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A Novel Model of F0 Contours Prediction for Continuous Speech

A Novel Model of F0 Contours Prediction for Continuous Speech
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摘要 F0 (fundamental frequency) contour was studied under different prosodic environment in continuous speech and a novel model of F0 contours prediction was proposed. It describes syllabic F0 contour with two points, one curve and duration. The curve represents two optimal points of controlling parameters. The duration represents the syllabic duration. The prosodic characters of controlling parameters were analyzed by CART (Class and Regression Tree). A set of cont rolling parameters was analyzed, which reflects the linguistic environment and prosodic structure. Then it sets up the model of F0 contours prediction with the two optimal controlling parameters and F0 templates. The end pitch value of previous syllable as special prosodic parameters was used to keep the continuity of fore-and-aft syllable. It focuses on looking out the main prosodic clues hiding in F0 contours and applying it to simplify the model for prediction. The results of s ynthesis experiment show that the performance of the prediction method is apprec iated. F0 (fundamental frequency) contour was studied under different prosodic environment in continuous speech and a novel model of F0 contours prediction was proposed. It describes syllabic F0 contour with two points, one curve and duration. The curve represents two optimal points of controlling parameters. The duration represents the syllabic duration. The prosodic characters of controlling parameters were analyzed by CART (Class and Regression Tree). A set of controlling parameters was analyzed, which reflects the linguistic environment and prosodic structure. Then it sets up the model of F0 contours prediction with the two optimal controlling parameters and F0 templates. The end pitch value of previous syllable as special prosodic parameters was used to keep the continuity of fore-and-aft syllable. It focuses on looking out the main prosodic clues hiding in F0 contours and applying it to simplify the model for prediction. The results of synthesis experiment show that the performance of the prediction method is appreciated.
出处 《Journal of Shanghai Jiaotong university(Science)》 EI 2005年第3期231-235,共5页 上海交通大学学报(英文版)
基金 National Natural Science Foundation ofChina (No.60171006)
关键词 signal processing F0 prediction CLUSTER decision tree 信号处理 控制参数 决策树 计算机 CART
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参考文献3

  • 1XU Yi,Wang Q E.Pitch targets and their realization: Evidence from Mandarin Chinese[].Speech Communication.2001
  • 2Saito T,Sakamoto M.Generating F 0 contours by statistical manipulation of natural F0 ahapes[].Proceedings of Eurospeech.2001
  • 3Yue D J.A sub-band speech coding scheme based on code excited linear predictive coding[].I SCSLP Proc Int Conf ISCSLP.2000

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