nach oben

Erschienen in:

2017 | OriginalPaper | Buchkapitel

Hybrid Soft Computing Analytics of Cardiorespiratory Morbidity and Mortality Risk Due to Air Pollution

verfasst von : Vardis-Dimitris Anezakis, Lazaros Iliadis, Konstantinos Demertzis, Georgios Mallinis

Erschienen in: Information Systems for Crisis Response and Management in Mediterranean Countries

Verlag: Springer International Publishing

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config

KI-gestützte Suche

Aus

Abstract

During the last decades, climate change has been contributing significantly to the increase of Ozone and Particulate Matter in major urban centers. This might result in additional enhancement of serious seasonal respiratory and cardiovascular diseases incidents. This research effort introduces an innovative hybrid approach that fuzzifies the involved features. The final target is the development of a Mamdani fuzzy inference system with weighted fuzzy rules. The system’s output comprises of the partial meteorological and air pollution risk indices per season. Fuzzy conjunction T-Norms have been employed to estimate the unified risk index. Moreover, the effect of one to seven days delay regarding high values of the above indices to the morbidity and mortality indicators in the prefecture of Thessaloniki has been studied. Hybrid Fuzzy Chi Square Test has been performed to identify the degree of dependences between the unified air pollution-meteorological risk indices and serious health even mortality cardiorespiratory problems.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

über 102.000 Bücher
über 537 Zeitschriften

aus folgenden Fachgebieten:

Automobil + Motoren
Bauwesen + Immobilien
Business IT + Informatik
Elektrotechnik + Elektronik
Energie + Nachhaltigkeit
Finance + Banking
Management + Führung
Marketing + Vertrieb
Maschinenbau + Werkstoffe
Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Jetzt informieren

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

über 67.000 Bücher
über 390 Zeitschriften

aus folgenden Fachgebieten:

Automobil + Motoren
Bauwesen + Immobilien
Business IT + Informatik
Elektrotechnik + Elektronik
Energie + Nachhaltigkeit
Maschinenbau + Werkstoffe

Jetzt Wissensvorsprung sichern!

Jetzt informieren

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

über 67.000 Bücher
über 340 Zeitschriften

aus folgenden Fachgebieten:

Bauwesen + Immobilien
Business IT + Informatik
Finance + Banking
Management + Führung
Marketing + Vertrieb
Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Jetzt informieren

Vorheriges Kapitel Towards Developing Dependable Systems Suitable for Crisis Management Applications

Nächstes Kapitel Understanding Decision Support in Large-Scale Disasters: Challenges in Humanitarian Logistics Distribution

Anderson, B.G., Bell, M.L.: Weather-related mortality: How heat, cold, and heat waves affect mortality in the United States. Epidemiology 20(2), 205–213 (2009). doi:10.1097/EDE.0b013e318190ee08 CrossRef

Cakmak, S., Hebbern, C., Cakmak, J.D., Vanos, J.: The modifying effect of socioeconomic status on the relationship between traffic, air pollution and respiratory health in elementary schoolchildren. J. Environ. Manage. 177, 1–8 (2016). doi:10.1016/j.jenvman.2016.03.051 CrossRef

Calvo, T., Mayor, G., Mesira, R.: Aggregation Operators: New Trends and Applications. Studies in Fuzziness and Soft Computing. Physica-Verlag, Heidelberg (2002)CrossRef

Corder, G.W., Foreman, D.I.: Nonparametric Statistics: A Step-by-Step Approach. Wiley, Hoboken (2014). ISBN 978-1118840313MATH

Cox, E.: Fuzzy Modeling and Genetic Algorithms for Data Mining and Exploration. Elsevier Science, USA (2005)MATH

Greenwood, P.E., Nikulin, M.S.: A Guide to Chi-squared Testing. Wiley, New York (1996). ISBN 978-0-471-55779-1MATH

Huang, C.E., Ruan, D., Kerre, E.: Fuzzy risks and updating a fuzzy risk with new Observations. J. Risk Anal. Int. J. (2007, in press)

Iliadis, L., Papaleonidas, A.: Computational Intelligence and Intelligent Agents (in Greek). Tziolas Edition, Thessaloniki (2016)

International Statistical Classification of Diseases and Related Health Problems 10th Revision. http://apps.who.int/classifications/icd10/browse/2016/en#

10.

Kassomenos, P.A., Kelessis, A., Paschalidou, A.K., Petrakakis, M.B.: Identification of sources and processes affecting particulate pollution in Thessaloniki, Greece. Atmos. Environ. 45(39), 7293–7300 (2011). doi:10.1016/j.atmosenv.2011.08.034 CrossRef

11.

Kecman, V.: Learning and Soft Computing. MIT Press, London (2001)MATH

12.

Kyriakidis, I., Karatzas, K., Papadourakis, G., Ware, A., Kukkonen, J.: Investigation and forecasting of the common air quality index in Thessaloniki, Greece. In: Iliadis, L., Maglogiannis, I., Papadopoulos, H., Karatzas, K., Sioutas, S. (eds.) AIAI 2012. IAICT, vol. 382, pp. 390–400. Springer, Heidelberg (2012). doi:10.1007/978-3-642-33412-2_40 CrossRef

13.

Leondes, C.: Fuzzy logic and Expert Systems Applications. Academic Press, San Diego (1998)MATH

14.

Nguyen, H., Walker, E.: A first Course in Fuzzy Logic. Chapman and Hall, Boca Raton (2000)MATH

15.

Papanastasiou, D.K., Melas, D., Kambezidis, H.D.: Air quality and thermal comfort levels under extreme hot weather. Atmos. Res. 152, 4–13 (2015). doi:10.1016/j.atmosres.2014.06.002 CrossRef

16.

Prasad, K., Gorai, A.K., Goyal, P.: Development of ANFIS models for air quality forecasting and input optimization for reducing the computational cost and time. Atmos. Environ. 128, 246–262 (2016). doi:10.1016/j.atmosenv.2016.01.007 CrossRef

17.

Sarigiannis, D.A., Karakitsios, S.P., Kermenidou, M.V.: Health impact and monetary cost of exposure to particulate matter emitted from biomass burning in large cities. Sci. Total Environ. 524–525, 319–330 (2015). doi:10.1016/j.scitotenv.2015.02.108 CrossRef

18.

The MathWorks. http://www.mathworks.com/

19.

Tsangari, H., Paschalidou, A.K., Kassomenos, A.P., Vardoulakis, S., Heaviside, C., Georgiou, K.E., Yamasaki, E.N.: Extreme weather and air pollution effects on cardiovascular and respiratory hospital admissions in Cyprus. Sci. Total Environ. 542, 247–253 (2016). doi:10.1016/j.scitotenv.2015.10.106 CrossRef

20.

Vardoulakis, S., Dear, K., Hajat, S., Heaviside, C., Eggen, B., McMichael, A.J.: Comparative assessment of the effects of climate change on heat-and cold-related mortality in the United Kingdom and Australia. Environ. Health Perspect. 122(12), 1285–1292 (2015). doi:10.1289/ehp.1307524

21.

Vlachokostas, C., Achillas, C., Moussiopoulos, N., Kalogeropoulos, K., Sigalas, G., Kalognomou, E.A., Banias, G.: Health effects and social costs of particulate and photochemical urban air pollution: a case study for Thessaloniki, Greece. Air Qual. Atmos. Health 5(3), 325–334 (2012). doi:10.1007/s11869-010-0096-1 CrossRef

22.

Voukantsis, D., Karatzas, K., Kukkonen, J., Räsänen, T., Karppinen, A., Kolehmainen, M.: Intercomparison of air quality data using principal component analysis, and forecasting of PM10 and PM2.5 concentrations using artificial neural networks, in Thessaloniki and Helsinki. Sci. Total Environ. 409(7), 1266–1276 (2011). doi:10.1016/j.scitotenv.2010.12.039 CrossRef

23.

Xie, W., Li, G., Zhao, D., Xie, X., Wei, Z., Wang, W., Wang, M., Li, G., Liu, W., Sun, J., Jia, Z., Zhang, Q., Liu, J.: Relationship between fine particulate air pollution and ischaemic heart disease morbidity and mortality. Heart 101(4), 257–263 (2015). doi:10.1136/heartjnl-2014-306165 CrossRef

24.

Zoumakis, M., Kassomenos, P., Zoumakis, N., Papadakis, N., Vosniakos, F., Staliopoulou, M., Efstathiou, G., Kelessis, A., Papapreponis, P., Bournis, N., Petrakakis, M., Kozyraki, T.H.: Human discomfort due to environmental conditions in Urban Thessaloniki, Greece. Part V. Adaptation to the local climate (Preliminary results). J. Environ. Protect. Ecol. 12(3), 921–929 (2011)

Titel: Hybrid Soft Computing Analytics of Cardiorespiratory Morbidity and Mortality Risk Due to Air Pollution
verfasst von: Vardis-Dimitris Anezakis
Lazaros Iliadis
Konstantinos Demertzis
Georgios Mallinis
Verlag: Springer International Publishing
Buch: Information Systems for Crisis Response and Management in Mediterranean Countries
Print ISBN: 978-3-319-67632-6

Electronic ISBN: 978-3-319-67633-3

Copyright-Jahr: 2017
DOI: https://doi.org/10.1007/978-3-319-67633-3_8

Springer Professional

Abstract

Bitte loggen Sie sich ein, um Zugang zu Ihrer Lizenz zu erhalten.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Springer Professional "Technik"

Springer Professional "Wirtschaft"