| 摘要 |
An apparatus for separating audio signals is provided that can at least alleviate the problem of permutation when separating the plurality of mixed signals by independent component analysis. There is provided an audio signal separation apparatus for separating observation signals in a time domain of a mixture of a plurality of signals including audio signals into individual signals by means of independent component analysis to produce isolated signals, the apparatus including a first conversion section that converts the observation signals in the time domain into observation signals in a time-frequency domain, a separation section that produces isolated signals in a time-frequency domain from the observation signals in the time-frequency domain, and a second conversion section that converts the isolated signals in the time-frequency domain into isolated signals in a time domain, the separation section being adapted to produce isolated signals in a time-frequency domain from the observation signals in the time-frequency domain and a separation matrix substituted by initial values, compute the modified value of the separation matrix by using a score function using the isolated signals in the time-frequency domain and a multidimensional probability density function and the separation matrix, modify the separation matrix until the separation matrix substantially converges by using the modified value and produce isolated signals in the time-frequency domain by using the substantially converging separation matrix. |
