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Application of Gray Markov SCGM(1,1)(c) Model to Prediction of Accidents Deaths in Coal Mining
The prediction of mine accident is the basis of aviation safety assessment and decision making. Gray prediction is suitable for such kinds of system objects with few data, short time, and little fluctuation, and Markov chain theory is just suitable for forecasting stochastic fluctuating dynamic proc...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi Publishing Corporation
2014
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4897162/ https://www.ncbi.nlm.nih.gov/pubmed/27419203 http://dx.doi.org/10.1155/2014/632804 |
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author | Lan, Jian-yi Zhou, Ying |
author_facet | Lan, Jian-yi Zhou, Ying |
author_sort | Lan, Jian-yi |
collection | PubMed |
description | The prediction of mine accident is the basis of aviation safety assessment and decision making. Gray prediction is suitable for such kinds of system objects with few data, short time, and little fluctuation, and Markov chain theory is just suitable for forecasting stochastic fluctuating dynamic process. Analyzing the coal mine accident human error cause, combining the advantages of both Gray prediction and Markov theory, an amended Gray Markov SCGM(1,1)(c) model is proposed. The gray SCGM(1,1)(c) model is applied to imitate the development tendency of the mine safety accident, and adopt the amended model to improve prediction accuracy, while Markov prediction is used to predict the fluctuation along the tendency. Finally, the new model is applied to forecast the mine safety accident deaths from 1990 to 2010 in China, and, 2011–2014 coal accidents deaths were predicted. The results show that the new model not only discovers the trend of the mine human error accident death toll but also overcomes the random fluctuation of data affecting precision. It possesses stronger engineering application. |
format | Online Article Text |
id | pubmed-4897162 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Hindawi Publishing Corporation |
record_format | MEDLINE/PubMed |
spelling | pubmed-48971622016-07-14 Application of Gray Markov SCGM(1,1)(c) Model to Prediction of Accidents Deaths in Coal Mining Lan, Jian-yi Zhou, Ying Int Sch Res Notices Research Article The prediction of mine accident is the basis of aviation safety assessment and decision making. Gray prediction is suitable for such kinds of system objects with few data, short time, and little fluctuation, and Markov chain theory is just suitable for forecasting stochastic fluctuating dynamic process. Analyzing the coal mine accident human error cause, combining the advantages of both Gray prediction and Markov theory, an amended Gray Markov SCGM(1,1)(c) model is proposed. The gray SCGM(1,1)(c) model is applied to imitate the development tendency of the mine safety accident, and adopt the amended model to improve prediction accuracy, while Markov prediction is used to predict the fluctuation along the tendency. Finally, the new model is applied to forecast the mine safety accident deaths from 1990 to 2010 in China, and, 2011–2014 coal accidents deaths were predicted. The results show that the new model not only discovers the trend of the mine human error accident death toll but also overcomes the random fluctuation of data affecting precision. It possesses stronger engineering application. Hindawi Publishing Corporation 2014-11-04 /pmc/articles/PMC4897162/ /pubmed/27419203 http://dx.doi.org/10.1155/2014/632804 Text en Copyright © 2014 J.-y. Lan and Y. Zhou. https://creativecommons.org/licenses/by/3.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Lan, Jian-yi Zhou, Ying Application of Gray Markov SCGM(1,1)(c) Model to Prediction of Accidents Deaths in Coal Mining |
title | Application of Gray Markov SCGM(1,1)(c) Model to Prediction of Accidents Deaths in Coal Mining |
title_full | Application of Gray Markov SCGM(1,1)(c) Model to Prediction of Accidents Deaths in Coal Mining |
title_fullStr | Application of Gray Markov SCGM(1,1)(c) Model to Prediction of Accidents Deaths in Coal Mining |
title_full_unstemmed | Application of Gray Markov SCGM(1,1)(c) Model to Prediction of Accidents Deaths in Coal Mining |
title_short | Application of Gray Markov SCGM(1,1)(c) Model to Prediction of Accidents Deaths in Coal Mining |
title_sort | application of gray markov scgm(1,1)(c) model to prediction of accidents deaths in coal mining |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4897162/ https://www.ncbi.nlm.nih.gov/pubmed/27419203 http://dx.doi.org/10.1155/2014/632804 |
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