annotate matlab/bmm/carfac/CARFAC_Run_Segment.m @ 626:586b0677aae8

Fourth revision of Alex Brandmeyer's C++ implementation. Fixed more style issues, changed AGC structures to vectors, replaced FloatArray2d with vector<FloatArray>, implemented first tests using GTest to verify coefficients and monaural output against Matlab values (stored in aimc/carfac/test_data/). To run tests, change the path stored in carfac_test.h in TEST_SRC_DIR. Added CARFAC_GenerateTestData to the Matlab branch, fixed stage indexing in CARFAC_Cross_Couple.m to reflect changes in AGCCoeffs and AGCState structs.
author alexbrandmeyer
date Wed, 22 May 2013 21:30:02 +0000
parents a0869cb1c99b
children
rev   line source
dicklyon@473 1 % Copyright 2012, Google, Inc.
dicklyon@473 2 % Author Richard F. Lyon
dicklyon@473 3 %
dicklyon@473 4 % This Matlab file is part of an implementation of Lyon's cochlear model:
dicklyon@473 5 % "Cascade of Asymmetric Resonators with Fast-Acting Compression"
dicklyon@473 6 % to supplement Lyon's upcoming book "Human and Machine Hearing"
dicklyon@473 7 %
dicklyon@473 8 % Licensed under the Apache License, Version 2.0 (the "License");
dicklyon@473 9 % you may not use this file except in compliance with the License.
dicklyon@473 10 % You may obtain a copy of the License at
dicklyon@473 11 %
dicklyon@473 12 % http://www.apache.org/licenses/LICENSE-2.0
dicklyon@473 13 %
dicklyon@473 14 % Unless required by applicable law or agreed to in writing, software
dicklyon@473 15 % distributed under the License is distributed on an "AS IS" BASIS,
dicklyon@473 16 % WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
dicklyon@473 17 % See the License for the specific language governing permissions and
dicklyon@473 18 % limitations under the License.
dicklyon@473 19
dicklyon@502 20 function [naps, CF, BM, seg_ohc, seg_agc] = CARFAC_Run_Segment(...
dicklyon@502 21 CF, input_waves, open_loop)
dicklyon@502 22 % function [naps, CF, BM, seg_ohc, seg_agc] = CARFAC_Run_Segment(...
dicklyon@502 23 % CF, input_waves, open_loop)
dicklyon@473 24 %
dicklyon@473 25 % This function runs the CARFAC; that is, filters a 1 or more channel
dicklyon@473 26 % sound input segment to make one or more neural activity patterns (naps);
dicklyon@473 27 % it can be called multiple times for successive segments of any length,
dicklyon@473 28 % as long as the returned CF with modified state is passed back in each
dicklyon@473 29 % time.
dicklyon@473 30 %
dicklyon@473 31 % input_waves is a column vector if there's just one audio channel;
dicklyon@473 32 % more generally, it has a row per time sample, a column per audio channel.
dicklyon@473 33 %
dicklyon@473 34 % naps has a row per time sample, a column per filterbank channel, and
dicklyon@473 35 % a layer per audio channel if more than 1.
dicklyon@475 36 % BM is basilar membrane motion (filter outputs before detection).
dicklyon@473 37 %
dicklyon@473 38 % the input_waves are assumed to be sampled at the same rate as the
dicklyon@473 39 % CARFAC is designed for; a resampling may be needed before calling this.
dicklyon@473 40 %
dicklyon@473 41 % The function works as an outer iteration on time, updating all the
dicklyon@473 42 % filters and AGC states concurrently, so that the different channels can
dicklyon@473 43 % interact easily. The inner loops are over filterbank channels, and
dicklyon@473 44 % this level should be kept efficient.
dicklyon@473 45 %
dicklyon@502 46 % seg_ohc seg_agc are optional extra outputs useful for seeing what the
dicklyon@502 47 % ohc nonlinearity and agc are doing; both in terms of extra damping.
dicklyon@473 48
dicklyon@475 49 if nargin < 3
dicklyon@475 50 open_loop = 0;
dicklyon@475 51 end
dicklyon@475 52
dicklyon@475 53 if nargout > 2
dicklyon@475 54 do_BM = 1;
dicklyon@475 55 else
dicklyon@475 56 do_BM = 0;
dicklyon@475 57 end
dicklyon@475 58
dicklyon@473 59 [n_samp, n_ears] = size(input_waves);
dicklyon@473 60
dicklyon@473 61 if n_ears ~= CF.n_ears
dicklyon@473 62 error('bad number of input_waves channels passed to CARFAC_Run')
dicklyon@473 63 end
dicklyon@473 64
dicklyon@473 65 n_ch = CF.n_ch;
dicklyon@473 66 naps = zeros(n_samp, n_ch, n_ears); % allocate space for result
dicklyon@475 67 if do_BM
dicklyon@475 68 BM = zeros(n_samp, n_ch, n_ears);
dicklyon@502 69 seg_ohc = zeros(n_samp, n_ch, n_ears);
dicklyon@502 70 seg_agc = zeros(n_samp, n_ch, n_ears);
dicklyon@475 71 end
dicklyon@473 72
dicklyon@473 73 detects = zeros(n_ch, n_ears);
dicklyon@473 74 for k = 1:n_samp
dicklyon@473 75 % at each time step, possibly handle multiple channels
dicklyon@473 76 for ear = 1:n_ears
dicklyon@502 77
dicklyon@502 78 % This would be cleaner if we could just get and use a reference to
dicklyon@502 79 % CF.ears(ear), but Matlab doesn't work that way...
dicklyon@502 80
dicklyon@500 81 [car_out, CF.ears(ear).CAR_state] = CARFAC_CAR_Step( ...
dicklyon@500 82 input_waves(k, ear), CF.ears(ear).CAR_coeffs, CF.ears(ear).CAR_state);
dicklyon@473 83
dicklyon@473 84 % update IHC state & output on every time step, too
dicklyon@500 85 [ihc_out, CF.ears(ear).IHC_state] = CARFAC_IHC_Step( ...
dicklyon@500 86 car_out, CF.ears(ear).IHC_coeffs, CF.ears(ear).IHC_state);
dicklyon@473 87
dicklyon@498 88 % run the AGC update step, decimating internally,
dicklyon@500 89 [CF.ears(ear).AGC_state, updated] = CARFAC_AGC_Step( ...
dicklyon@504 90 ihc_out, CF.ears(ear).AGC_coeffs, CF.ears(ear).AGC_state);
dicklyon@498 91
dicklyon@498 92 % save some output data:
dicklyon@498 93 naps(k, :, ear) = ihc_out; % output to neural activity pattern
dicklyon@475 94 if do_BM
dicklyon@475 95 BM(k, :, ear) = car_out;
dicklyon@502 96 state = CF.ears(ear).CAR_state;
dicklyon@502 97 seg_ohc(k, :, ear) = state.zA_memory;
dicklyon@502 98 seg_agc(k, :, ear) = state.zB_memory;;
dicklyon@475 99 end
dicklyon@473 100 end
dicklyon@473 101
dicklyon@498 102 % connect the feedback from AGC_state to CAR_state when it updates;
dicklyon@498 103 % all ears together here due to mixing across them:
dicklyon@498 104 if updated
dicklyon@498 105 if n_ears > 1
dicklyon@498 106 % do multi-aural cross-coupling:
dicklyon@500 107 CF.ears = CARFAC_Cross_Couple(CF.ears);
dicklyon@498 108 end
dicklyon@498 109 if ~open_loop
dicklyon@498 110 CF = CARFAC_Close_AGC_Loop(CF);
dicklyon@498 111 end
dicklyon@473 112 end
dicklyon@473 113 end
dicklyon@473 114