133
ACKNOWLEDGMENTS
The authors would like to thank the National Council for the Improvement of Higher Education (CAPES) for supporting the Mineral Exploration and Mining Planning Research Unit
(LPM) at the Federal University of Rio Grande do Sul (UFRGS).
REFERENCES
Almeida, A.S., & Journel, A.G. 1994. Joint simulation of multiple variables with a Markov-type coregionalization model. Mathematical Geology, 26(5), 565–588.
Babak, O., & Deutsch, C.V. 2009. An intrinsic model of coregionalization that solves variance inflation
in collocated cokriging. Computers & geosciences, 35(3), 603–614.
Barnett, R.M. and Deutsch, C.V., 2015. Multivariate imputation of unequally sampled geological variables. Mathematical Geosciences, 47(7), pp. 791–817.
Deutsch, C.V. and Zanon, S.D., 2004, January. Direct prediction of reservoir performance with Bayesian updating under a multivariate Gaussian model. In Canadian International Petroleum Conference.
Petroleum Society of Canada.
Doyen, P.M., Den Boer, L.D., & Pillet, W.R. 1996, January. Seismic porosity mapping in the Ekofisk
field using a new form of collocated cokriging. In SPE Annual Technical Conference and Exhibition.
Society of Petroleum Engineers.
Isaaks, E.H. 1989. The application of Monte Carlo methods to the analysis of spatially correlated
data.
Kumar, A. and Deutsch, C.V. 2009. Optimal correction of indefinite correlation matrices. CCG Annual
Report 11, Paper 401.
Minnitt, R.C.A., & Deutsch, C.V. 2014. Cokriging for optimal mineral resource estimates in mining
operations. Journal of the Southern African Institute of Mining and Metallurgy, 114(3), 189–189.
Neves, J., Pereira, M.J., Pacheco, N., & Soares, A. 2018. Updating Mining Resources with Uncertain
Data. Mathematical Geosciences, 1–20.
Osterholt V, Benndorf J, 2015. Real-time mining process flow analysis. Published document of European Programme Horizon 2020 funded project Real-Time Mining. Published under www.realtimemining.eu on 05/11/2015.
Ren. W. 2007. Exact downscaling in reservoir modeling (PhD thesis). Edmonton (AL): University of
Alberta.
Silva, D.S. and Deutsch, C.V., 2018. Multivariate data imputation using Gaussian mixture models. Spatial statistics, 27, pp. 74–90.
Soares, A., Nunes, R. and Azevedo, L., 2017. Integration of uncertain data in geostatistical modelling. Mathematical Geosciences, 49(2), pp. 253–273.
ACKNOWLEDGMENTS
The authors would like to thank the National Council for the Improvement of Higher Education (CAPES) for supporting the Mineral Exploration and Mining Planning Research Unit
(LPM) at the Federal University of Rio Grande do Sul (UFRGS).
REFERENCES
Almeida, A.S., & Journel, A.G. 1994. Joint simulation of multiple variables with a Markov-type coregionalization model. Mathematical Geology, 26(5), 565–588.
Babak, O., & Deutsch, C.V. 2009. An intrinsic model of coregionalization that solves variance inflation
in collocated cokriging. Computers & geosciences, 35(3), 603–614.
Barnett, R.M. and Deutsch, C.V., 2015. Multivariate imputation of unequally sampled geological variables. Mathematical Geosciences, 47(7), pp. 791–817.
Deutsch, C.V. and Zanon, S.D., 2004, January. Direct prediction of reservoir performance with Bayesian updating under a multivariate Gaussian model. In Canadian International Petroleum Conference.
Petroleum Society of Canada.
Doyen, P.M., Den Boer, L.D., & Pillet, W.R. 1996, January. Seismic porosity mapping in the Ekofisk
field using a new form of collocated cokriging. In SPE Annual Technical Conference and Exhibition.
Society of Petroleum Engineers.
Isaaks, E.H. 1989. The application of Monte Carlo methods to the analysis of spatially correlated
data.
Kumar, A. and Deutsch, C.V. 2009. Optimal correction of indefinite correlation matrices. CCG Annual
Report 11, Paper 401.
Minnitt, R.C.A., & Deutsch, C.V. 2014. Cokriging for optimal mineral resource estimates in mining
operations. Journal of the Southern African Institute of Mining and Metallurgy, 114(3), 189–189.
Neves, J., Pereira, M.J., Pacheco, N., & Soares, A. 2018. Updating Mining Resources with Uncertain
Data. Mathematical Geosciences, 1–20.
Osterholt V, Benndorf J, 2015. Real-time mining process flow analysis. Published document of European Programme Horizon 2020 funded project Real-Time Mining. Published under www.realtimemining.eu on 05/11/2015.
Ren. W. 2007. Exact downscaling in reservoir modeling (PhD thesis). Edmonton (AL): University of
Alberta.
Silva, D.S. and Deutsch, C.V., 2018. Multivariate data imputation using Gaussian mixture models. Spatial statistics, 27, pp. 74–90.
Soares, A., Nunes, R. and Azevedo, L., 2017. Integration of uncertain data in geostatistical modelling. Mathematical Geosciences, 49(2), pp. 253–273.