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Published on: September 27, 2024
How to analyse and manipulate nonlinear phenomena in voice recordings
Andrey Anikin1,2, Christian T Herbst3,4
1Division of Cognitive Science, Lund University, Lund, Sweden.
This review details methods for detecting and analyzing nonlinear phenomena (NLP) in voice recordings, crucial for understanding vocalizations. It also covers manipulating NLP to study listener perception, offering tools for acoustic analysis and synthesis.
Area of Science:
- Bioacoustics
- Speech Science
- Auditory Perception
Background:
- Nonlinear phenomena (NLP) in voice production are vital for biological communication.
- Manual annotation of NLP is time-consuming and unreliable.
- Objective acoustic analysis and perceptual studies require robust NLP detection and manipulation methods.
Purpose of the Study:
- To review and present methods for detecting and analyzing nonlinear phenomena (NLP) in acoustic signals.
- To explore techniques for manipulating NLP in audio recordings to test perceptual effects.
- To provide practical tools and algorithms for researchers in bioacoustics and speech science.
Main Methods:
- Utilizing advanced visualization aids like reassigned spectrograms and phasegrams for NLP detection.
- Employing objective acoustic features including general descriptives (e.g., harmonics-to-noise ratio) and nonlinear dynamics statistics (e.g., correlation dimension).
- Implementing algorithms for manipulating NLP, such as adding frequency jumps or subharmonics, and parametric voice synthesis for complex alterations.
Main Results:
- Described objective acoustic measures for quantifying NLP, moving beyond manual annotation.
- Demonstrated feasible methods for manipulating NLP in audio, aiding perceptual research.
- Provided detailed examples with audio files and R code to facilitate practical application.
Conclusions:
- Accurate detection and manipulation of nonlinear phenomena (NLP) are essential for advancing research on vocal communication.
- The reviewed methods and tools offer significant improvements for analyzing vocalizations and their perceptual impact.
- This work supports further investigation into the mechanisms and communicative functions of NLP in vertebrate vocalizations.
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