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Reseach Article

Soft Computing Techniques for Mishaps Prediction

by Dinesh Kumar Saini, Jabar H Yousif
International Journal of Computer Applications
Foundation of Computer Science (FCS), NY, USA
Volume 47 - Number 8
Year of Publication: 2012
Authors: Dinesh Kumar Saini, Jabar H Yousif
10.5120/7205-9989

Dinesh Kumar Saini, Jabar H Yousif . Soft Computing Techniques for Mishaps Prediction. International Journal of Computer Applications. 47, 8 ( June 2012), 1-7. DOI=10.5120/7205-9989

@article{ 10.5120/7205-9989,
author = { Dinesh Kumar Saini, Jabar H Yousif },
title = { Soft Computing Techniques for Mishaps Prediction },
journal = { International Journal of Computer Applications },
issue_date = { June 2012 },
volume = { 47 },
number = { 8 },
month = { June },
year = { 2012 },
issn = { 0975-8887 },
pages = { 1-7 },
numpages = {9},
url = { https://ijcaonline.org/archives/volume47/number8/7205-9989/ },
doi = { 10.5120/7205-9989 },
publisher = {Foundation of Computer Science (FCS), NY, USA},
address = {New York, USA}
}
%0 Journal Article
%1 2024-02-06T20:41:19.237150+05:30
%A Dinesh Kumar Saini
%A Jabar H Yousif
%T Soft Computing Techniques for Mishaps Prediction
%J International Journal of Computer Applications
%@ 0975-8887
%V 47
%N 8
%P 1-7
%D 2012
%I Foundation of Computer Science (FCS), NY, USA
Abstract

An attempt is made to implement the soft computing techniques in the prediction of the mishaps behaviors. The main objective of this paper is to implement the Multilayer Perceptron (MLP) neural network topology in mishap analysis and prediction. Efforts are made to summarize past research on the road mishaps causes and their analysis techniques and point out their weaknesses. Indicate new ideas in this area and Identify research directions leading to successful development and use of analytical techniques in the area of mishap analysis leading to Road safety

References
  1. R Andrew P. Jones and Stig H. Jorgensen, "The use of multilevel models for the prediction of road accident outcomes," Accident Analysis and Prevention 35 (2003) 59–69.
  2. Anna Andersson and Lee Chapman "The use of a temporal analogue to predict future traffic accidents and winter road conditions in Sweden," Meteorol. Appl. 18: 125–136 (2011).
  3. Becky P. Y. Loo, S. C. Wong , W. T. Hung, Hong K. Lo, "A review of the road safety strategy in Hong Kong," Journal of Advanced Transportation, Vol. 41, No. 1, pp. 3-37 (2005).
  4. Christopher A. Alford, "Sleepiness, countermeasures and the risk of motor vehicle accidents," Drugs, Driving and Traffic Safety © 2009 Birkhäuser Verlag/Switzerland.
  5. Dai, Ying, Basabi Chakraborty and Minghui Shi. "Kansei Engineering and Soft Computing: Theory and Practice. " IGI Global, 2011. 1-436. Web. 19 Mar. 2012. doi:10. 4018/978-1-61692-797-4
  6. Eleni Petridou & Maria Moustaki, "Human factors in the causation of road traffic crashes," European Journal of Epidemiology 16: 819-826, 2000.
  7. Erin Kelly, Shane Darke and Joanne Ross, "A review of drug use and driving: epidemiology, impairment, risk factors and risk perceptions," Drug and Alcohol Review (September 2004), 23, 319 – 344.
  8. Florence Conche, Miles Tight, "Use of CCTV to determine road accident factors in urban areas," Accident Analysis and Prevention 38 (2006) 1197–1207.
  9. Guy D. Vitaglione,"Driving under the influence (of mass media): A four-year examination of NASCAR and West Virginia aggressive-driving accidents and injuries," Journal of Applied Social Psychology (2006).
  10. Helai Huang, Hong Chor Chin, "Modeling road traffic crashes with zero-inflation and site-specific random effects," Stat Methods Appl (2010) 19:445–46.
  11. Jabar H. Yousif, "INFORMATION TECHNOLOGY DEVELOPMENT", LAP LAMBERT Academic Publishing, Germany ISBN 9783844316704, 2011.
  12. Jabar H. Yousif, and Mabruk A. Fekihal," Neural Approach for Determining Mental Health Problems" , Journal of Computing, Volume 4, Issue 1, pp6-11, January 2012.
  13. Kathleen Beullens, Keith Roe, Jan Van den Bulck, "Excellent gamer, excellent driver? The impact of adolescents' video game playing on driving behavior: A two-wave panel study," Accident Analysis and Prevention 43 (2011) 58–65.
  14. Kenneth M. Bach, "Evaluating driver attention and driving behaviour:comparing controlled driving and simulated driving," Published by the British Computer Society, pg 193-201 (2008).
  15. Masahiro TADA, Haruo NOMA, Kazumi RENGE, "Evidence-aased automated traffic hazard zone mapping using wearable sensors," ACM 978-1-4503-0414-6/10/11, Japan (2010).
  16. Mika Moran, Orna Baron-Epel, Nassim Assi, "Causes of road accidents as perceived by Arabs in Israel: A qualitative study," Transportation Research Part F 13 (2010) 377–387.
  17. Patrick Brézillon and Juliette Brézillon, "Ch. 42: Context-sensitive decision support systems in road safety," part of the ACC project supported by PREDIT and the French Minister of Transportation.
  18. Paul Atchley, Stephanie Atwood, Aaron Boulton, "The choice to text and drive in younger drivers: Behavior may shape attitude," Accident Analysis and Prevention 43 (2011) 134–142
  19. Poul Greibe, "Accident prediction models for urban roads," Accident Analysis and Prevention 35 (2003) 273–285.
  20. Dinesh Kumar Saini, Lingaraj A. Hadimani and Nirmal Gupta "Software Testing Approach for Detection and Correction of Design Defects in Object Oriented Software" Journal of Computing, Volume 3, Issue 4, April 2011, ISSN 2151-9617, Page No. 44-50.
  21. Samer H. Hamdar and Hani S. Mahmassani, "Colliding particles: Beyond accident-free car following models," research funded by the National Science Foundation's Human and Social Dynamic Systems under Award Number 0527573.
  22. Dinesh Kumar Saini "A Mathematical Model for the Effect of Malicious Object on Computer Network Immune System" Applied Mathematical Modeling, 35(2011) Page No. 3777-3787 USA, doi:10. 1016/. 2011. 02. 025.
  23. Sharon Clarke and Ivan T. Robertson, "A meta-analytic review of the Big Five personality factors and accident involvement in occupational and non-occupational settings," Journal of Occupational and Organizational Psychology (2005),78, 355–376.
  24. Taimur Usman, Liping Fu, Luis F. Miranda-Moreno, "Quantifying safety benefit of winter road maintenance: Accident frequency modeling;" Accident Analysis and Prevention 42 (2010) 1878–1887.
  25. Wilson C, Willis C, Hendrikz JK, Le Brocque R, Bellamy N. , "Speed cameras for the prevention of road traffic injuries and deaths", Cochrane database of systematic reviews 2010, Issue 11. Art. No. : CD004607.
  26. Dinesh Kumar Saini "Testing Polymorphism in Object Oriented Systems for improving software Quality" ACM SIGSOFT Volume 34 Number 2 March 2009, ISSN: 0163-5948, USA.
Index Terms

Computer Science
Information Sciences

Keywords

Artificial Intelligence Neural Networks Multi-layered Perceptron (mlp) Fuzzy Artmap Predictions