A review on the applications of signal processing techniques for mitigating dementia-related hearing implications through a wide-band equalizer

  • Authors

    • Abigail Copiaco University of Wollongong in Dubai
    • Abeer ElKouly University of Wollongong in Dubai
    • Nidhal Abdulaziz University of Wollongong in Dubai
    • Obada Alkhatib University of Wollongong in Dubai
    • Halim Khelalfa University of Wollongong in Dubai
    • Mohamed Fareq Malek University of Wollongong in Dubai
    • Flevy Lasrado University of Wollongong in Dubai
    2019-08-25
    https://doi.org/10.14419/ijet.v8i3.29039
  • Audiogram, Dementia, Hearing Equalization, Signal Processing.

  • Abstract

    Dementia is a progressive cognitive ailment that affects its patients’ daily regime and independence. Over the years, the number of people experiencing dementia is continuously rising, signifying the apparent need for progress within the field. Studies have explored the possible connection between hearing impairment and dementia. In order to minimize the effects of this hearing impairment, existing works have focused on invasive processes in order to bring the hearing curve, referred to as audiogram, back to the normal curve of hearing. However, considering the fact that dementia involves aged individuals, invasive processes are deemed risky for their overall health and well-being, besides their high costs and complexity. Therefore, in this paper, we explore and compare non-invasive processes, which are based on signal processing techniques, in order to design a hearing equalization filter that is translatable to a wearable and mobile device, in order to eliminate the risks of invasive chip embedding.

     

  • References

    1. [1] Palm, R., Jünger, S., and Reuther, S. (2016) “People with dementia in nursing home research: a methodological review of the definition and identification of the study population,†BMC Geriatrics, vol. 16 no. 78, pp.1-23. https://doi.org/10.1186/s12877-016-0249-7.

      [2] Chris, J., Hardy, C., Marshall, C., and Golden, H. (2016) “Hearing and dementia,†Journal of Neurology, vol. 263, pp. 2339–2354. https://doi.org/10.1007/s00415-016-8208-y.

      [3] Dening, T., and Sandilyan, M. B. (2015) “Dementia: definitions and types,†Nursing Standard, vol. 29 no. 37, pp.37-42. P2 https://doi.org/10.7748/ns.29.37.37.e9405.

      [4] World Health Organization (WHO). International statistical classification of diseases and related health problems, ICD-11; Oct. 2018 [Online]. Available: https://icd.who.int/dev11/lm/en#/http://id.who.int/icd/entity/546689346. [Accessed October 25, 2018]

      [5] “What Is dementia," WebMd, Dec. 9, 2017. [Online]. Available: https://www.webmd.com/alzheimers/types-dementia#1-1. [Accessed: Oct. 30, 2018].

      [6] Alzheimer’s Society, 2018. [Online]. Available: https://www.alzheimers.org.uk/about-dementia/types-dementia. [Accessed: Oct. 30, 2018].

      [7] Alzheimer's Association, "2018 ALZHEIMER’S DISEASE FACTS AND FIGURES," alzheimer's association, 2018. [Online]. Available: https://www.alz.org/media/HomeOffice/Facts%20and%20Figures/facts-and-figures.pdf. [Accessed: Oct. 30, 2018].

      [8] Lin, F.R., Ferrucci, L., Metter, E. J., an, Y., Zonderman, A.B., and Resnick, S.M. (2011) “Hearing loss and cognition in the Baltimore longitudinal study of aging,†Neuropsychology, vol. 25, no. 6, pp. 763–770. https://doi.org/10.1037/a0024238.

      [9] Girish, G.K., and Pinjare, S.L. (2016), Audiogram Equalizer using Fast Fourier Transform, International Conference on Signal Processing, Communication, Power and Embedded System (SCOPES), pp. 1877-1881. https://doi.org/10.1109/SCOPES.2016.7955772.

      [10] NATIONAL HEARING TEST (NHT), 2017 [Online], How to Read an Audiogram and Determine Degrees of Hearing Loss, Available: http://www.nationalhearingtest.org/wordpress/?p=786, [Accessed: April 3, 2019]

      [11] Välimäki, V., and Reiss, J.D. (2016), All About Audio Equalization: Solutions and Frontiers, Applied Sciences, vol. 6, no. 5, pp. 129-175. https://doi.org/10.3390/app6050129.

      [12] Marshall, M. (2000), A Social and Technological Response to Meeting the Needs of Individuals with Dementia and their Carers, A Guide to using Technology within Dementia Care. London: Hawker Publications.

      [13] Bächlea, M., Daurera, S., Judtb, A., Mettlerc, T. (2018), Assistive technology for independent living with dementia: Stylized facts and research gaps, Health policy and technology, vol. 7, no. 1, pp. 98-111. https://doi.org/10.1016/j.hlpt.2017.12.002.

      [14] NIDCD Fact Sheet: Assistive Devices for People with Hearing, Voice, Speech, or Language Disorders, NIH Publication No. 11-7672, December 2011.

      [15] Lin, F.R., Niparko, J.K., and Ferrucci, L. (2011) “Hearing loss prevalence in the United States†Archives of Internal Medicine, vol. 171, no. 20, pp. 1851-1852. https://doi.org/10.1001/archinternmed.2011.506.

      [16] Ford, A.H., Hankey, G.J., Yeap, B.B., Golledge, J., Flicker, L., and. Almeida, O.P. (2018) “Hearing loss and the risk of dementia in later life†Maturitas, vol. 112, pp. 1-11. https://doi.org/10.1016/j.maturitas.2018.03.004.

      [17] hear – it, 2017. [Online]. Available: https://www.hear-it.org/types-hearing-loss. [Accessed: Dec. 26, 2018].

      [18] Amieva, H., Ouvrard, C., Meillon, C., Rullier, L., and Dartigues, J.F. (2018) “Death, Depression, Disability, and Dementia associated with self-reported hearing problems: A 25-year study†Journals of Gerontology Series A: Biological Sciences & Medical Sciences, vol. 73, no. 10, pp. 1383–1389. https://doi.org/10.1093/gerona/glx250.

      [19] Panza, F., Solfrizzi, V., and Seripa, D. (2015) “Age-related hearing impairment and frailty in Alzheimer’s disease: interconnected associations and mechanisms,†Frontiers in Aging Neuroscience, vol. 7, pp.113. https://doi.org/10.3389/fnagi.2015.00113.

      [20] Davis, H.R., Cadar, D., Herbert, A., Orrell, M., and Steptoe, A. (2017) “Hearing impairment and incident dementia: findings from the English longitudinal study of ageing,†The Journal of the American Geriatrics Society, vol. 65, pp. 2074–2081. https://doi.org/10.1111/jgs.14986.

      [21] Dawes, P., Cruickshanks, K.J., Fischer, M.E., Klein, R.K., and Nondahl, D.M. (2015) “Hearing-aid use and long-term health outcomes: hearing handicap, mental health, social engagement, cognitive function, physical health, and mortality†International Journal of Audiology, vol. 54, no. 11, pp. 838–844. https://doi.org/10.3109/14992027.2015.1059503.

      [22] Taylor, R. (2017) " How a simple hearing test might prevent dementia: Study suggests use of hearing aid could slow development of the disease," mail online: health, December 4, 2017. [Online]. Available: https://www.dailymail.co.uk/health/article-5145163/How-simple-hearing-test-prevent-dementia.html. [Accessed May 20, 2018].

      [23] Lin, F.R., and Albert, M. (2014) “Hearing loss and dementia – who is listening?†Aging & Mental Health, vol. 18, no. 6, pp. 671-673. https://doi.org/10.1080/13607863.2014.915924.

      [24] Lin, F.R., Ferrucci, L., An, Y., Goh, J.O., Doshi, J., and Metter, E.J (2014) “Association of hearing impairment with brain volume changes in older adults†NeuroImage, vol. 90, pp. 84-92. https://doi.org/10.1016/j.neuroimage.2013.12.059.

      [25] Chételat, G., Landeau, B., Eustache, F., Mézenge, F., and Viader, F. (2005) “Using voxel-based morphometry to map the structural changes associated with rapid conversion in MCI: A longitudinal MRI study,†NeuroImage, vol. 27, no. 4, pp. 934-946. https://doi.org/10.1016/j.neuroimage.2005.05.015.

      [26] Mahoney, C.J., Rohrer, J.D., and Goll, J.C. (2011) “Structural neuroanatomy of tinnitus and hyperacusis in semantic dementia,†Journal of Neurology, Neurosurgery, and Psychiatry, vol. 82, pp. 1274–1278. https://doi.org/10.1136/jnnp.2010.235473.

      [27] Mahoney, E.C., and Josephs, K.A. (2015) “Minds on replay: musical hallucinations and their relationship to neurological disease,†Brain, vol. 138, pp. 3793–3802. https://doi.org/10.1093/brain/awv286.

      [28] Romero, R.L., Tan, R., Hodges, J.R., and Kumfor, F. (2016), An update on semantic dementia: genetics, imaging, and pathology, Alzheimer's Research & Therapy, vol. 8, pp. 1-9. https://doi.org/10.1186/s13195-016-0219-5.

      [29] Copiaco, A., Abdulaziz, N. (2017), A Comparison between Linear SVM and Logistic Regression Classifiers towards the Early Diagnosis of Alzheimer’s Disease, International Journal of Latest Research in Engineering and Technology (IJLRET), vol. 3, no. 4, pp. 90-95.

      [30] Ogilvie, K., Eggleton, A. (2016), Dementia in Canada: A National Strategy for Dementia-friendly Communities, Standing Senate Committee on Social Affairs, Science, and Technology, Current Efforts and Innovative Programs, pp. 7-15.

      [31] Hoge, H., (1984), A Parametric Representation of Short-time Power Spectra Based on the Acoustic Properties of the Ear, IEEE, vol. 36, no. 3, pp. 1-3.

      [32] Goldhor, R. (1983), A Speech Signal Processing System Based on a Peripheral Auditory Model, IEEE, vol. 28, no. 11, pp. 1368-1371

      [33] Poulos, C.J., Bayer, A., Beaupre, L., Clare, L., Poulos, R.G., Wang, R.H., Zuidema, S. and McGilton, K.S., (2017), A Comprehensive Approach to Reablement in Dementia, Alzheimer’s & Dementia: Translational Research & Clinical Interventions 3, pp. 450-458. https://doi.org/10.1016/j.trci.2017.06.005.

      [34] M.D. Serruya (2017), Connecting the Brain to Itself through an Emulation, Frontiers in Neuroscience, vol. 11, article 373, pp. 1-16 https://doi.org/10.3389/fnins.2017.00373.

      [35] Valimaki, V. and Reiss, J.D. (2016), All about Audio Equalization: Solutions and Frontiers, Appli Sci. 2016, vol 6, no. 5. https://doi.org/10.3390/app6050129.

      [36] Rajendran, B., Sebastian, A., Schmuker, M., Srinivasa, N., and Eleftheriou, E. (2019), Low-power Neuromorphic Hardware for Signal Processing Applications, Accessible at: https://arxiv.org/pdf/1901.03690.pdf.

      [37] Simpson, M., Peterson, G., Cox, C.D., Sayler, G.S. (2004), Engineering in the biological substrate: Information processing in genetic circuits, Proceedings of the IEEE, vol. 92, no. 5, pp. 846-863. https://doi.org/10.1109/JPROC.2004.826600.

      [38] BabyHearing.org, 2018 [Online], What is an Audiogram? Available: https://www.babyhearing.org/what-is-an-audiogram, [Accessed: March 30, 2019]

      [39] Nema, S.K., and Pathak, A. (2016), FIR Filter Bank design for Audiogram Matching, International Research Journal of Engineering and Technology (IRJET), vol. 3, no. 12, pp. 409-414.

      [40] Gaikwad, S.R., Kshirsagar, S.S., and Gaikwad, S.R. (2014), Implementation of Decimation Filter for Hearing Aid Application, International Journal of Engineering Research and General Science, vol. 2, no. 5, pp. 392-397.

      [41] Deshmukh, S.G., Pangaonkar, S.A., and Datir, M.K. (2014), Effective Filter Design Using FDA Tool for Improving Speech Intelligibility of Hearing Impaired, International Journal of Information and Computation Technology, vol. 4, no. 4, pp. 419-424.

      [42] Das, J.K. and Mahapatra, K.K., Design of an Adaptive Hearing Aid Algorithm using Booth-Wallace Tree Multiplier, International Journal of Logic and Computation (IJLP), vol. 1, no. 1, pp. 1-17.

      [43] Arai, K. and Konishi, T. (2015), Mobile Device Based Personalized Equalizer for Improving Hearing Capability of Human Voices in particular for Elderly Persons, International Journal of Advanced Research in Artificial Intelligence (IJARAI), vol. 4, no. 6, pp. 23-27. https://doi.org/10.14569/IJARAI.2015.040604.

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  • How to Cite

    Copiaco, A., ElKouly, A., Abdulaziz, N., Alkhatib, O., Khelalfa, H., Fareq Malek, M., & Lasrado, F. (2019). A review on the applications of signal processing techniques for mitigating dementia-related hearing implications through a wide-band equalizer. International Journal of Engineering & Technology, 8(3), 223-229. https://doi.org/10.14419/ijet.v8i3.29039

    Received date: 2019-04-28

    Accepted date: 2019-08-15

    Published date: 2019-08-25