Skip to main navigation Skip to search Skip to main content

An enhanced co-simulation technique for resource modelling using grade domaining: a case study from an iron ore deposit

  • Nazarbayev University

Research output: Contribution to journalArticlepeer-review

Abstract

For resource estimation, domains are interpreted in a deposit to define homogenous areas for grade estimation. The conventional approach is to interpret the domains and then to separately model the distribution of the grade (i.e., partial grades) within each domain. The problem is that independent modeling of partial grades ignores the cross-dependency that exists between the partial grades within the defined domains. In this study, an alternative is proposed to first model the grade domains using a stochastic approach and then to model the partial grades within each domain using a co-simulation algorithm that incorporates their cross-correlation structures. The proposed enhanced co-simulation methodology has been applied at an iron deposit and a single grade threshold. This case study shows that the enhanced co-simulation methodology is capable of reproducing the global statistics and spatial continuity characteristics of the partial grades and results in improved domaining, grade estimation and definition of ore.

Original languageEnglish
Pages (from-to)81-106
Number of pages26
JournalApplied Earth Science: Transactions of the Institute of Mining and Metallurgy
Volume130
Issue number2
DOIs
Publication statusPublished - 2021

Funding

The authors are grateful to Nazarbayev University for funding this work via ?Faculty Development Competitive Research Grants for 2018?2020 under contract no. 090118FD5336?. The authors are grateful to Nazarbayev University for funding this work via ?Faculty Development Competitive Research Grants for 2018?2020 under contract no. 090118FD5336?. The authors also thank the Geovariances Company for providing the data set. We deeply thank the editorial board and three anonymous reviewers for their invaluable efforts towards improving the overall scientific quality of this manuscript.

Keywords

  • Grade domaining
  • heterotopic simple co-kriging
  • turning bands co-simulation
  • variogram modelling

ASJC Scopus subject areas

  • Geotechnical Engineering and Engineering Geology
  • Geochemistry and Petrology
  • Earth and Planetary Sciences (miscellaneous)

Fingerprint

Dive into the research topics of 'An enhanced co-simulation technique for resource modelling using grade domaining: a case study from an iron ore deposit'. Together they form a unique fingerprint.

Cite this