
Dr Jacques Grange
Lecturer (Human Factors)
- grangeja@cardiff.ac.uk
- available upon request
- 2.11, Adeilad y Tŵr, Plas y Parc, Caerdydd, CF10 3AT
Trosolwg
Research summary
My primary research interest is in finding new ways to help the hearing impaired better understand speech in the most challenging situations, i.e. when noise and reverberation conspire to make speech almost unintelligible. Every little helps, every dB of improvement in speech-reception threshold counts. A collection of small benefits can indeed make the difference between a unilaterally deaf person, a hearing aid user or a cochlear implant user being totally isolated or happily involved in face-to-face conversations in typically noisy social settings.
One approach is to help the hearing impaired make the best of the hearing they have, in combination with a given acoustic scene (e.g. my PhD). Another is to examine how sound coding could be improved so as to more faithfully transduce acoustical signals into the brain (e.g. my Postdoc).
Other aspects of my research involve projects at the heart of the Centre for Artificial Intelligence, Robotics and Human-Machine Systems (IROHMS), such as the development of research capacity in IROHMS' Simulation Laboratory (e.g. visual and auditory aspects of the 6m-diameter full immersion cylinder), chairing an IROHMS working group across COMSci, ENGIN and PSYCH on "Ethical and Explainable AI, leading of a project entitled "Explainable AI and I", chairing a SIG on VR/AR and contributing to other flourishing IROHMS projects on robotics and AI.
Teaching summary
Other than teaching engineering in the context of continuing education and throughout my previous 20-year carrier as a micro-technologist, for the Cardiff University School of Psychology I assisted the teaching of UG students during my PhD (2011-15) and supervised final-year project students and overseas/UK master project student throughout my postdocs (2015-19).
Since 2019, as a new lecturer, I contributed to the School's UG teaching and am now the module coordinator of the final-year MSc Human-Factor module, which I will expand with the PSYCH Human-Factor team to a 20-credit module and will later be integrated to a cross-school master.
Bywgraffiad
Undergraduate education
1985~1988 Engineering Degree (1st 3 years) from INSA-Lyon, France.
Postgraduate education
- 1988-1990: Engineering Degree (to Masters level, additional 2 years) from INSA Lyon, France.
Generalist training. Specialised in Material Physics and further specialised in Materials for Micro-electronics. 5th year (89/90) as an exchange student at the Royal Institute of Technology (KTH), Stockholm, Sweden. - 1990-1991: Higher degree (DEA, M-Phil equivalent) in Integrated Electronics Devices, INSA Lyon, France.
- 1992~1994 PhD (1st 18 months) in Surface Physics, Physics & Astronomy Dept., UWCC, Cardiff, UK.
- 2011~2014 PhD in the Psychology of Auditory Perception, Psychology Dept., Cardiff University, UK.
Employment
- 1990-91: Teacher in the Continuing Education of Engineers for CAST/INSA, Lyon, France.
- 1994~2010: Surface Technology Systems Plc, various technology/managerial positions in Process, Engineering and R&D. Specialist in Plasma-enhanced etch tool and process development for micro-device manufacturing.
- 2001: Wavesplitter Technologies Inc., Senior Process Engineer, PLC production line developer.
- 2015~2019: Research Associate, Cardiff University, School of Psychology.
- 2019~present: Lecturer in Human Factors, Cardiff University, School of Psychology.
Cyhoeddiadau
2022
- Grange, J. A., Princis, H., Kozlowski, T. R. W., Amadou-Dioffo, A., Wu, J., Hicks, Y. A. and Johansen, M. K. 2022. XAI & I: Self-explanatory AI facilitating mutual understanding between AI and human experts. Presented at: 26th International Conference on Knowledge-Based and Intelligent Information & Engineering Systems (KES 2022), 7-9 September 2022. Elsevier, (10.1016/j.procs.2022.09.419)
- Zhang, Q. et al. 2022. Towards an integrated evaluation framework for xai: an experimental study. Procedia Computer Science 207, pp. 3884-3893. (10.1016/j.procs.2022.09.450)
- Grange, J., Zhang, M. and Culling, J. 2022. The role of efferent reflexes in the efficient encoding of speech by the auditory nerve. Journal of Neuroscience 42(36), pp. 6907-6916. (10.1523/JNEUROSCI.2220-21.2022)
2020
- Grange, J. and Culling, J. 2020. Decoding the auditory nerve to simulate sensorineural pathologies and help refine their diagnosis. Presented at: Forum Acusticum 2020 (e-FA), Virtual (Lyon, France), 7-11 December 2020. e-Forum Acusticum 2020
- Grange, J. and Culling, J. 2020. "Turn an ear to hear": the benefit of head orientation to speech intelligibility in complex acoustic environments. Presented at: Forum Acusticum 2020 (e-FA), Virtual (Lyon, France), 7-11 December 2020e-Forum Acusticum Proceeding.
2018
- Grange, J. A., Culling, J. F., Bardsley, B., Mackinney, L. I., Hughes, S. E. and Backhouse, S. S. 2018. Turn an ear to hear: How hearing-impaired listeners can exploit head orientation to enhance their speech intelligibility in noisy social settings. Trends in Hearing 22, pp. 1-13. (10.1177/2331216518802701)
- Grange, J. and Culling, J. 2018. The factor analysis of speech: limitations and opportunities for cochlear implants. Acta Acustica united with Acustica 104(5), pp. 835-838. (10.3813/AAA.919253)
2017
- Grange, J. A., Culling, J. F., Harris, N. S. L. and Bergfeld, S. 2017. Cochlear implant simulator with independent representation of the full spiral ganglion. Journal of the Acoustical Society of America 142(5), article number: EL484. (10.1121/1.5009602)
2016
- Grange, J. A. and Culling, J. F. 2016. Head orientation benefit to speech intelligibility in noise for cochlear implant users and in realistic listening conditions. Journal of the Acoustical Society of America 140(6), article number: 4061. (10.1121/1.4968515)
- Grange, J. A. and Culling, J. F. 2016. The benefit of head orientation to speech intelligibility in noise. Journal of the Acoustical Society of America 139(2), pp. 703-712. (10.1121/1.4941655)
2015
- Grange, J. 2015. Realising the head-shadow benefit to cochlear implant users. PhD Thesis, Cardiff University.
2013
- Grange, J. and Culling, J. F. 2013. The benefit of cochlear-implant users' head orientation to speech intelligibility in noise. Presented at: ISAAR-2013, Nyborg, Denmark, 28-30 August 2013 Presented at Dau, T. et al. eds.Auditory Plasticity - Listening with the Brain, Vol. 4. Proceedings of the International Symposium on Auditory and Audiological Research Lyngby, Denmark: ISAAR pp. 389-396.
2012
- Culling, J. F., Jelfs, S., Talbert, A., Grange, J. and Backhouse, S. S. 2012. The benefit of bilateral versus unilateral cochlear implantation to speech intelligibility in noise. Ear and Hearing 33(6), pp. 673-683. (10.1097/AUD.0b013e3182587356)
Research topics and related papers
My PhD research was focused on helping cochlear implant (CI) users deal with the detrimental effects of reverberation and noise in social settings (a restaurant, for instance) and optimise their intelligibility of speech. By “Realising the head-shadow benefit to cochlear implant users”, John Culling and I aimed to establish how, by a modest head orientation away from a speaker that does not impede lip-reading, people who struggle in noisy environments can significantly improve their intelligibility of speech and be involved in conversations rather than be socially isolated. The next step is dissemination of our findings to not only directly inform CI users, but also dispel the erroneous believes typically held by professionals (audiologists, teachers of the deaf, speech therapists…), and as a result by many CI users, that facing the speech is critical to optimum lip-reading or to an optimum use of sound pick-up directionality. Not only is a side-along look at the speaker compatible with lip-reading at a normal level, CI directional features are also not so directional that the head-orientation benefit (3 to 5 dB) cannot be exploited.
- Culling et al. (2012) Ear and Hear. 33, 673–682.
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In my postdoctoral Research Associate role, I am focusing on determining how valuable to bilateral CI users a specific sound coding strategy could be. The excitation of nerve cells in the cochlea by a CI array of electrodes is electrical in nature. The spread of the electrical field generated by an electrode pulse causes, beyond the excitation of the target nerve cells, the spread of current to neighbouring regions of the spiral ganglia. This current spread to regions sensitive to different sound frequencies causes mixing of the spectral information provided by neighbouring electrodes. This results in only 8 out of typically 20 electrodes being effective at transducing sound without spectral cross-over.
Beyond that, no increase in number of active electrodes, in other words no increase in spectral resolution is beneficial to speech intelligibility. Our first aim is to establish how best to simulate the effects of CI current spread in normally hearing (NH) listeners. With the spread that matches NH simulation data to CI user data, we will then explore the spectral interlacing/zipping strategy that consists in exciting only half of the electrodes in each cochlea and providing only every other spectral channel to one year (odd numbers) and the rest of the channels (even numbers) to the other ear. This could limit the potentially detrimental effect of spread at high spectral resolution and still provide the full spectral information over the two ears. We will need to account for adaptation/perceptual learning in our simulations, the timescale for which is yet unclear. Once successfully demonstrated in simulations, clinical trials on selected bilateral CI users will take place in Southampton University, all going well.
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Funding
- PhD funded by Action on Hearing Loss (UK)
- Postdoc funded by the Oticon Foundation (Denmark)
Research group
- Cognitive Science
- Perception and Action - Hearing
Research collaborators
- John Culling (Cardiff PSYCH Professor, my Supervisor)
- Steven Backhouse (Bridgend Princess of Wales Hospital, ENT surgeon)
- Sarah Hughes (Bridgend Princess of Wales Hospital, audiologist & PhD student)
- Barry Bardsley (Cardiff PSYCH PhD student, Swansea Audiology Lecturer)
- Rob McLeod (Cardiff PSYCH PhD Student, ENT Surgeon)