RA

Dr Randall Ali


Lecturer in Audio
BSc, MS, PhD
+441483686539
Mon/Thurs (Book here: https://calendly.com/randyali)
Office: 06 BC 03

Academic and research departments

Music and Media.

About

Research

Research interests

Publications

Kathleen MacWilliam, Thomas Dietzen, Randall Ali, Toon van Waterschoot (2024)State-space estimation of spatially dynamic room impulse re- sponses using a room acoustic model-based prior, In: Frontiers in signal processing41426082 Frontiers Media

Room impulse responses (RIRs) between static loudspeaker and microphone locations can be estimated using a number of well-established measurement and inference procedures. While these procedures assume a time-invariant acoustic system, time variations need to be considered for the case of spatially dynamic scenarios where loudspeakers and microphones are subject to movement. If the RIR is modeled using image sources, then movement implies that the distance to each image source varies over time, making the estimation of the spatially dynamic RIR particularly challenging. In this paper, we propose a procedure to estimate the early part of the spatially dynamic RIR between a stationary source and a microphone moving on a linear trajectory at constant velocity. The procedure is built upon a state-space model, where the state to be estimated represents the early RIR, the observation corresponds to a microphone recording in a spatially dynamic scenario, and time-varying distances to the image sources are incorporated into the state transition matrix obtained from static RIRs at the start and end points of the trajectory. The performance of the proposed approach is evaluated against state-of-the-art RIR interpolation and state-space estimation methods using simulations, demonstrating the potential of the proposed state-space model.

Randall Ali, Andrew Christian (2025)Source-time dominant modeling of the Doppler shift for the auralization of moving sources, In: Supplementary material EDP SCIENCES S A

When developing an auralization for acoustic scenarios involving moving sources and receivers, one key feature is the ability to simulate the Doppler shift, i.e., the changing frequency content from the receiver's perspective. As the time-varying delay between a source and receiver is what accounts for the Doppler shift, an approximation of this delay is required to successfully render the changes in frequency content at the receiver. Depending on the signal-processing strategy chosen to accomplish this task, there is, however , a potential to introduce audible artifacts due to frequency folding (aliasing), frequency replication (imaging), and broadband noise. In this paper we discuss the manifestation of such artifacts and propose a method to eliminate them, which can be integrated into the digital signal processing chain of larger aural-ization schemes. The method is built upon a source-time dominant approach and uses a combination of oversampling, interpolation, and time-varying filtering to predict and eliminate frequency regions at the receiver that are vulnerable to aliasing and imaging. We demonstrate the strengths and weaknesses of the method using a circularly moving source with a fixed receiver.

Matteo Scerbo, Sebastian J Schlecht, Randall Ali, Lauri Savioja, Enzo De Sena (2024)A Common-Slopes Late Reverberation Model Based on Acoustic Radiance Transfer, In: Proceedings of the 27th International Conference on Digital Audio Effects (DAFx24)

In rooms with complex geometry and uneven distribution of energy losses, late reverberation depends on the positions of sound sources and listeners. More precisely, the decay of energy is char-acterised by a sum of exponential curves with position-dependent amplitudes and position-independent decay rates (hence the name common slopes). The amplitude of different energy decay components is a particularly important perceptual aspect that requires efficient modeling in applications such as virtual reality and video games. Acoustic Radiance Transfer (ART) is a room acoustics model focused on late reverberation, which uses a pre-computed acoustic transfer matrix based on the room geometry and materials , and allows interactive changes to source and listener positions. In this work, we present an efficient common-slopes approximation of the ART model. Our technique extracts common slopes from ART using modal decomposition, retaining only the non-oscillating energy modes. Leveraging the structure of ART, changes to the positions of sound sources and listeners only require minimal processing. Experimental results show that even very few slopes are sufficient to capture the positional dependency of late reverberation, reducing model complexity substantially.

Randall Ali, Thomas Dietzen, Matteo Scerbo, Leny Vinceslas, Toon van Waterschoot, Enzo De Sena (2023)Relating Wave-based and Geometric Acoustics using a Stationary Phase Approximation European Acoustics Association

Room acoustic simulation using physically motivated sound propagation models are typically separated into wave-based methods and geometric methods. While each of these methods has been extensively studied, the question on when to transition from a wave-based to a geometric method still remains somewhat unclear. Towards building greater understanding of the links between wavebased and geometric methods, this paper investigates the transition question by using the method of stationary phase. As a starting point, we consider an elementary scenario with a geometrically interpretable analytic solution, namely that of an infinite rigid boundary mirroring a single monopole sound source, and apply the stationary phase approximation (SPA) to the wave-based boundary integral equation (BIE). The results of the analysis demonstrate how net boundary contributions give rise to the geometric interpretation offered by the SPA and provide the conditions when the SPA is asymptotically equal to the analytical solution in this elementary scenario. Although the results are unsurprising and intuitive, the insights gained from this analysis pave the way for investigating relations between wave-based and geometric methods in more complicated room acoustics scenarios.

Randall Ali, Bryan Khan (2024)Steelpan Synthesis and Intangible Cultural Heritage, In: Proceedings of 32nd European Signal Processing Conference (EUSIPCO 2024)

The steelpan is a percussive idiophone whose sound is generated by striking an arrangement of dome-shaped notes within the sunken top of a steel drum (open on the other end) with a mallet. The instrument originated in Trinidad and has its roots in the early twentieth century that can be traced back to post-emancipation traditions. As the steelpan has permeated the wider cultural space of the Caribbean in complex ways, it is important, within Caribbean cultural heritage, that it is safeguarded and its associated traditions are appropriately documented. In particular, tuning techniques of pioneer steelpan tuners from the early to mid-twentieth century are being lost to time as the majority of these tuners are already (or soon to be) deceased. This paper discusses a mathematical model of the steelpan that can be discretized and digitally synthesized, highlighting the role that sound synthesis models can play within the domain of cultural heritage. It is shown how the model can be used to understand the timbres of various steelpans and also demonstrates its potential as a point of reference for defining the object of the steelpan as a form of intangible cultural heritage.

Additional publications