Forecasting of Mine Discharge Based on Phase Space Reconstruction and SimpleMKL

Forecasting of mine discharge is crucial to water disaster prevention in mines. The hydrogeological is complex, caused by internal and exterior factors in a mine that makes the forecasting much more difficult. The paper puts forward a kind of prediction method of mine discharge based on Phase Space...

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Main Authors: X. Zhang, Y.H. Guo, Y.K. Chen
Format: Article
Language:English
Published: AIDIC Servizi S.r.l. 2016-08-01
Series:Chemical Engineering Transactions
Online Access:https://www.cetjournal.it/index.php/cet/article/view/4036
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spelling doaj-48ab0c56b3534840998cce0fae71def42021-02-19T21:01:11ZengAIDIC Servizi S.r.l.Chemical Engineering Transactions2283-92162016-08-015110.3303/CET1651172Forecasting of Mine Discharge Based on Phase Space Reconstruction and SimpleMKLX. ZhangY.H. GuoY.K. ChenForecasting of mine discharge is crucial to water disaster prevention in mines. The hydrogeological is complex, caused by internal and exterior factors in a mine that makes the forecasting much more difficult. The paper puts forward a kind of prediction method of mine discharge based on Phase Space Reconstruction and SimpleMKL. By analysis and studying the hydrogeology of the study field, while getting the maximal Lyapunovexponent ? = 0.1844 >0 by wolf algorithm, we know mine discharge has Chaos characteristics and can findout the hidden evolution rule of mine discharge time series by Phase Space Reconstruction, and as SimpleMKL input and output parameters, so as to transform the nonlinear problem into linear solution in multi- kernels mapping space. After choosing mine discharge date from August 2004 to February 2005 to validate, the results show that this method is feasible and possesses a high precision and very strong practical value.https://www.cetjournal.it/index.php/cet/article/view/4036
collection DOAJ
language English
format Article
sources DOAJ
author X. Zhang
Y.H. Guo
Y.K. Chen
spellingShingle X. Zhang
Y.H. Guo
Y.K. Chen
Forecasting of Mine Discharge Based on Phase Space Reconstruction and SimpleMKL
Chemical Engineering Transactions
author_facet X. Zhang
Y.H. Guo
Y.K. Chen
author_sort X. Zhang
title Forecasting of Mine Discharge Based on Phase Space Reconstruction and SimpleMKL
title_short Forecasting of Mine Discharge Based on Phase Space Reconstruction and SimpleMKL
title_full Forecasting of Mine Discharge Based on Phase Space Reconstruction and SimpleMKL
title_fullStr Forecasting of Mine Discharge Based on Phase Space Reconstruction and SimpleMKL
title_full_unstemmed Forecasting of Mine Discharge Based on Phase Space Reconstruction and SimpleMKL
title_sort forecasting of mine discharge based on phase space reconstruction and simplemkl
publisher AIDIC Servizi S.r.l.
series Chemical Engineering Transactions
issn 2283-9216
publishDate 2016-08-01
description Forecasting of mine discharge is crucial to water disaster prevention in mines. The hydrogeological is complex, caused by internal and exterior factors in a mine that makes the forecasting much more difficult. The paper puts forward a kind of prediction method of mine discharge based on Phase Space Reconstruction and SimpleMKL. By analysis and studying the hydrogeology of the study field, while getting the maximal Lyapunovexponent ? = 0.1844 >0 by wolf algorithm, we know mine discharge has Chaos characteristics and can findout the hidden evolution rule of mine discharge time series by Phase Space Reconstruction, and as SimpleMKL input and output parameters, so as to transform the nonlinear problem into linear solution in multi- kernels mapping space. After choosing mine discharge date from August 2004 to February 2005 to validate, the results show that this method is feasible and possesses a high precision and very strong practical value.
url https://www.cetjournal.it/index.php/cet/article/view/4036
work_keys_str_mv AT xzhang forecastingofminedischargebasedonphasespacereconstructionandsimplemkl
AT yhguo forecastingofminedischargebasedonphasespacereconstructionandsimplemkl
AT ykchen forecastingofminedischargebasedonphasespacereconstructionandsimplemkl
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