Tonic Pitch Estimation in Turkish Music Using Modified Group Delay Processing

IF 1.8 3区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Circuits, Systems and Signal Processing Pub Date : 2024-06-29 DOI:10.1007/s00034-024-02759-2
Rajan Rajeev, M. A. Aiswarya
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Abstract

Group delay processing of audio signals has been extensively studied in the last decade. In this paper, tonic estimation in Turkish makam music is addressed using modified group delay processing. Tonic is one of the stable pitches of the performance, which serves as the reference throughout the performance. The proposed methodology does not require metadata such as the melodic pitch values of the audio files for tonic estimation. Modified group delay functions (MODGD) computed from the flattened music spectrum of non-melodic segments are bin-wise summed to form a summary-modgdgram. The peak position in the tonic range of summary-modgdgram is mapped to the tonic pitch. Two corpora of the Turkish music tonic dataset, created by the CompMusic project group, are used to assess the system. The proposed methodology outperforms the baseline last note detection (LND) method, which uses pitch contour as a prerequisite for tonic estimation. The results show the potential of processing audio signals using the phase-based approach in tonic pitch estimation.

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利用修改后的群延迟处理技术估算土耳其音乐中的调式音高
音频信号的群延迟处理在过去十年中得到了广泛的研究。本文利用改进的群延迟处理技术,对土耳其马卡姆音乐中的音调进行了估计。调性是演奏中的一个稳定音高,在整个演奏中起参考作用。所提出的方法不需要元数据,如音频文件的旋律音高值,即可进行音调估计。根据非旋律片段的扁平化音乐频谱计算出的修正群延迟函数(MODGD)进行二进制求和,形成一个摘要-modgdgram。摘要-modgdgram 的调性范围内的峰值位置被映射到调性音高。由 CompMusic 项目组创建的土耳其音乐调性数据集的两个语料库用于评估该系统。所提出的方法优于基线最后一个音符检测(LND)方法,后者使用音高轮廓作为音调估计的先决条件。结果表明,在音调估计中使用基于相位的方法处理音频信号具有很大的潜力。
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来源期刊
Circuits, Systems and Signal Processing
Circuits, Systems and Signal Processing 工程技术-工程:电子与电气
CiteScore
4.80
自引率
13.00%
发文量
321
审稿时长
4.6 months
期刊介绍: Rapid developments in the analog and digital processing of signals for communication, control, and computer systems have made the theory of electrical circuits and signal processing a burgeoning area of research and design. The aim of Circuits, Systems, and Signal Processing (CSSP) is to help meet the needs of outlets for significant research papers and state-of-the-art review articles in the area. The scope of the journal is broad, ranging from mathematical foundations to practical engineering design. It encompasses, but is not limited to, such topics as linear and nonlinear networks, distributed circuits and systems, multi-dimensional signals and systems, analog filters and signal processing, digital filters and signal processing, statistical signal processing, multimedia, computer aided design, graph theory, neural systems, communication circuits and systems, and VLSI signal processing. The Editorial Board is international, and papers are welcome from throughout the world. The journal is devoted primarily to research papers, but survey, expository, and tutorial papers are also published. Circuits, Systems, and Signal Processing (CSSP) is published twelve times annually.
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