Welcome to Open Science
Contact Us
Home Books Journals Submission Open Science Join Us News
Atmospheric Pollutant Dispersion and Congenital Malformation: Artificial Neural Networks Modelling
Current Issue
Volume 4, 2017
Issue 2 (March)
Pages: 28-32   |   Vol. 4, No. 2, March 2017   |   Follow on         
Paper in PDF Downloads: 23   Since Apr. 27, 2018 Views: 1151   Since Apr. 27, 2018
Authors
[1]
Allag Fateh, Department of Mechanic, Optic and Mechanic Precision Institute, Ferhat Abbas Setif1 University, Setif, Algeria.
[2]
Belmahdi Miloud, Department of Mechanic, Optic and Mechanic Precision Institute, Ferhat Abbas Setif1 University, Setif, Algeria.
[3]
Zegadi Rabah, Department of Mechanic, Optic and Mechanic Precision Institute, Ferhat Abbas Setif1 University, Setif, Algeria.
[4]
Bouharati Khaoula, Department of Epidemiology, Faculty of medicine, Ferhat Abbas Setif1 University, Setif, Algeria.
[5]
Tedjar Lamri, Department of Epidemiology, Faculty of medicine, Ferhat Abbas Setif1 University, Setif, Algeria.
[6]
Bouharati Saddek, Laboratory of Intelligent Systems, Faculty of Technology, Ferhat Abbas Setif1 University, Setif, Algeria.
Abstract
The quality of air we breathe every day is essential to a healthy lifestyle. Maternal during pregnancy and anthropometric measures at birth in an Ain El-Kebira area in Algeria exposure to air pollution has been related to fetal growth in a number of recent scientific studies. The objective of this study was to assess the association between exposure to air pollution (36°36' N and 5°5' E). The accumulated evidence indicates that children's health is adversely affected by air pollution levels currently. Outcome variables were birth weight, length, and head circumference, along with being small for gestational age. The association between exposure to residential outdoor NO2 and outcomes was assessed controlling for potential confounders and examining the shape of the relationship. In view of the fact that data sets of atmospheric pollution are very complex and uncertain, we propose that a form of artificial neural networks needs to be adopted. This will help to create a reasoned approach to determine an air pollution effect. That will permit regulatory bodies to set effect of air pollution and assist authorities of manufacturers like a pollution sources in developing a prevent regulation of atmospheric pollutants. The initial data used are measured variables (birth weight, birth length and head circumference of newborns at different distances and different directions from pollution sources cement Manufacturing, wind speed, and months during last decade). The number of cases is considered as an output. The air pollution effect on newborns system is based on artificial neural network. It is designed for measurement of different parameters like weight, height and head circumference of newborns in different area in front of pollution source and in its opposite at different period before and after installing the filter at the plant as a source of pollution.
Keywords
Wind Dispersion, Air Pollution, Newborns, ANN, Artificial Intelligence
Reference
[1]
Sram RJ, Binkova B, Dejmek, Bobak M: Ambient air pollution and pregnancy outcomes: a review of the literature. Environ Health Perspect 2005. 113: 375-382.
[2]
Lacasana M, Esplugues A, Ballester F: Exposure to ambient air pollution and prenatal and early childhood health effects. Eur J Epidemiol. 2005. 20: 183-199.
[3]
Maisonet M, Correa A, Misra D, Jaakkola JJ: A review of the literature on the effects of ambient air pollution on fetal growth. Environ Res 2004. 95: 106-115.
[4]
Glinianaia SV, Rankin J, Bell R, Pless-Mulloli T, Howel D: Particulate air pollution and fetal health: a systematic review of the epidemiologic evidence. Epidemiology 2004. 15: 36-45.
[5]
Ballester et al. Environmental Health. http://www.ehjournal.net/content/9/1/6. 2010. 9: 6.
[6]
Barakat AO. PAHs and petroleum biomarkers in the atmospheric environment of Alexandria City, Egypt. Water Air Soil Pollut 2002. 139: 289–310.
[7]
Perera F. P., Whyatt R. M., Jędrychowski W., et al. A study of the effects of environmental polycyclic aromatic hydrocarbons on birth outcomes in Poland. Am J Epidemiol 1998. 147: 309-314.
[8]
Perera F. P., Rauh V., Tsai W. Y., et al. Effects of transplacental exposure to environmental pollutants on birth outcomes in a multi-ethnic population. Environ Health Perspect 2003. 111: 201–205.
[9]
Jędrychowski W, Bendkowska I, Flak E, et al. Estimated risk for altered fetal growth resulting from exposure to fine particles during pregnancy: an epidemiologic prospective cohort study in Poland. Environ Health Perspect 2004. 112 (14): 1398-1402.
[10]
Parker JD, Woodruff TJ, Basu R, Schoendorf KC. Air pollution and birth weight among trem infants in California. Pediatrics 2005. 115 (1): 121-128.
[11]
Brauer M, Lencar C, Tamburic L, Koehoorn M, Demers P, Karr C. A cohort study of trafficrelated air pollution impacts on birth outcomes. Environ Health Perspect 2008. 116 (5): 680-686.
[12]
Lindsay RS, Hanson RL, Bennett PH, Knowler WC: Secular trends in birth weight, BMI, and diabetes in the offspring of diabetic mothers. Diabetes Care 2000. 23: 1249-1254.
[13]
William C., Hanson III MD., Bryan E., Marshall MD. FRCP, FRCA. “Artificial intelligence applications in the intensive care unit”. Crit Care Med 2000; Vol. 29, No. 2.
[14]
Ajith A. “Neuro Fuzzy Systems: state of Art Modelling Techniques”, In proceedings of the sixth international work conference on Artificial and Natural Neural Networks, IWANN, Granada, Springer Verlag Germany, 2001; pp. 269-276.
[15]
Ajith A. “Adaptation of Fuzzy Inference System Using Neural Learning”, Computer Science Department, Oklahoma State University, USA, springer verlag berlin Heidelberg, 2005.
[16]
Nikam S. R., Nikumbh P. J., Kulkarni S. P. “Fuzzy Logic and Neuro-Fuzzy Modeling”. MPGI National Multi Conference 2012.
Open Science Scholarly Journals
Open Science is a peer-reviewed platform, the journals of which cover a wide range of academic disciplines and serve the world's research and scholarly communities. Upon acceptance, Open Science Journals will be immediately and permanently free for everyone to read and download.
CONTACT US
Office Address:
228 Park Ave., S#45956, New York, NY 10003
Phone: +(001)(347)535 0661
E-mail:
LET'S GET IN TOUCH
Name
E-mail
Subject
Message
SEND MASSAGE
Copyright © 2013-, Open Science Publishers - All Rights Reserved