  Ntaps    Stop band\n",
+    "     63      -28 dB\n",
+    "    127      -48 dB\n",
+    "    199      -70 dB\n",
+    "    255      -86 dB\n",
+    ". fpass = fs / 16\n",
+    "    Ntaps   Complex BPF stop band attenuation\n",
+    "    127      -34 dB\n",
+    "    255      -58 dB\n",
+    ". Transition bandwidth w_tb = fpass / 5\n",
+    "```"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "id": "9743a784",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Estimate number of taps for LPF (fs = 1):\n",
+      "                                      Ntaps\n",
+      "  fpass    transition BW    atten_dB  Remez  Kaiser window\n",
+      "  0.1000   0.0200           30      :  68     78\n",
+      "  0.1000   0.0200           50      : 113    149\n",
+      "  0.1000   0.0200           70      : 159    221\n",
+      "  0.1000   0.0200           85      : 193    274\n",
+      "\n",
+      "  0.0625   0.0125           30      : 109    125\n",
+      "  0.0625   0.0125           50      : 181    240\n",
+      "  0.0625   0.0125           70      : 254    354\n",
+      "  0.0625   0.0125           85      : 309    440\n",
+      "\n",
+      "LOFAR:\n",
+      ". fcenter         = 0.2500 = 50.0 MHz\n",
+      "  . fpass         = 0.1000 = 20.0 MHz\n",
+      "  . transition BW = 0.0200 = 4.0 MHz\n",
+      ". fcenter         = 0.2500 = 50.0 MHz\n",
+      "  . fpass         = 0.0625 = 12.5 MHz\n",
+      "  . transition BW = 0.0125 = 2.5 MHz\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Estimate Ntaps for LPF\n",
+    "atten_db = [30, 50, 70, 85]\n",
+    "\n",
+    "print('Estimate number of taps for LPF (fs = %d):' % fs)\n",
+    "print('                                      Ntaps')\n",
+    "print('  fpass    transition BW    atten_dB  Remez  Kaiser window')\n",
+    "fpass = fs / 10\n",
+    "w_tb = fpass / 5\n",
+    "fstop = fpass + w_tb\n",
+    "for a in atten_db:\n",
+    "    Nwin = dsp.nof_taps_kaiser_window(fs, fpass, fstop, a)\n",
+    "    Nremez = dsp.nof_taps_remez(fs, fpass, fstop, a)\n",
+    "    print('  %.4f   %.4f           %.f      : %3d    %3d' % (fpass, w_tb, a, Nremez, Nwin))\n",
+    "print('')\n",
+    "\n",
+    "fpass = fs / 16\n",
+    "w_tb = fpass / 5\n",
+    "fstop = fpass + w_tb\n",
+    "for a in atten_db:\n",
+    "    Nwin = dsp.nof_taps_kaiser_window(fs, fpass, fstop, a)\n",
+    "    Nremez = dsp.nof_taps_remez(fs, fpass, fstop, a)\n",
+    "    print('  %.4f   %.4f           %.f      : %d    %d' % (fpass, w_tb, a, Nremez, Nwin))\n",
+    "\n",
+    "\n",
+    "print('')\n",
+    "print('LOFAR:')\n",
+    "print('. fcenter         = %.4f = %.1f MHz' % (fs / 4, fs / 4 * fadc))\n",
+    "print('  . fpass         = %.4f = %.1f MHz' % (fs / 10, fs / 10 * fadc))\n",
+    "print('  . transition BW = %.4f = %.1f MHz' % (fs / 10 / 5, fs / 10 / 5 * fadc))\n",
+    "print('. fcenter         = %.4f = %.1f MHz' % (fs / 4, fs / 4 * fadc))\n",
+    "print('  . fpass         = %.4f = %.1f MHz' % (fs / 16, fs / 16 * fadc))\n",
+    "print('  . transition BW = %.4f = %.1f MHz' % (fs / 16 / 5, fs / 16 / 5 * fadc))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "be581cdf",
+   "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/rectangular_window_and_ideal_lpf.ipynb b/applications/lofar2/model/pfb_os/rectangular_window_and_ideal_lpf.ipynb
index 6d8919d29c34a13c8ba7ede9a383896ad793536b..a689db8c7591f04175e557e0447f5f6c69c99998 100644
--- a/applications/lofar2/model/pfb_os/rectangular_window_and_ideal_lpf.ipynb
+++ b/applications/lofar2/model/pfb_os/rectangular_window_and_ideal_lpf.ipynb
@@ -133,13 +133,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 30,
    "id": "c2a7daba",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -151,7 +151,7 @@
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -163,7 +163,7 @@
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -175,7 +175,7 @@
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -188,11 +188,16 @@
    ],
    "source": [
     "# Plot frequency response\n",
+    "# - Between zero-crossings:\n",
+    "#   . Main lobe width is 4 pi / Nrect = 2 fs / Nrect = 2 / Nrect for fs = 1\n",
+    "#   . Side lobe width is 2 pi / Nrect =   fs / Nrect = 1 / Nrect for fs = 1\n",
+    "# - Cutoff frequency of main lobe at -6 dB power is about fpass ~= 0.6 / Nrect\n",
     "fs = 1\n",
     "fLim = (-0.5, 0.5); dbLim = (-70, 5)\n",
     "if Nrect == 1024:\n",
     "    fs = Nrect  # to have frequency in units of fsub = fs / Nrect\n",
     "    fLim = (-5, 5); dbLim = (-70, 5)\n",
+    "    #fLim = (-0.7, 0.5); dbLim = (-7, -3)  # to show fpass\n",
     "dsp.plot_spectra(fRect, HFrect, fs, fLim, dbLim)"
    ]
   },
@@ -226,7 +231,7 @@
    "outputs": [],
    "source": [
     "# Try half band FIR filter\n",
-    "# . fpass = fs / 4 --> Npass = Npoints / 2 for half band\n",
+    "# . fpass = fs / 4  for half band --> double sided spectrum --> Npass = 2 fpass / fs * Npoints = Npoints / 2\n",
     "Npoints = 64\n",
     "Npass = Npoints // 2\n",
     "bandEdgeGain = 0.5  # Band edge gain 0.5 for half band\n",
@@ -251,8 +256,8 @@
     {
      "data": {
       "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x7fa3ad57e5e0>,\n",
-       " <matplotlib.lines.Line2D at 0x7fa3ad57e730>]"
+       "[<matplotlib.lines.Line2D at 0x7f27e8020190>,\n",
+       " <matplotlib.lines.Line2D at 0x7f27e80202e0>]"
       ]
      },
      "execution_count": 10,
@@ -395,7 +400,7 @@
     },
     {
      "data": {
-      "image/png": "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\n",
+      "image/png": "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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]