Scholarly record
ORDINARY KRIGING COMPARISON AND INVERSE DISTANCE WEIGHTING FOR QUALITY ASSESSMENT OF VIETNAM CEMENT LIMESTONE DEPOSITS
Abstract
Limestone deposits are primary raw material for cement manufacturing plants. However, mining engineers and geologists faces challenges in determining an appropriate, accurate and cost effective estimation method. The aim of this research is to evaluate and compare the applicability of two geostatistical methods, Ordinary Kriging (OrK) and Inverse Distance Weighting (IDW), for estimating quality of the Ta Thiet limestone, a lithological structure deposit at Binh Phuoc province (Vietnam). For this purpose, data collected from 194 exploratory boreholes were analyzed by statistics to calculate and generate the anisotropic ellipsoids and the variograms of the constituents in the limestone deposit. The correlation analyses of the estimation result showed that although OrK is a good estimation method, however it is complex and time-consuming, whereas IDW showed better result. Therefore, IDW is a cost effective method for estimating quality of the limestone deposit. Based on the assumption that things that are close to one another has more influence than those that are farther apart, ID method predicts a value of an unmeasured location using the measured values of the locations surrounding it. Weights are assigned to data points depending on the unmeasured pointпїЅs distance to the measured location. In this study, the ID method was applied by using results from variography and anisotropic ellipsoid. Preparation of raw mix is beneficial for a number of reasons: it can improve the processing plant efficiency, and it minimizes the need for selective mining, hence reducing mining costs and increasing production.
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References16
Ingram, K.D and Daugherty, K.E., A Review of Limestone Additions to Portland Cement and Concrete, Cement and Concrete Composites, 1991, vol. 13, no. 3.
Kathal, K.K. and Mukherjee, M.K., Waste Management: Utilization of Fly Ash in Optimization of Raw Mix Design for the Manufacture of Cement, Journal of Mines, Metals, and Fuels, 1999.
Abdullah, Arik, Effects of search parameters on kriged reserve estimation, International journal of mining and geological engineering 8, pp.319–331, 1990.
Wackernagel, H. Multivariate Geostatistics: An Introduction with Applications, Springer, Berlin, pp.3 87, 2003.
Webster, R., Oliver, M, Geostatistics for EnvironmentalScientists, John Wiley & Sons, Ltd, Chichester, pp. 271, 2001.
Cressie, N. A. C, Statistics for Spatial Data,Wiley Series in Probability and Mathematical Statistics: Applied Probability and Statistics, New York: John Wiley &Sons, Inc:120-121, 1993.
Yasrebi J, Saffari M, Fathi H, Karimian N, Moazallahi M, Gazni R (2009) Evaluation and comparison of ordinary kriging and inverse distance weighting methods for prediction of spatial variability of some chemical parameters. Res J Biol Sci 4:93–102.
Zimmerman D, Pavlik C, Ruggles A, Armstrong MP (1999) An experimental comparison of ordinary and universal kriging and inverse distance weighting. Math Geol 31:375–390
ESRI, Using ArcGIS Geostatistical Analyst, USA., pp: 40, 2001.
Dowd, P. A, Geostatistical Ore Reserve Estimation - A case study on a Disseminated Nickel Deposit. Case Histories in Mineral Deposits Evaluation, Geological Society Special Publication, London, (Annels, A. E. ed.), pp. 243-256, 1992.
Daya, A.A, Application ofdisjunctive kriging for estimatingeconomic grade distribution in an iron ore deposit: a case study of the Choghart North Anomaly, Iran, J GeolSoc India, pp.567–576, 2014.
Bohling, Geoff, Introduction to geostatistics and variogram analysis, Kansas geological survey, pp.1-20, 2005.
Marat Abzalov, Applied Mining Geology, Modern Approaches in Solid Earth Sciences, Springer, 2016, 448pp, ISBN 978-3-319-39263-9, pp.270, 2016.
Al-Hassan Sulemana, Adjei David, Competitiveness of Inverse Distance Weighting Method for the Evaluation of Gold Resources in Fluvial Sedimentary Deposits: A case study, Journal of Geosciences and Gematics, vol.3, no.5 (2015): 122- 127, DOI: 10.12691/jgg-3-5-2.
Sinclair, A. J. and Blackwell, G. H, Applied Mineral Inventory Estimation, Cambridge, Kluwer Academic Publishers, pp. 330-337, 2002.
Shahbeik, Sh. Afzal, P., Moarefvand, P., Qumarsy, M: Comparison between Ordinary Kriging (OrK) and Inverse Distance Weighted (IDW) based on estimation error Case study: in Dardevey iron ore deposit, NE Iran. Arabian Journal of Geosciences, Arab J Geoscie. 7:3693-5343, 2014.
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