An Artificial Neural Networks Approach to Estimate Occupational Accident: A National Perspective for Turkey
Author
Source
Mathematical Problems in Engineering
Issue
Vol. 2014, Issue 2014 (31 Dec. 2014), pp.1-10, 10 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2014-12-25
Country of Publication
Egypt
No. of Pages
10
Main Subjects
Abstract EN
Occupational accident estimation models were developed by using artificial neural networks (ANNs) for Turkey.
Using these models the number of occupational accidents and death and permanent incapacity numbers resulting from occupational accidents were estimated for Turkey until the year of 2025 by the three different scenarios.
In the development of the models, insured workers, workplace, occupational accident, death, and permanent incapacity values were used as model parameters with data between 1970 and 2012.
2-5-1 neural network architecture was selected as the best network architecture.
Sigmoid was used in hidden layers and linear function was used at output layer.
The feed forward back propagation algorithm was used to train the network.
In order to obtain a useful model, the network was trained between 1970 and 1999 to estimate the values of 2000 to 2012.
The result was compared with the real values and it was seen that it is applicable for this aim.
The performances of all developed models were evaluated using mean absolute percent errors (MAPE), mean absolute errors (MAE), and root mean square errors (RMSE).
American Psychological Association (APA)
Ceylan, Hüseyin. 2014. An Artificial Neural Networks Approach to Estimate Occupational Accident: A National Perspective for Turkey. Mathematical Problems in Engineering،Vol. 2014, no. 2014, pp.1-10.
https://search.emarefa.net/detail/BIM-1046442
Modern Language Association (MLA)
Ceylan, Hüseyin. An Artificial Neural Networks Approach to Estimate Occupational Accident: A National Perspective for Turkey. Mathematical Problems in Engineering No. 2014 (2014), pp.1-10.
https://search.emarefa.net/detail/BIM-1046442
American Medical Association (AMA)
Ceylan, Hüseyin. An Artificial Neural Networks Approach to Estimate Occupational Accident: A National Perspective for Turkey. Mathematical Problems in Engineering. 2014. Vol. 2014, no. 2014, pp.1-10.
https://search.emarefa.net/detail/BIM-1046442
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1046442