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Estimation of Saxophone Control Parameters by Convex Optimization

机译:凸优化估计萨克斯控制参数。

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摘要

In this work, an approach to jointly estimating the tone hole configuration (fingering) and reed model parameters of a saxophone is presented. The problem isn't one of merely estimating pitch as one applied fingering can be used to produce several different pitches by bugling or overblowing. Nor can a fingering be estimated solely by the spectral envelope of the produced sound (as it might for estimation of vocal tract shape in speech) since one fingering can produce markedly different spectral envelopes depending on the player's embouchure and control of the reed. The problem is therefore addressed by jointly estimating both the reed (source) parameters and the fingering (filter) of a saxophone model using convex optimization and 1) a bank of filter frequency responses derived from measurement of the saxophone configured with all possible fingerings and 2) sample recordings of notes produced using all possible fingerings, played with different overblowing, dynamics and timbre. The saxophone model couples one of several possible frequency response pairs (corresponding to the applied fingering), and a quasi-static reed model generating input pressure at the mouthpiece, with control parameters being blowing pressure and reed stiffness. Applied fingering and reed parameters are estimated for a given recording by formalizing a minimization problem, where the cost function is the error between the recording and the synthesized sound produced by the model having incremental parameter values for blowing pressure and reed stiffness. The minimization problem is nonlinear and not differentiable and is made solvable using convex optimization. The performance of the fingering identification is evaluated with better accuracy than previous reported value.
机译:在这项工作中,提出了一种共同估计萨克斯风的音孔配置(指)和簧片模型参数的方法。问题不只是估计音高之一,因为一个指法可以通过吹响或吹过气来产生几种不同的音高。也不能仅通过所产生声音的频谱包络来估计指法(因为它可能用于估计语音中的声道形状),因为一种指法可以根据演奏者的包容和芦苇的控制产生明显不同的频谱包络。因此,可以通过使用凸优化来联合估计萨克斯管模型的簧片(源)参数和指法(滤波器),以及1)从配置了所有可能指法的萨克斯管的测量中得出的滤波器频率响应库,来解决该问题。 )使用所有可能的指法制作的音符的示例录音,并以不同的过分吹奏,力度和音色演奏。萨克斯风模型耦合了几种可能的频率响应对之一(对应于所施加的指法),以及准静态簧片模型,该模型在吹口处产生输入压力,控制参数为吹奏压力和簧片刚度。通过形式化一个最小化问题,可以估算给定录音的所应用指法和簧片参数,其中代价函数是录音与模型产生的合成声音之间的误差,该模型具有用于吹气压力和簧片刚度的增量参数值。最小化问题是非线性的且不可微,并且可以通过凸优化解决。与以前的报告值相比,以更好的准确性评估了指法识别的性能。

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