ï~~The tone bursts have two components an octave apart (512Hz and 1024Hz). The main rhythmic harmonics are also spaced by octaves (1,2,&4Hz).,1~... 1001 g10, I am= ber with an action such as foot-tapping, has a natural period of about 600ms (1.7Hz) (Fraisse, 1982). The second system, which we may associate with whole body motion, e.g. body-sway, has a natural period of about 5s (0.2Hz) (Todd, 1994). In the model these sensory-motor components modify the spectrum given by the periodicity analysis so that the harmonic which is nearest to the foot-tapper resonance will be the one which will be favoured for the tactus. 5 Rhythm Space Once the tactus has been identified the metre of a rhythm can be identified from the frequency ratio of the three most important harmonics. The metrical structure can be represented in the form of a compact pattern in rhythm space (X,Y) since the ratio of the metrical harmonics can be simply related by the formula 2AX*3AY (c.f. Longuet-Higgins' three dimensions of harmony). In the example the metre is obviously 2/4 which would form a horizontal bar shape. Figure 5 though, shows the patterns made by the metres 6/8 and 3/4. Metre = 6/8 0.5 1 13 2 2.5 3 3.5 4 4. S time (seconds) Figure 4. A frequency-domain rhythmogram. The important point here is that it is possible to associate each event with numbers of cycles of the metrical harmonics. This number is invariant of the absolute (rhythmic) frequency or tempo since the ratio of harmonics is a fixed property of the rhythm. Thus under those circumstances where an absolute change of tempo is (i) piece-wise continuous and (ii) the rate of change is less than one octave per onset then the ratios of the harmonics will also be invariant. 4 Sensory-Motor Filtering In fact the harmonics which form the metrical grid in the example have already been selected on the basis of sensory-motor feed-back. This is done by adjusting the magnitude of the harmonics according to the response of two band-pass filters which model the motor system (Figure 4). tmy f 9 18 3 12 1 214 3/8 3/4 32 1/16 1/8 1/4 1/2 24 8 16 32 1/24 1/12 1/64 1/3 2/3 4/3 8/3 binary 1/18 11/9 Metre = 3/4 9 18 3/8 3/4 3/2 3 6 12 24 1/16 /8 1/4 1/2 1 2 4 8 16 32 i i I i 1/24 1/12 1/6 I I I1/3 2/3 4/3 8/3 1/18 J 0 Figure 5. Rhythm Space. Figure 4. Sensory-Motor Filters. The sensory-motor filters thus impose a second source of tempo dependency on the perceived rhythm since although the ratio of rhythmic harmonics of a rhythm are a fixed property, the particular harmonic which is selected for the tactus is not. Mathematically the sensory-motor process can be described by a dynamic system which has two degrees of freedom and can be modelled as two weakly coupled mass-spring-damper systems. The first system, which represents the dynamics associated 6 Conclusion The model presented has no "rules" as such and is entirely "bottom-up" in its form of processing. In proposing such a model though, we would not wish to suggest that rhythm perception is entirely so. Clearly, some form of interpretation is required, as is indicated in Figure 1, in order to make sense of the incoming information. However, given that such a large amount of information can be obtained "for free", such as grouping and phenomenal accents, any realistic model of beat induction must be based on the way the auditory system works. ICMC Proceedings 1994 89 Foot-tapping
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