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S., \u0026amp; Wang, Z., \u0026amp; Zhang, L., \u0026amp; Bazilinskyy, P. (2026). Personalised Electric Vehicle Acoustics with Generative AI: Dynamic Sonification and User Acceptance Study. Adjunct Proceedings of the 18th International Conference on Automotive User Interfaces and Interactive Vehicular Applications (AutoUI). Gothenburg, Sweden. https://doi.org/10.1145/3828158.3838227\u003cbr\u003eElectric vehicles (EVs) reduce powertrain noise, creating safety challenges and opportunities for sound design. This paper examines whether generative audio supports personalised dynamic acoustics for future EVs. We report a research through design study in which AI-generated sound samples were selected, edited into seamless loops and embedded in a sonification (the process of translating non-auditory data into sound) prototype. The prototype connects a Processing vehicle interface to a Pure Data audio engine using Open Sound Control. 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    <description descriptionType="Abstract">&lt;p&gt;Supplementary material for the paper: Alam, M. S., &amp;amp; Wang, Z., &amp;amp; Zhang, L., &amp;amp; Bazilinskyy, P. (2026). Personalised Electric Vehicle Acoustics with Generative AI: Dynamic Sonification and User Acceptance Study. Adjunct Proceedings of the 18th International Conference on Automotive User Interfaces and Interactive Vehicular Applications (AutoUI). Gothenburg, Sweden. https://doi.org/10.1145/3828158.3838227&lt;/p&gt;&lt;p&gt;&lt;br&gt;&lt;/p&gt;&lt;p&gt;Electric vehicles (EVs) reduce powertrain noise, creating safety challenges and opportunities for sound design. This paper examines whether generative audio supports personalised dynamic acoustics for future EVs. We report a research through design study in which AI-generated sound samples were selected, edited into seamless loops and embedded in a sonification (the process of translating non-auditory data into sound) prototype. The prototype connects a Processing vehicle interface to a Pure Data audio engine using Open Sound Control. Vehicle speed and throttle input modulate pitch, amplitude and load related parameters. A user study with 20 participants combined the Acceptance Scale with open questions. The results show moderately positive acceptance, with an average usefulness of 0.88 and a satisfaction of 0.62 on a scale from -2 to +2. Participants valued personalisation and responsiveness, but requested stronger recognisability and better throttle mapping. Generative AI is useful for early EV acoustic prototyping, while the final design requires expert refinement and safety evaluation.&lt;/p&gt;&lt;p&gt;&lt;br&gt;&lt;/p&gt;&lt;p&gt;It has the following structure:&lt;/p&gt;&lt;p&gt;* code/&lt;/p&gt;&lt;p&gt;*             code/.python-version: Specifies the Python version used for the project.&lt;/p&gt;&lt;p&gt;*             code/analysis.py: Python script that produces all analyses, summary values, and figures.&lt;/p&gt;&lt;p&gt;*             code/common.py: Contains functions for configuration management, dictionary search, and data serialisation.&lt;/p&gt;&lt;p&gt;*             code/custom_logger.py: Implements a custom logger class for handling string formatting and logging at various levels.&lt;/p&gt;&lt;p&gt;*             code/default.config: Configuration file specifying paths for data, plotly template, and plots directory.&lt;/p&gt;&lt;p&gt;*              code/logmod.py: Initialises and configures the logger with customisable display and storage options, supporting coloured logs, threading, and multiprocessing.&lt;/p&gt;&lt;p&gt;*              code/analysis.py: Python script that produces all analyses, summary values, and figures.&lt;/p&gt;&lt;p&gt;* sounds/: Directory containing the sound files used in the experiment.&lt;/p&gt;&lt;p&gt;* survey.pdf: survey questions for the experiment.&lt;/p&gt;&lt;p&gt;* data/&lt;/p&gt;&lt;p&gt;*           data/results.csv: anonymised data from the experiment.&lt;/p&gt;&lt;p&gt;&lt;br&gt;&lt;/p&gt;&lt;p&gt;&lt;br&gt;&lt;/p&gt;&lt;p&gt;Configuration of project:&lt;/p&gt;&lt;p&gt;Configuration of the project needs to be defined in "code/config". Please see the "code/default.config" file for the required structure of the file. If no custom config file is provided, "code/default.config" is used. The config file needs to have the following parameters:&lt;/p&gt;&lt;p&gt;* "results": location of the response file.&lt;/p&gt;&lt;p&gt;* "output": location for saving generated outputs.&lt;/p&gt;&lt;p&gt;* "figures": location for saving generated figures.&lt;/p&gt;&lt;p&gt;* "font_family": font family used in the generated plots.&lt;/p&gt;&lt;p&gt;* "font_size": font size used in the generated plots.&lt;/p&gt;&lt;p&gt;* "plotly_template": template used to make graphs in the analysis.&lt;/p&gt;&lt;p&gt;* "logger_level": logging level used by the project, for example "info".&lt;/p&gt;</description>
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