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New grey prediction model and its application in forecasting land subsidence in coal mine

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  • Huafeng Xu
  • Bin Liu
  • Zhigeng Fang

Abstract

Mining subsidence destroys environment seriously and is difficult to forecast because the parameters in prediction model are difficult to obtain. As there are many uncertainties in mining subsidence, we forecast it by grey prediction model. Traditional GM (1,1) model predict for a time series. In this paper, the panel data are studied and are viewed as a sequence in which elements are matrix based on cross-sectional data, and the mean sequence of row vector GM (1,1) model, mean sequence of column vector GM (1,1) model and the cell volume sequence GM (1,1) model are established, respectively. Combining these grey models, we build prediction model of cross-sectional data matrix sequence. Thus, the scope of grey prediction has been expanded, and grey forecasting theory has been enriched. Using the newly built predictive models, we study the land deformation due to mining of Pingdingshan coal mine in Henan Province. Practical verification and model accuracy test show that the grey model can make accurate predictions, with a good agreement between the predictive value and actual value. It can provide effective and accurate information and also can provide an important reference for the reclamation planning of surface environment. Copyright Springer Science+Business Media Dordrecht 2014

Suggested Citation

  • Huafeng Xu & Bin Liu & Zhigeng Fang, 2014. "New grey prediction model and its application in forecasting land subsidence in coal mine," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 71(2), pages 1181-1194, March.
  • Handle: RePEc:spr:nathaz:v:71:y:2014:i:2:p:1181-1194
    DOI: 10.1007/s11069-013-0656-4
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    References listed on IDEAS

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    1. Ye-Shuang Xu & Shui-Long Shen & Zheng-Yin Cai & Guo-Yun Zhou, 2008. "The state of land subsidence and prediction approaches due to groundwater withdrawal in China," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 45(1), pages 123-135, April.
    2. Yu Huang & Ximiao Jiang, 2010. "Field-observed phenomena of seismic liquefaction and subsidence during the 2008 Wenchuan earthquake in China," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 54(3), pages 839-850, September.
    3. Chia-Sheng Hsieh & Tian-Yuan Shih & Jyr-Ching Hu & Hsin Tung & Mong-Han Huang & Jacques Angelier, 2011. "Using differential SAR interferometry to map land subsidence: a case study in the Pingtung Plain of SW Taiwan," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 58(3), pages 1311-1332, September.
    4. P. Julio-Miranda & A. Ortíz-Rodríguez & A. Palacio-Aponte & R. López-Doncel & R. Barboza-Gudiño, 2012. "Damage assessment associated with land subsidence in the San Luis Potosi-Soledad de Graciano Sanchez metropolitan area, Mexico, elements for risk management," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 64(1), pages 751-765, October.
    5. Hasanuddin Abidin & Rochman Djaja & Dudy Darmawan & Samsul Hadi & Arifin Akbar & H. Rajiyowiryono & Y. Sudibyo & I. Meilano & M. Kasuma & J. Kahar & Cecep Subarya, 2001. "Land Subsidence of Jakarta (Indonesia) and its Geodetic Monitoring System," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 23(2), pages 365-387, March.
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    5. Natnael Nigussie Goshu & Surafel Luleseged Tilahun, 2016. "Grey theory to predict Ethiopian foreign currency exchange rate," International Journal of Business Forecasting and Marketing Intelligence, Inderscience Enterprises Ltd, vol. 2(2), pages 95-116.
    6. Dayang Xuan & Jialin Xu, 2014. "Grout injection into bed separation to control surface subsidence during longwall mining under villages: case study of Liudian coal mine, China," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 73(2), pages 883-906, September.
    7. Lei Nie & Hongfei Wang & Yan Xu & Zechuang Li, 2015. "A new prediction model for mining subsidence deformation: the arc tangent function model," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 75(3), pages 2185-2198, February.

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