Abstract
Bed-wetting during normal sleep in children and young people has a significant impact on the child and their parents. The condition is known as nocturnal enuresis and its underlying cause has been subject to different explanatory factors that include, neurological, urological, sleep, genetic and psychosocial influences. Several clinical and technological interventions for managing nocturnal enuresis exist that include the clinician’s opinions, pharmacology interventions, and alarm systems. However, most have failed to produce any convincing results. Clinical information is often subjective and often inaccurate, the use of desmopressin and tricyclic antidepressants only report between 20 % and 40 % success, and alarms only a 50 % success fate. This position paper posits an alternative research idea concerned with the early detection of impending involuntary bladder release. The proposed framework is a measurement and prediction system that processes moisture and bladder volume data from sensors fitted into undergarments that are used by patients suffering with nocturnal enuresis. The proposed framework represents a level of sophistication in nocturnal enuresis treatment not previously considered.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Similar content being viewed by others
Notes
References
Abrams, P., Andersson, K.E., Birder, L., Brubaker, L., Cardozo, L., et al.: Fourth international consultation on incontinence recommendations of the international scientific committee: evaluation and treatment of urinary incontinence, pelvic organ prolapse and fecal incontinence. Neurourol. Urodyn. 29(1), 213–240 (2010)
Bettina, E., Shapira, E., Dahlen, P.: Therapeutic treatment protocol for enuressi using and enuresis alarm. J. Couns. Dev. 88(2), 246–252 (2010)
Bradley, C.S., Brown, J.S., van Den Eeden, S.K., Schembri, M., Ragins, A., Thom, D.H.: Urinary incontinence self-report questions: reproducability and agreement with bladder diary. Int. J. Urogynedol, 22(12), 1565–1571 (2011)
Butler, R.J.: Nocturnal Enuresis. the Child’s Experience, p. 192, Butterworth Heinemann, Oxford (1994)
Butler, R.J.: Childhood nocturnal enuresis: developing a conceptual framework. Clin. Psychol. Rev. 24(8), 909–931 (2004)
Campbell, L.K., Cox, D.L., Borowitz, S.M.: Elimination disorders. In: Handbook of Pediatric Psychology, p. 808, Guilford Press, New York (2009)
Can, G., Topbas, M., Okten, A., Kizil, M.: Child abuse as a result of enuresis. Pediatrics Int. 46(1), 64–66 (2004)
Culbert, T.P., Banez, G.A.: Wetting the bed: integrative approaches to nocturnal enuresis. Explore 4(3), 215–220 (2008)
Darling, J.C.: Management of nocturnal enuresis. Trends Urol. Gynaecol. Sexual Health 15(3), 18–22 (2010)
De Bruyne, E., van Hoecke, E., van Gompel, K., Verbeken, S., Hoebeke, P., Vande Walle, J.: Problem behaviour, parental stress and enuresis. J. Urology 182(4), 2015–2021 (2009)
Dhondt, K., Raes, A., Hoebeke, P., van Laecke, E., van Herzeele, C., Vande Walle, J.: Abnormal sleep architecture and refractory nocturnal enuresis. J. Urology, 182(4), 1961–1965 (2009)
Fatah, D.A., Shaker, H., Ismail, M., Ezzat, M.: Nocturia polyuria and nocturnal arginine vasopression (AVP): a key factor in the pathophysiology of monosymptomatic nocturnal enuresis. Neurourol. Urodyn. 28(6), 506–509 (2009)
Glazener, C.M., Evans, J.H.: Alarm interventions for nocturnal enuresis in children (Cochrane Review). The Cochrane Library (2007)
Glazener, C.M., Evans, J.M.: Desmopressin for nocturnal enuresis. cochrane database systematic review, CD002112 (2002)
Gupta, N.: Inside bluetooth low energy. IEEE Trans. Instrum. Measur. 210 (2013)
Haykin, L.: Nonlinear adaptive prediction of nonstationary signals. IEEE Trans. Signal Process. 43(2), 526–535 (1995)
Kennea, N., Evans, J.: Drug treatment of nocturnal enuresis. Paediatr. Perinat. Drug Therapy 4(1), 12–18 (2000)
Lottmann, H.B., Alova, I.: Primary monosymptomatic nocturnal enuresis in children and adolescents. Int. J. Clin. Pract. 61(s155), 8–16 (2007)
Milsom, I., Coyne, K.S., Nicholson, S., Kvasz, M., Chen, C., Wein, A.J.: Global Prevalence and Economic Burden of Urgency Urinary Incontinence: A Systematic Review. Eur. Urol. (2013, in Press)
Nalbantoglu, B., Yazici, C.M., Nalbantoglu, A., Guzel, S., Topcu, B., Guzel, E.C et al.: Copeptin as a Novel Biomarker in Nocturnal Enuresis. Pediatr. Urol. (2013a, in Press)
Nalbantoglu, B., Yazici, C.M., Nalbantoglu, A., Guzel, S., Topcu, B., Guzel, E.C et al.: Copeptin as a Novel Biomarker in Nocturnal Enuresis. Pediatr. Urol. (2013b, in Press)
Nilsson, H., Gulliksson, J. An incontinence alarm solution utilizing RFID-based sensor technology. In: IEEE International Conference on RFID-Technologies and Applications, pp. 359–363 (2011)
Porth, C.M.:. Essentials of pathophysiology: concepts of altered health states, p. 1149 (2007)
Prieto, L., Castro, D., Esteban, M., Salinas, J., Jimenez, M., Mora, A.: Descriptive epidemiological study of the diagnosis of detrusor overactivity in urodynamic units in Spain. Actas Urologicas Espanolas, 36(1), 21–28 (2012)
Robson, W.L.M.: Evaluation and management of enuresis. N. Engl. J. Med. 360(14), 1429–1436 (2009)
Schlomer, B., Rodriquez, E., Weiss, D., Cropp, H.: Parental beliefs about nocturnal enuresis causes, treatments, and the need to seek professional medical care. J. Pediatr. Urol. (2013, In Press)
Shin, Y., Ghosh, J.: The pi-sigma network: an efficient higher-order neural network for pattern classification and function approximation. In: IEEE Int. Conf. Neural Computing, pp. 13–18 (1991)
Thibodeau, B.A., Metcalfe, P., Koop, P., Moore, K.: Urinary incontinence and quality of life in children. Pediatr. Urol. 9(1), 78–83 (2013)
Vande Walle, J., Rittig, S., Bauer, S., Eggert, P., Marshall-Kehrel, D., Tekgul, S.: Practical consensus guidelines for the management of enuresis. Eur. J. Pediatr. 171(6), 971–983 (2012)
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2015 Springer International Publishing Switzerland
About this paper
Cite this paper
Fergus, P., Hussain, A., Al-Jumeily, D., Radi, N. (2015). A Position Paper on Predicting the Onset of Nocturnal Enuresis Using Advanced Machine Learning. In: Huang, DS., Jo, KH., Hussain, A. (eds) Intelligent Computing Theories and Methodologies. ICIC 2015. Lecture Notes in Computer Science(), vol 9226. Springer, Cham. https://doi.org/10.1007/978-3-319-22186-1_68
Download citation
DOI: https://doi.org/10.1007/978-3-319-22186-1_68
Published:
Publisher Name: Springer, Cham
Print ISBN: 978-3-319-22185-4
Online ISBN: 978-3-319-22186-1
eBook Packages: Computer ScienceComputer Science (R0)