Time-frequency analysis and spatialized sound
- Lecturer: Sylvain ARGENTIERI (sylvain.argentieri@sorbonne-universite.fr)
- Course code: UM4RBI23-Son
- Student workload: 12h of lectures, 6h of tutorials, 10h of labs
- Credits: 3 ECTS
- Specialization tracks:
- Semester offered: S1 S2 S3 S4
- Language of instruction: French English
- Targeted audience: Eng. Sc. department Other :
- Localization : PMC Campus Other :
Course Overview
This course aims to train students in the analysis and processing, in terms of time and frequency, of a spatialized audio signal captured from antenna or binaural devices. The teaching then focuses on the analysis and synthesis of a 3D sound field.
Mots-clés : Signal processing, spatialized audio signal, time-frequency analysis, acoustic propagation; source localization: beamforming, high-resolution methods, binaural perception; spherical harmonics, Wave Field Synthesis (WFS), Ambisonics.
Prerequisites
Students should have previously acquired the following prerequisites to follow this course:
- Analog signal processing: convolution, series, and continuous-time Fourier transform;
- Discrete signal processing: Discrete Fourier Transform, Discrete Fourier Transform, correlation;
- Basic concepts in linear algebra.
Intended Learning Outcomes
By the end of this course, students will be able to:
- Understanding and modeling the propagation of a source in an ideal environment.
- Identify the characteristics of a spatialized audio signal in the time and frequency domains.
- Modeling acoustic information measurement from a device consisting of one or more microphones.
- Analyzing multichannel signals to estimate the position of one or more sound sources in space.
- Modeling the acoustic effect of a head on a binaural recording system.
- Knowing how to decompose an acoustic field into spherical harmonics.
- Analyze and synthesize a sound field.
- Implement a multi-channel capture system.
- Program algorithms for locating, analyzing, and synthesizing a sound field
Indicative Teaching Sequence and Methods
| Week | C/TD/TP* | Content | Preparation | Learn.\ outc. |
|---|---|---|---|---|
| S1 | C1 | Fundamentals of acoustics: propagation with or without a source | AAV1-2 | |
| S2 | C2 | Sound source localization: modeling and application to beamforming | AAV2-3 | |
| S3 | TD1 | Acoustics: Green's functions, plane/spherical waves | AAV1 | |
| S4 | C3 | Sound source localization: high-resolution methods (MUSIC, DUET/ESPRIT) | AAV3-4 | |
| S5 | TP1 (4h) | Characterization of acoustic propagation | AAV1-2 | |
| S6 | C4 | Localization of sound sources: binaural perception (HRTF, spatialization) | AAV3-5 | |
| S7 | TD2 | Sound source localization: TDOA estimation using generalized correlation | AAV3-4 | |
| S8 | C5 | Spherical harmonic decomposition | AAV6 | |
| S9 | TP2 (3h) | Experimental implementation of a localization method | AAV8-9 | |
| S10 | C6 | Sound field analysis and synthesis (WFS, Ambisonics, modal beamforming) | AAV7 | |
| S11 | TD3 | Multiple-choice questions + Time/frequency/space analysis | AAV7 | |
| S12 | TP3 (3h) | Measurement and analysis of spatialized impulse responses | AAV8-9 |
- C/TD/TP respectively corresponds to lectures, tutorials and lab sessions.
Sequence of the unit
The unitis divided into three sequences:
-
Sequence 1: Fundamentals of acoustics = C1+TD1+TP1
-
Sequence 2: Spatialized sound; application to source localization (C3/4/5 + TD2 + TP2)
-
Sequence 3: Spatialized sounds, time-frequency-space analysis-synthesis (C5/6 + TD3 + TP3)
Indicative Assessment of Intended Learning Outcomes (1st session)
| Week | Individ./group | In-person/remote | Type of exam | Evaluated outcomes | Scale % |
|---|---|---|---|---|---|
| S11 | Individual | In-person | Quiz | AAV 1 à 5 | 15% |
| S13 | Individual | In-person | Written | AAV 1 à 7 | 50% |
| S13 | Individual | In-person | Labs | AAV 8-9 | 35% |
2nde session
| Session | Individ./group | In-person/remote | Type of exam | Evaluated outcomes | Scale % |
|---|---|---|---|---|---|
| 2 | Individual | In-person | Written | 65% | |
| 1 | Individual | In-person | Labs | AAV 8-9 | 35% |
Bibliographic references
- Bruneau, M. (2013). Fundamentals of acoustics. John Wiley & Sons.
- Hartmann, 1996, "signal, sound and sensation", Springer-Verlag
- Imai & Abe, "Spectral Envelope Extraction by Improved Cepstral Method"
- Van Trees, Harry L. (2002). Optimum Array Processing: Part IV of Detection, Estimation, and Modulation Theory. Wiley.
- Rafaely, B. (2019), Fundamentals of Spherical Array Processing. Springer

