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sphear_fir_design.m 5.6 KB

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  1. %%
  2. %% *SpHEAR Project
  3. %%
  4. %% sphear_fir_design: design a matrix of FIR filters that equalizes the microphone
  5. %%
  6. %% usage:
  7. %% [FIR] = sphear_fir_design(F, A2BF, n, Fs, Fl, W, X, Y, Z)
  8. %%
  9. %% F: array of filter section center frequencies
  10. %% A2BF: vector of A2B matrixes, one for each frequency
  11. %% n: order of the FIR filter being created
  12. %% maxboost: max high and low frequency boost in dB of the final filter
  13. %% Fs: sampling rate
  14. %% Fl: frequency limit, below it use A2B matrixes, above it use W, X, Y, Z shapes
  15. %%
  16. %% for the first run do not supply W/X/Y/Z, render the filters and then run
  17. %% sphear_fir_extract to extract the W, X, Y and Z filter shapes, finally run
  18. %% this again with the extra parameters below
  19. %%
  20. %% W: extracted shape of W filter (used above Fl)
  21. %% X: extracted shape of X filter (used above Fl)
  22. %% Y: extracted shape of Y filter (used above Fl)
  23. %% Z: extracted shape of Z filter (used above Fl)
  24. %% Z is optional, if not supplied X and Y are averaged to obtain Z
  25. %%
  26. %% Copyright 2016, Fernando Lopez-Lezcano, All Rights Reserved
  27. %% nando@ccrma.stanford.edu
  28. %%
  29. %% This program is free software: you can redistribute it and/or modify
  30. %% it under the terms of the GNU General Public License as published by
  31. %% the Free Software Foundation, either version 3 of the License, or
  32. %% (at your option) any later version.
  33. %%
  34. %% This program is distributed in the hope that it will be useful,
  35. %% but WITHOUT ANY WARRANTY; without even the implied warranty of
  36. %% MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
  37. %% GNU General Public License for more details.
  38. %%
  39. %% You should have received a copy of the GNU General Public License
  40. %% along with this program. If not, see <http://www.gnu.org/licenses/>.
  41. function [FIR] = sphear_fir_design(F, A2BF, n, maxboost, Fs, Fl, W, X, Y, Z)
  42. fig = figure;
  43. if (exist("W") == 1 && ! exist("Z"))
  44. %% Z was not supplied, just average X and Y data
  45. Z = (X + Y) / 2;
  46. end
  47. %% all b format components
  48. for b = 1:4
  49. %% all capsules
  50. for c = 1:4
  51. for d = 1:size(A2BF(:,1,1))(1)
  52. if (F(d) <= Fl)
  53. %% below the limit frequency we use the A2B coefficients
  54. vlast = A2BF(d, c, b);
  55. dlast = d;
  56. if (exist("W") == 1)
  57. wlast = W(d);
  58. xlast = X(d);
  59. ylast = Y(d);
  60. zlast = Z(d);
  61. end
  62. else
  63. %% above the limit frequency we interpolate the W, X, Y and Z
  64. %% filters if they exist, otherwise keep the last valid value
  65. if (b == 1)
  66. if (exist("W") == 1)
  67. A2BF(d, c, b) = vlast * (W(d)/wlast);
  68. else
  69. A2BF(d, c, b) = vlast;
  70. end
  71. end
  72. if (b == 2)
  73. if (exist("X") == 1)
  74. A2BF(d, c, b) = vlast * (X(d)/xlast);
  75. else
  76. A2BF(d, c, b) = vlast;
  77. end
  78. end
  79. if (b == 3)
  80. if (exist("Y") == 1)
  81. A2BF(d, c, b) = vlast * (Y(d)/ylast);
  82. else
  83. A2BF(d, c, b) = vlast;
  84. end
  85. end
  86. if (b == 4)
  87. if (exist("Z") == 1)
  88. A2BF(d, c, b) = vlast * (Z(d)/zlast);
  89. else
  90. A2BF(d, c, b) = vlast;
  91. end
  92. end
  93. end
  94. end
  95. %% fit a spline to the W, X, Y and Z segments and extrapolate
  96. %% highest frequency if it does not exist in the measurements
  97. %%
  98. %% the 200Hz spacing of the points is arbitrary, we should
  99. %% select something that makes more sense
  100. fh = (F(dlast-1)/(Fs/2):200/(Fs/2):1)';
  101. %% make the end really 1.0
  102. fh(end) = 1;
  103. rh = interp1(F(dlast-1:end)/(Fs/2), A2BF(dlast-1:end,c,b)', fh, "cubic", "extrap");
  104. %% we design the spline taking into account one additional point
  105. %% on the bottom edge so that it will fit better with the existing
  106. %% low frequency points, now we need to find the exact transition
  107. %% frequency in the interpolated array
  108. for idx = 1:size(fh(:))
  109. if (fh(idx) <= F(dlast)/(Fs/2))
  110. istart = idx;
  111. end
  112. end
  113. %% extract the low frequency A2B coefficients
  114. fl = [0 F(1:dlast-1)']' ./ (Fs/2);
  115. rl = [A2BF(1,c,b) A2BF(1:dlast-1,c,b)']';
  116. %% concatenate low and high frequency arrays
  117. fi = cat(1, fl, fh(istart:end));
  118. ri = cat(1, rl, rh(istart:end));
  119. printf("low frequency boost %f, high frequency boost %f\n", 20*log10(ri(1)), 20*log10(ri(end)));
  120. %% force a max boost at low and high frequencies
  121. if (maxboost != 0)
  122. if (abs(ri(1)) > 10^(maxboost/20))
  123. printf("limit low freq boost from %f to %f dB (%f)\n", 20*log10(ri(1)), maxboost, ri(1));
  124. ri(1) = sign(ri(1)) * 10^(maxboost/20);
  125. printf("new limit %f\n", ri(1));
  126. end
  127. if (abs(ri(end)) > 10^(maxboost/20))
  128. printf("limit high freq boost from %f dB to %f dB (%f)\n", 20*log10(ri(end)), maxboost, ri(end));
  129. ri(end) = sign(ri(end)) * 10^(maxboost/20);
  130. printf("new limit %f\n", ri(end));
  131. end
  132. end
  133. %% plot real measured points
  134. axis([300, (Fs/2)]);
  135. tics('x', [300, 500, 1000, 2000, 3000, 5000, 7000, 10000, 15000, 20000]);
  136. grid on;
  137. title(sprintf("B format FIR filters (transition frequency %d Hz)", Fl));
  138. if (b == 1)
  139. dlabel = semilogx(F, 20*log10(abs(A2BF(:,c,b)))','.k');
  140. else
  141. dlabel = semilogx(F, 20*log10(abs(A2BF(:,c,b)))','.k');
  142. end
  143. hold on;
  144. %% plot extrapolated spline
  145. if (b == 1)
  146. wh = semilogx(fi*(Fs/2), 20*log10(abs(ri)), 'b');
  147. else
  148. if (b == 4)
  149. %% Z
  150. zh = semilogx(fi*(Fs/2), 20*log10(abs(ri)), 'g');
  151. else
  152. %% XY
  153. xyh = semilogx(fi*(Fs/2), 20*log10(abs(ri)), 'r');
  154. end
  155. end
  156. %% design the filter
  157. FIR(b, c, :) = fir2(n, fi, ri);
  158. end
  159. end
  160. l = legend([wh, zh, xyh], {'W', 'XY', 'Z'});
  161. legend(l, 'location', 'southwest');
  162. if (exist("W") == 1)
  163. print(fig, '-dpng','-color',["figures/w_xyz_filter_full.png"]);
  164. else
  165. print(fig, '-dpng','-color',["figures/w_xyz_filter_low.png"]);
  166. end
  167. end