Research
My PhD research at the University of Rochester largely focuses on acoustics and the design of new smart audio devices.
My goal as an aspiring educator is to provide students with hands-on learning experiences to explore their interests in audio and music recording.
Estimating direction of arrival in reverberant environments for wake-word detection using a single structural vibration sensor
The vibrational response of an elastic panel to incident acoustic waves is determined by the direction-of-arrival (DOA) of the waves relative to the spatial structure of the panel's bending modes. By monitoring the relative modal excitations of a panel immersed in a sound field, the DOA of the source may be inferred. In reverberant environments, early acoustic reflections and the late diffuse acoustic field may obscure the DOA of incoming sound waves. Panel microphones may be especially susceptible to the effects of reverberation due to their large surface areas and long-decaying impulse responses. An investigation into the effect of reverberation on the accuracy of DOA estimation with panel microphones was made by recording wake-word utterances in eight spaces with reverberation times (RT60s) ranging from 0.27 to 3.00 s. The responses were used to train neural networks to estimate the DOA. Within ±5°, DOA estimation reliability was measured at 95.00% in the least reverberant space, decreasing to 78.33% in the most reverberant space, suggesting an inverse relationship between RT60 and DOA accuracy. Experimental results suggest that a system for estimating DOA with panel microphones can generalize to new acoustic environments by cross-training the system with data from multiple spaces with different RT60s. Published in the Journal of the Acoustical Society of America in October 2024.
Direction of Arrival Estimation in Reverberant Environments Using Flat Panel Loudspeakers
The vibrational response of a panel to an incoming pressure wave is contingent upon the relationship between the incident angle and the modal structure of the panel. Estimating the direction of arrival (DOA) of the incident wave is possible by analyzing the relative modal excitations measured by a single sensor affixed to the panel. Reverberation can distort the wave's true DOA due to reflections from numerous angles present in the recording made by the sensor. Panel microphones, known for their extended internal reverberation times, may be particularly vulnerable to these effects. In this study, we investigate the impact of reverberation on the reliability of DOA estimation performed with panel microphones. Experiments were conducted by recording wake-word utterances in eight diverse acoustic spaces, each characterized by varying reverberation times (RT60s). The vibrational responses of the panel were used to train neural networks for DOA estimation. Results indicate an inverse relationship between RT60 and the reliability of DOA estimation. Results also indicate DOA estimation utilizing panel microphones can effectively adapt to diverse acoustic environments by training the system with data from various environments. These findings have implications for applications such as smart speakers and voice- activated devices, which are commonly used in residential settings. Importantly, results consistently achieved DOA estimation accuracy exceeding 98% within 10 degrees in environments with RT60s typical of living rooms, establishing that single-sensor panel microphones are a viable alternative to traditional microphone arrays for estimating acoustic DOA. Presented at WNYISPW 2023.
Room Acoustics Evaluations
Room acoustics metrics were evaluated across the University of Rochester campus to improve the acoustic characteristics of spaces and to provide students with room data for educational projects. Impulse responses were taken and distributed to students, as well as the recoreded characteristics, dimensions, and testing setup of the spaces. Pictured here is the Rush Rhees Rotunda above the campus library. RT60 = 3.00s, C80 = -2.0dB, EDT = 3.27s.
Education
Jenna currently leads upper-level recording labs and acoustics recitations at the University of Rochester. The goal of these courses is to provide students a hands-on learning experience for analog and digital recording practices, miking techniques, mixing and editing techniques, ear training, acoustics, and more. Pictured here is the Gavett Recording Studio at the University of Rochester, equipped with an API 1608-II.
Ongoing Research
Current studies focusing on the use of flat panels as loudspeakers, microphones, smart devices, and touch interfaces are ongoing.
Outreach
Combining a passion for music with education, I strive to create inclusive and engaging learning experiences that inspire creativity, foster a sense of community, and demonstrate the power of audio in both personal growth and academic achievement.
BEST Day @ RCSD
Audio Engineering Presenter
Imagine Day
Audio Engineering Presenter
BEST Day @ RCSD
Guitars & Strings Demo
Volunteer Work
"When Aiden Lee Pickup sat down to participate in "Life Recorded," a program intended to preserve the stories of cancer patients at Roswell Park Comprehensive Cancer Center, he could never have imagined where the journey was going to take him. Aiden's goal was simple: record a video message so that he would have a visual legacy to leave behind for his three-year-old daughter. While recounting his story, Paul Spitale, the program coordinator for "Life Recorded," realized there was something more to Aiden's life—a passion he had abandoned years ago: music. Paul knew exactly what he had to do next, so he contacted friends at GCR Audio recording studios, owned by the Goo-Goo Dolls' Robbie Takac, to give Aiden a dream moment, and a memory his daughter Penelope would never forget."
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It was an honor to work on this project with Aiden and Roswell Park. Since this recording, I have maintained a relationship with Roswell Park to work with other patients in the "Life Recorded" program.
Robert Rose, Product Designer