Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Lan, Jian-yi, Zhou, Ying
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi Publishing Corporation 2014
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
_version_ 1782436100615176192
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
work_keys_str_mv AT lanjianyi applicationofgraymarkovscgm11cmodeltopredictionofaccidentsdeathsincoalmining
AT zhouying applicationofgraymarkovscgm11cmodeltopredictionofaccidentsdeathsincoalmining