Subspace projection based analysis of speech under stressed condition

S. Shukla, S. Dandapat, S. Prasanna
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引用次数: 6

Abstract

This paper proposes a novel subspace projection based approach for analysis of stressed speech signal. The projection of stressed speech vectors onto the neutral speech subspace can separate speech specific information from stress information. Orthogonality between speech and stress is assumed to separate these two information. The orthogonal relation between speech and stress subspaces is verified using speech and stress recognition techniques with a stressed speech database consisting of four stress conditions namely, neutral, angry, sad and Lombard from 30 words vocabulary. Studies show that the speech and stress specific information are present in their respective subspaces which proves orthogonality between these two subspaces.
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基于子空间投影的语音应力分析
提出了一种新的基于子空间投影的应力语音信号分析方法。将应力语音向量投影到中性语音子空间中可以将语音特定信息与应力信息分离开来。假设语音和重音之间的正交性将这两个信息分开。利用由中性、愤怒、悲伤和伦巴德四种重音条件组成的重音数据库,利用语音和重音识别技术验证了语音和重音子空间之间的正交关系。研究表明,语音和重音特定信息存在于它们各自的子空间中,这证明了这两个子空间之间的正交性。
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